gene polymorphisms associated with temperament in merino ...methods section of my journal paper, and...

165
Gene polymorphisms associated with temperament in Merino sheep Xiaoyan Qiu BSc MSc The thesis is presented for the degree of Doctor of Philosophy 2015 The University of Western Australia Faculty of Natural and Agricultural Sciences School of Animal Biology

Upload: others

Post on 09-Oct-2020

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Gene polymorphisms associated with temperament in

Merino sheep

Xiaoyan Qiu BSc MSc

The thesis is presented for the degree of

Doctor of Philosophy

2015

The University of Western Australia

Faculty of Natural and Agricultural Sciences

School of Animal Biology

Page 2: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Declaration

The work presented in this thesis is original work of the author, and none of the material

in this thesis has been submitted either in full, or part, for a degree at this or any other

university or institution. The experiments and manuscript preparation were carried out

by myself after discussion with my supervisors, Dr. Dominique Blache, Professor

Graeme B. Martin and Dr. Shimin Liu.

Xiaoyan Qiu

September 2015

Page 3: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

i i

Table of Contents (Detailed indices are provided at the start of each chapter)

Page

Summary ii

Acknowledgements iv

Publications vi

List of abbreviations vii

Chapter 1: General introduction 1

Chpater 2: Literature review 4

Chapter 3: General materials and methods 36

Chapter 4: Associations between temperament and gene polymorphisms 48

in the dopaminergic system and adrenal gland in sheep

Chapter 5: The association of CYP17 SNP628 and DRD2 SNP939 genotypes 64

with behavioural and physiological cortisol response

Chapter 6: Heritability of behavioural reactivity to isolation based on DRD2 78

SNP939 and CYP17 SNP628 genotypes associated with sheep

temperament phenotype

Chapter 7: Cognitive learning ability in Merino sheep with different DRD2 91

SNP939 genotypes Chapter 8: General discussion 110

References 115

Page 4: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

ii

Summary

When individuals are exposed to stressful environmental challenges, the response varies

widely in one or more of three components of the stress response: psychological

(emotional), behavioural and physiological. This variability among individuals can be

defined as temperament. Temperament affects not only the perception and responses to

the stressor, but also can affect cognition. The genetic basis of temperament is not

clearly understood, but it could be explained by polymorphisms in genes that regulate

brain activity and glucocorticoid synthesis. In this thesis, I tested the general hypothesis

that polymorphisms of specific genes will be associated with the difference in

behavioural reactivity and physiological response in sheep of known temperament

(nervous or calm). I mainly used sheep from the UWA Merino flock that had been

selected over 20 generations for two temperaments: a nervous line and a calm line,

based on high or low reactivity to humans and social isolation.

Firstly, using nervous (n = 58) or calm (n = 59) ewes from lines that had been selected for

temperament for 20 generations, we identified polymorphisms in a specific gene

responsible for cortisol production (CYP17), and in three specific genes associated with

personality and behavioural traits: dopamine receptors 2 and 4 (DRD2, DRD4), and

monoamine oxidase A (MAOA). The frequencies of CYP17 SNP628 and DRD2 SNP939

differed significantly between the two temperament lines, but those for DRD2 SNP483

and the 2 MAOA SNP genotypes did not.

To validate the correctness of the two SNPs associated with temperament (CYP17

SNP628 and DRD2 SNP939) as genetic markers for prediction of sheep temperament,

we genotyped 278 non-selected sheep for the DRD2 SNP939 and CYP17 SNP628

polymorphisms. We then tested their behavioural response to the challenges used to

assess temperament) and their cortisol response to exogenous ACTH. The results

showed that responses to the behavioural tests (‘arena test’ and ‘isolation box’ test) were

affected by the DRD2 SNP939 genotype and the cortisol response to ACTH challenge

was affected by the CYP17 SNP628 genotype. We concluded that, for sheep, a

combination of the DRD2 SNP939 C allele and the CYP17 SNP628 A/A genotype

could be a genetic marker for prediction of nervous temperament, and that a

combination of DRD2 SNP939 T/T and CYP17 SNP628 G/G could be a genetic marker

Page 5: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

iii

for prediction of calm temperament.

We then calculated the heritability of behavioural reactivity to isolation (one

measurement of temperament) based on the 2 SNPS genotypes associated with

temperament phenotype. The outcome suggested that the phenotypic heritability of

reactivity to social isolation, as measured by the agitation score, can be improved by

genetic selection based on these 2 SNPs genotypes, and that the combination of the 2

SNPs genotypes was associated with the highest heritability. This result confirmed the

above conclusions that DRD2 SNP939 and CYP17 SNP628 genotypes are associated

with the two temperaments.

In addition to the association of emotional reactivity (or ‘temperament’) with

behavioural and physiological responses, previous studies have suggested that

temperament is associated with cognition. Moreover, polymorphism in DRD2 has been

implicated in variability in cognitive functions in humans. However, the effect of the

interaction between emotional reactivity and DRD2 polymorphism on cognitive

function is poorly understood. Therefore, we investigated the association of our

temperament-associated DRD2 SNP939 genotypes with cognitive learning abilities in

sheep and found that the ‘calm’ temperament-associated DRD2 SNP939 T/T genotype

was linked to a greater ability in reversal learning of spatial discrimination than the

‘nervous’ temperament-associated C/C +C/T genotype.

In conclusion, this thesis is a first step in the identification of potential genetic markers

for prediction of calm or nervous temperament in sheep. The DRD2 SNP939 is

specifically associated with behavioural reactivity and cognitive learning ability, and the

CYP17 SNP628 is specifically associated with the physiological cortisol response. The

combination of these 2 SNPs could be used as a genetic marker for the temperament

prediction. However, many other genes involved in brain neurotransmitter systems and

in hypothalamic-pituitary-adrenal axis could also be associated with sheep temperament,

so, perhaps using genome-wide association study (GWAS), we need to investigate the

association of other genes with sheep temperament.

Page 6: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

iv

Acknowledgements

It was a great opportunity to conduct my PhD study at the School of Animal Biology in

Institute of Agriculture of the University of Western Australia (UWA), funded by

Scholarship for International Research Fees (SIRF). My PhD experience has been a

long journey with many challenges. I could not have completed all the experiments

presented in this thesis without the generous help and support of the following people.

I want to express my warmest and deepest thanks to my supervisors A/ Prof. Dominique

Blache, Prof.Graeme Martin and Dr. Shimin Liu for their invaluable advice and

guidance, great support and patience, productive discussions and meticulous corrections

of each manuscript of my journal papers and thesis. They are always willing to help me

in experiments and in daily life. Many thanks to Dominique Blache who gave me great

help and patient guidance for all the experiments.

I would like to give special thanks to Jason Ledger. I could not start my molecular

experiments without his guidance in my initial stages. He generously allowed me to use

some of his experimental materials and DNA extraction kits, helped me to correct the

methods section of my journal paper, and gave me great support in my experiments.

I also want to express my heartfelt appreciation to our Graduate Students Coordinator,

Dr. Harriet Mills, who helped me to get the approval from UWA Graduate Research

School of my emergency leave so I could return to China when my mother was

seriously sick.

I also want to express my sincere gratitude to those people who have contributed to all

of my work. I especially would like to express my thanks to Margaret Blackberry for

her excellent and meticulous technical assistance for cortisol assay; Stacey Rietema and

Lorelle Barrett for their kind help in collecting blood samples and cannulating sheep;

other staff and postgraduate students, including Gary Cass, Prof. Philip Vercoe, Dr.

Zoey Durmic, Joy Vadhanabhuti, Cesar Rosales-Nieto, Xixi Li, Kelsie Moore, Joe Steer,

Kirrin Lund, Mikaela Ciprian, Yongjuan Guan, Umar Farooq, Stephanie Payne and

Anna Amir for their willingness to share their experience with me and for their

Page 7: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

v

contributions to pleasant atmosphere in the Animal Production Group at Floreat.

Last but not least, I would like to give many thanks to my parents and my husband

Yuemin Li for lifting me up when I was depressed and stressed. Thanks for your

enduring love, encouragement, and support for me. Special thanks to my lovely

five-year-old son. During the long journey of my PhD, when I missed him indescribably,

I was kept going by his voice and laughter on the Skype phone every evening.

Page 8: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

vi

Publications

Peer-reviewed papers

1. Qiu, X. Y., Ledger, J., Zheng, C., Martin, G. B., Blache, D. (2016). Associations

between temperament and gene polymorphisms in the dopaminergic system and

adrenal gland in sheep. Physiology and Behaviour, 153:19-27.

2. Qiu, X. Y., Grant, E., Zheng, C., Martin, G. B., Blache, D. (2015). Cognitive

learning ability in Merino sheep with different DRD2 SNP939 genotypes. Animal

Cognition (submitted).

Conference Contributions

1. Qiu, X. Y., Ledger, J., Martin, G. B., Blache, D. (2013). Gene polymorphisms

associated with temperament in Merino sheep. The Annual Scientific Meeting of the

Endocrine Society of Australia and the Society for Reproductive Biology, 25th -

28th August, 2013, Sydney Convention and Exhibition Centre.

2. Qiu, X. Y., Ledger, J., Martin, G. B., Blache, D. (2013). Gene polymorphisms

associated with temperament in Merino sheep. WA Endocrine and Reproductive

Sciences Symposium, 14th August, 2013, CSIRO Centre for Environment and Life

Sciences, Perth.

3. Qiu, X. Y., Ledger, J., Zheng, C., Martin, G. B., Liu, S., Blache, D. (2015). Gene

polymorphisms associated with temperament in Merino sheep. Symposium for

Western Australian Neurosciences, 9th April, 2015, Western Australian

Neuroscience Research Institute, Perth.

Page 9: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

vii

List of abbreviations

AADC aromatic amino-acid decarboxylase

ACTH adrenocorticotrophic hormone

ADHD attention deficit hyperactivity disorders

ADR2A adrenergic receptor 2A

AUCG area under the curve calculated to ground

AUCB area under the curve calculated to baseline

AVP arginine vasopressin

BDNF brain-derived neurotrophic factor

COMT catechol-O-methyltransferase

CRH corticotrophin- releasing hormone

CRH-R1 CRH receptor 1

CYP17 cytocrome P450 17

DAT dopamine transporter

DBH dopamineβ-hydroxylase

DNA deoxyribonucleic acid

DOPA dihydroxyphenylalanine

DRD1 dopamine receptor 1

DRD2 dopamine receptors 2

DRD4 dopamine receptors 4

EDS extradimensionalshifts

GWAS genome-wide association study

HPA hypothalamo-pituitary adrenal

5-HT 5-serotonin

5-HTP 5-hydroxy tryptophan

5-HTT 5-serotonin transporter

IBT isolation box test

IDS intradimensional shifts

MAO monoamine oxidases

MAOA monoamine oxidase A

NET norepinephrine transporter

NO nitric oxide

17-OHPREG 17-hydroxypregnenolone

Page 10: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

vii 17-OHPROG 17-hydroxyprogesterone

PCR polymerase chain reaction

PREG pregnenolone

PROG progesterone

RFLP restriction fragment length polymorphism

PVN paraventricular nucleus

RIA radioimmunoassay

SNPs single nucleotide polymorphisms

TCI temperament character inventory

TH dihydroxyphenylalanine

TPH tryptophan hydroxylase

VMAT vesicular monoamine transporter

VNTRs variable number of tandem repeats

Page 11: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 1 General Introduction 1

Chapter 1

General Introduction

When individual humans or animals are exposed to a stimulus, they first evaluate the

situation on the basis of parameters such as suddenness, familiarity and pleasantness

through brain processing (Boissy 1995). After this evaluation, they build and express

psychological, behavioural and physiological responses (Corr 2009). In animals, only

the behavioural and physiological responses can be directly measured and assessed. The

usual indicator of the physiological response is cortisol secretion (Corr 2009). The

behavioural response varies among individual animals exposed to the same stimulus,

and this variability is known as temperament (Strelau 1987; Rothbart et al., 2000;

Mervielde et al., 2005; Shiner and DeYoung 2011; Blache and Bickell 2010, 2011).

Variation among individuals in temperament is the result of variation in genetics

(Strelau 1987; Rothbart et al., 2000; Mervielde et al., 2005; Saudino 2005; Krueger and

Johnson 2008) and in life experience (Rothbart et al., 2000; Krueger and Johnson 2008).

Sheep of calm or nervous temperament show different physiological responses (cortisol

secretion) and behavioural responses (motor activity) following exposure to stressors

such as novelty and isolation. The genetic basis of temperament has been confirmed in

these animals, but the physiological mechanisms that implement the effects of

temperament on physiological and behavioural responses to a stimulus are not

understood. Hypothetically, the genes associated with temperament could be involved in i)

the perception or the process of evaluation at brain level, before responses are elicited;

or ii) the modulation of the physiological response (cortisol production as a result of

activation of the HPA axis) or the behavioural response.

At the brain level, human personality traits (such as temperament) have been linked to

neurotransmitter systems (Cloninger 1987) and genetic differences in these systems

could be the neurological basis of temperament. For example, in humans,

polymorphisms of genes encoding for dopamine receptors (DRD4, DRD2) and

monoamine oxidase A (MAOA), an enzyme responsible for the metabolism of

5-serotonin, dopamine as well as norepinephrine, have all been studied and found to be

Page 12: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 1 General Introduction 2 associated with psychological disorders and behavioural traits. Similarly, genetic

differences in enzymes involved in the HPA axis could explain the effect of

temperament on glucocorticoid production. Indeed, it has been shown that the amplitude

of the cortisol response is affected by temperament (behaviour) in humans, monkeys,

dogs, cattle and sheep. Moreover, in the South African Angora goat, polymorphisms of

CYP17, an enzyme involved in the synthesis of adrenal cortisol (Nakajin et al., 1981;

Vander et al., 2001), affect its activity and, consequently, cortisol production in response

to a metabolic stress (Storbeck et al., 2007). However, the existence of this

polymorphism and its potential role as a mediator of the effect of temperament on

cortisol secretion have never been investigated.

In addition to the association of emotional reactivity (‘temperament’) with the

behavioural and physiological responses, previous studies have suggested that

temperament is also associated with cognition. Lower levels of emotional activity were

found to be linked with better performance in cognitive tasks, including spatial learning,

discrimination and recognition (Mendl 1999; Erhard et al., 2004; Lansade and Simon

2010; Bickell et al., 2011; Butts et al., 2013). In addition, polymorphism in the DRD2

has been implicated in variability in cognitive function in humans and animals (Smith et

al., 1999; Kruzich and Grandy 2004; Lee et al., 2007; Jocham et al., 2009). However,

the effects of interactions between emotional reactivity and DRD2 polymorphism on

cognitive function are poorly understood.

The general hypothesis of this thesis is that polymorphisms of specific genes will be

associated with differences in behavioural reactivity and in physiological response to

stressors in sheep of known temperament (calm or nervous). The general aim of this

thesis is to identify a genetic marker for temperament (calm and nervous) that can be

used for selection in sheep. A step towards the identification of this genetic marker will

provide useful information for sheep reproduction, evolution, welfare, conservation in the

wild, and future breeding programs. To achieve this aim, four experiments were

conducted:

1) Investigation of the association of polymorphisms of four candidate genes (CYP17,

DRD4, DRD2, MAOA) with temperament (calm and nervous) in Merino sheep

(Chapter 4);

2) Verification that the polymorphisms (identified in Chapter 4) affect the behavioural

Page 13: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 1 General Introduction 3

responses and physiological responses of sheep of unknown temperament (Chapter

5);

3) Calculation of the phenotypic heritability of temperament measured by the reactivity

to social isolation (IBT) based on the polymorphisms (identified in Chapters 4 and 5)

associated with temperament (Chapter 6);

4) Investigation of the association of temperament-associated polymorphisms

(indentified in Chapters 4 and 5) with temperament-associated variation in cognitive

learning ability (Chapter 7).

Page 14: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 4

Chapter 2

Literature Review

Page

2.1 Introduction of temperament 5

2.1.1 The definition of temperament 5

2.1.2 The dimensions of temperament 6

2.1.3 The importance of temperament 6

2.2 The impact of temperament on behavioural response to stressors 7

2.2.1 The individual variance in behaviours 8

2.2.2 Neurophysiological basis of behavioural response (temperament) 9

Dopamine

Serotonin

2.3 The impact of temperament on physiological response to stressors 15

2.3.1 The physiological mechanism in stress response 15

2.3.2 Individual variance in cortisol or corticosterone response 17

2.4 The impact of temperament on cognition 19

2.4.1 The individual variance in cognition 19

2.4.2 The mechanism involved in the cognition 20

2.5 The genetic basis of temperament 21

2.5.1 Molecular genetics 21

Gene structure

Gene polymorphisms

Methods for genetic studies

2.5.2 Candidate genes involved in temperament 23

Candidate genes involved in the variability in behaviours

Candidate genes involved in the variability along the HPA axis

Gene polymorphism and cognition

2.6 The animal model – our temperament sheep flock 32

2.7 Summary 34

Page 15: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 5 Animals of different temperament show different physiological responses (eg, cortisol

secretion) and behavioural responses (eg, motor activity) to exposure to stressors such as

novelty and isolation. The genetic basis of these differences is not understood and is

therefore the focus of the work described in this thesis. After discussing the nature of

temperament and the associated physiological and behavioural traits, this review of

literature focuses on the neuroendocrine and genetic basis of temperament, considers

candidate genes that could be used as genetic markers for temperament, and outlines

phenotype tests for the validation of genetic results.

2.1 Introduction of temperament

2.1.1 Definition of temperament

The very existence of emotion in animals has long been debated until, in 1872, Darwin

recognized the existence of emotion in animals and suggested that that animals can

experience different responses, including both positive and negative reactivity,

displayed in terms of pleasure or fearful behaviours, when exposed to triggering

psychological, physical or physiological situations. Boissy (1995) drew on the previous

centuries of research and concluded that animals had a strong fearful response when

exposed to unfamiliar situation or threatening circumstances, in similar ways to humans.

A recent study showed that when sheep are exposed to unfamiliar and threatening

circumstances, they display fear or anger responses dependent on whether or not the

situation was under their control (Greiveldinger 2007). These responses in sheep are

somewhat similar to those observed in humans in both their nature and their individual

variability (Boissy 1995). When individual humans are provoked by a stimulus or a

response-eliciting situation, they evaluate the situation on the basis of seven different

parameters: suddenness, familiarity, pleasantness, controllability, predictability,

expectations, and social norms. For animals, all of the the first six parameters are

demonstrable (Boissy 1995). After evaluation of the situation, the response has three

aspects (Corr 2009): 1) The psychological response or feelings, including positive and

negative feelings; 2) The behavioural response; and 3) The physiological response that

involves changes in, for example, adrenaline, noradrenaline, serotonin, dopamine and

cortisol (Deckersbach 2006; Haas 2007; Corr 2009). Cortisol is usually used as the

indicator of physiological response (Corr 2009). A combination of all of these responses

constitutes the emotional reactivity to stressors or eliciting situations. Differences

among individuals in the overall evaluation are the basis of variability in individual

Page 16: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 6 emotional reactivity, and this variability among individuals is called temperament

(Strelau 1987; Rothbart et al., 2000; Mervielde et al., 2005; Blache and Bickell 2010,

2011; Shiner and DeYoung 2011). During the past 20 years at UWA, a flock of Merino

sheep has been selected to generate two lines according to their different responses to

stimuli: i) The "calm" line is less fearful of humans and less reactive to isolation; ii) The

"nervous" line displays more fearful responses. These two lines have proven to be a

most valuable model for experimentation on productivity and on the behaviour and

physiology of stress.

2.1.2 The dimensions of temperament

In humans, it is thought that the temperament system is an important sub-system of

personality (Corr 2009). Thomas and Chess (1977) conceptualized temperament in nine

broad dimensions: level of activity, approach/withdrawal, intensity, threshold,

adaptability, rhythmicity, mood, persistence of attention span, and distractibility. This

array is similar to the classic ‘big five’ personality factors (N, E, O, A, C) defined by

McCrae and colleagues (McCrae and Costa 1986, 1987; McCrae and John 1992):

Neuroticism (N), the tendency to be anxious, nervous, self-pity, hostile, impulsive,

self-conscious, irrational, depressed, and low self-esteemed; Extraversion (E), the

tendency to be positive, assertive, energetic, social, talkative, and warm; Openness (O),

the tendency to be curious, artistic, insightful, flexible, intellectual and original;

Agreeableness (A), the tendency to be forgiving, kind, generous, trusting, sympathetic,

compliant, altruistic, and trustworthy; and Conscientiousness (C), the tendency to be

organized, efficient, reliable, self-disciplined, achievement-oriented, rational, and

deliberate. Similar arrays can be used for animals (Rothbart 2007). These dimensions of

temperament can be linked to processes and reactions, related to stress and emotion, that

are induced by exposure to stressors and displayed in various psychological disorders or

behavioural traits, including depression, anxiety, fear, panic, neuroticism, schizophrenia,

obesity, substance dependence and abuse, pathologic gambling, impulsivity, aggression,

violence, suicidal behavior, child abuse behavior, youth progression, novelty seeking

and attention deficit hyperactivity disorder (McCrae and Costa 1986; Hooker, Frazier

and Monahan 1994).

2.1.3 The importance of temperament

There is a large body of evidence for a strong relationship between animal temperament

Page 17: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 7 and reproductive performance, production traits and animal welfare.

In sheep, studies have shown that temperament affects reproductive performance

(Price 2002; Gelez et al., 2003; Hart et al., 2006, 2008; Bickell et al., 2009a). In the

UWA flock, calm ewes show an increased proceptivity during the mating period, a

higher spontaneous ovulation rate, a higher ovulation rate in response to oestrus

synchronization, better embryo survival and organ development, a higher twin-bearing

percentage and a higher survival rate of lambs compared to nervous ewes (Gelez et al.,

2003; Hart et al., 2006; Hart et al., 2008; Hart et al., 2008; Bickell et al., 2009a; Blache

and Bickell 2010). It has been also suggested that calm animals had higher daily weight

gains, improved ease of milking, increased quantity of milk production, higher

concentration of protein in milk and also lower production costs (less feed required and

less incidence of illness) compared to nervous animals (Burrow 1997; Murray et al.,

2009; Pajor et al., 2010; Horton and Miller 2011).

In addition to reproductivity and production traits, selection for temperament could

improve the welfare of sheep.Animals in a state of good welfare can show better

adaptation to their environment and this is beneficial to their reproductive performance

and production traits under intensive farm conditions, whereas animals in a state of poor

welfare usually suffer and do not produce as well (Veissier and Boissy 2007). In

addition, animals that are more fearful of humans and more reactive to a stimulus

(nervous) show poor ability to adapt to their captive environment and therefore have a

more stressful experience, reducing their level of welfare (Bickell et al., 2009).

Reducing stress in farm animals can be achieved by improving farm management or

implementing pharmacological treatment. Selection for temperament offers an

alternative by modifying behavioural reactivity.

2.2 The impact of temperament on behavioural response to stressors

Stress is defined as a challenge to, or disruption of, homeostasis. Tilbrook and Clarke

(2006) added more detail by defining stress as “a complex physiological state that

embodies a range of integrative physiological and behavioral processes that occur when

there is a real or perceived threat to homeostasis”. There are two types of stressor (acute

or chronic) depending on intensity and timing. Acute stressors induce the release of

catecholamines in both the sympathetic and central nervous systems. By contrast,

responses to chronic or intermittent stressors involve the activation of the

hypothalamic-pituitary-adrenal axis (Greenberg, Carr and Summers 2002). The

Page 18: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 8 responses to stressors are not only physiological but also include both psychological and

behavioural components.

2.2.1 Individual variability of behavioural response

It is clear that there is variability in the behavioural response to the same stimulus or in

the same eliciting situation between individuals, which is the basis that the temperament

is defined. For example, in humans, this variance between individuals were indicated in

many emotional reactivity and behavioural traits including depression, anxiety, fear,

panic, substance dependence and abuse, impulsivity, aggression, violence, suicidal

behaviour, child abuse behaviour, youth progression, novelty seeking and attention

deficit hyperactivity (Rothbart et al., 1994; Corr 2009). Similar results were also

observed in animal species (Table 2.1).

Table 2.1 The investigations of variance in behavioural response to stressors in animal species

Species Behaviours Stressors References

Monkey alcohol consumption separation Barr et al., 2009

novelty-seeking novelty Bailey and Julia 2007

agitation separation Spinelli et al., 2007

aggression food/cage competition Newman et al., 2005;

Wendland et al., 2006

Horse curiosity and vigilance novelty Momozawa et al., 2005

locomotion/restlessness novelty and handling Visser et al., 2003

Bird early exploratory behaviour novelty Fidler et al., 2007

Dog aggression strangers Ito et al., 2004; Duffy et

al., 2008

fear and aggression threatening situations Netto and Planta 1997;

Svartberg 2006

shyness-boldness spatial separation Svartberg 2002

Chicken cowardly behavior fear-eliciting situation Hong et al., 2008b

Rat anxiety conflict conditions:

handling, novelty, shock

Fernandez-Teruel et al.,

1991, 1992; Ferre et al.,

1995

novelty-seeking novelty Giorgi et al., 1997

Sheep fear presence of human Blache and Ferguson

2005; Blache and Bickell

2010, 2011; Hough 2012

Page 19: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 9 agitation social isolation Blache and Ferguson

2005; Blache and Bickell

2010, 2011

sexual behavior ram Gelez et al., 2003

2.2.2 Neurophysiological basis

It has been suggested that the individual variance in behavioural response depends on

the variance in the perception or evaluation of the situation before the response

happened (Boissy 1995). Lazarus and his colleagues (Lazarus and Fblkman 1984) have

argued that the major determinant of coping responses is the perception of the situation

by the individual. Therefore, the perception or evaluation process in the brain is mainly

responsible for the variance of behavioural response to stimulus. It has been long

acknowledged that the dopaminergic and serotonergic systems are the two main central

nervous systems that are involved in the perception or evaluation process in brain and

are most widely implicated in the regulation of various psychological disorders or

behavioural traits (Reif and Lesch 2003; Noblett and Coccaro 2005; Tilbrook and

Clarke 2006; Turner et al., 2012).

The dopaminergic pathway

Dopamine

Since the first study suggesting that human personality traits are linked to

neurotransmitter systems (Cloninger 1987), the dopaminergic system has become the

subject of intensifying focus. Dopamine is one of the catecholamine neurotransmitters

and is found in humans and animals, including invertebrates. Dopaminergic neurons

project to many regions of brain, including prefrontal cortex, striatum, nucleus

accumbens and olfactory tubercle and pre-synaptic membrane in limbic area (Moore

and Bloom 1978; Swanson 1982; Sobel and Corbett 1984; Goldman-Rakic 1987;

Tzschentke 2001; Gong et al., 2012). Dopamine exerts its function by binding to its

specific membrane receptors. So far, five dopamine receptors named as DRD1-DRD5

have been isolated. DRD1 and DRD5 are mainly distributed at cerebral cortex,

amygdala, hippocampus and in the parafascicular nucleus of the thalamus; DRD2 is

mainly located in the striatum, olfactory tubercle and nucleus accubens; DRD3 is

mainly distributed at pre-synaptic membrane in limbic area; and DRD4 is mainly

distributed at the prefrontal cortex, midbrain and the medulla (Vallone et al., 2000).

Page 20: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 10 Among these regions, the prefrontal cortex and the striatum have been widely

acknowledged to be involved in the mediation of various psychological disorders or

behavioural traits including depression, anxiety, fear, panic, ADHD (attention deficit

hyperactivity disorders), impulsive and aggression related behaviours (Goldman-Rakic

1987, 1990; Wise and Rompre 1989; Tzschentke 2001). Therefore, DRD2 (main

distribution in the striatum) and DRD4 (main distribution in the prefrontal cortex) have

been investigated in depth to be involved in the mediation of various psychological

disorders or behavioural traits in humans and other species (Table 2.2).

Synthesis and catabolism of dopamine

The synthesis and catabolism of dopamine is illustrated in Figure 2.1. Tyrosine, the

precursor, enters the brain from the blood with the aid of a specific amino acid

transporter. In dedicated neurons, tyrosine is converted into dihydroxyphenylalanine

(DOPA) by tyrosine hydroxylase (TH), a step that is believed to be rate-limiting in

dopamine synthesis. Dopamine is synthesized from DOPA by aromatic amino-acid

decarboxylase (AADC) and then transported into vesicles via vesicular monoamine

transporter (VMAT) and stored in the terminals before being released into the synaptic

cleft during activation of the neuron by electrical impulses. A dopamine transporter

(DAT) can re-uptake dopamine from the synaptic cleft and return it into the nerve

terminals. Dopamine is degraded by the monoamine oxidases (MAO) for which there

are two isoforms, MAOA and MAOB (Lan et al., 1989), with MAOA being most

important and playing a role regulation of psychological disorders and behaviours as

depression, alcoholism and impulsive behaviours (Sullivan et al., 1990; Brunner et al.,

1993; Devor et al., 1993; Faraj et al., 1994; Verkes et al., 1998; Eensoo et al., 2005;

Nilsson et al., 2006).

Page 21: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 11 Table 2.2 The investigations of DRD2 and DRD4 involved in the variance of behaviours in

human and animal species

Receptor Behaviours Species Reference

DRD2 schizoid/avoidant behaviour human Blum et al., 1997

pathological gambling human Comings et al., 1996a

ADHD human Comings et al., 1996b

extraversion/agreeableness human Jonsson et al., 2003

impulsivity/sensation-seeking human Hamidovic et al., 2009;

Esposito-Smythers et al., 2009;

Kawamura et al., 2013

childhood aggression human Zai et al., 2012

substance addiction

hedonic/reward

human

human

rats

Noble et al., 1991, 1994a, b;

Lawford et al., 1997; Sullivan et

al., 2013; Wang et al., 2013

Han et al., 2007; Blum et al.,

2011

Johnson and Kenny 2010

DRD4 impulsive behaviour human Kirley et al., 2004; Congdon et

al., 2008; Reiner and Spangler

2011

novelty seeking human Ono et al., 1997; Noble et al.,

1998; Strobel et al., 1999;

Keltikangas-Jarvinen et al., 2003

ADHD human LaHoste et al., 1996; Rowe et

al., 1998; Smalley et al., 1998;

Swanson et al., 1998; Faraone et

al., 1999; Miglia et al., 2000;

Holmes et al., 2000; Sunohara et

al., 2000; Tahir et al., 2000;

Roman et al., 2001; Curran et

al., 2001; Mill et al., 2001;

Kramer et al., 2009

novelty-seeking monkey Bailey and Julia 2007

curiosity and vigilance

aggressiveness

early exploratory behaviour

horse

dog

bird

Momozawa et al., 2005

Ito et al., 2004

Fidler et al., 2007

Page 22: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 12

Figure 2.1 Overview of the dopaminergic synthesis and catabolism (adapted from Bah Rosman

2008).TH= Tyrosine hydroxylase; AADC= Aromatic amino acid decarboxylase; DOPA=

Dihydroxyphenylalanine; DA=Dopamine; VMAT= Vesicular monoamine transporter;

DAT=Dopamine transporter; MAO=Monoamine oxidase

The serotonergic pathway

Serotonin

Since the initial time of the identification of serotonin by Rapport et al. (1948), there has

been a major increase in investigations of its anatomic location and functions in brain.

Page 23: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 13 Some studies suggested that there is projection of 5-serotonin (5-HT) to the prefrontal

cortex (Lewis et al., 1986) where there is an overlap of dopamine and serotonin

receptors (Goldman-Rakic et al., 1990), the main innervation targets for 5-HT neuron

seem to be the brain stem and spinal cord (Jacobs and Klemfuss 1975; Goldman-Rakic

1987; Tork 1990; Mann 1999; Muller 2009). Over the last 30 years, a variety of studies

with 5-HT receptor agonists has established the role of serotonin in the psychiatric

related disorders and behaviours, including major depression, anxiety, schizophrenia,

substance dependence and abuse, eating disorders in humans and rats (Tork 1990;

Jacobs and Azmitia 1992; Schreiber and De Vry 1993; Baldwin and Rudge 1995; Mann

1999; Muller 2009). The effect of serotonin on the cell or neurons targets is mediated by

serotonin receptors. So far, 14 sub-types (labeled 5-HT1-14) have been identified

(Hoyer and Martin 1996). Of these, 5-HT1, 5-HT2 and 5-HT7 have been investigated in

depth to be involved in psychiatric disorders related behaviours including anxiety,

depression, schizophrenia and substance dependence in humans, mice and rats (Table

2.3).

Synthesis and Metabolism of 5-serotonin

As shown in Figure 2.2, tryptophan is the precursor for serotonin synthesis and is also

transported from the blood into the brain via a specific amino acid transporter. In

dedicated neurons, tryptophan is converted into 5-hydroxy tryptophan (5-HTP) by

tryptophan hydroxylase (TPH), a step that is believed to be rate-limiting in serotonin

synthesis. Aromatic amino-acid decarboxylase (AADC) also converts 5-HTP into

5-serotonin (5-HT) that is then transported into vesicles via vesicular monoamine

transporter (VMAT) and stored in the terminals before being released into the synaptic

cleft during activation of the neuron by electrical impulses. A 5-serotonin transporter

(5-HTT) can re-uptake 5-HT from the synaptic cleft, thus returning it into the nerve

terminal. As with dopamine, 5-HT is degraded by MAOA and MAOB (Lan et al., 1989)

and, again, MAOA is most important role and thought to play an important role

regulation of psychological disorders and behaviours (Sullivan et al., 1990; Brunner et

al., 1993; Devor et al., 1993; Faraj et al., 1994; Verkes et al., 1998; Eensoo et al., 2005).

Page 24: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 14

Table 2.3 The investigations of 5-HT1, 5-HT2 and 5-HT7 involved in psychiatric disorder

related behaviours in human and animals

Serotonin

receptor

Behaviours Species References

5-HT1 anxiety human Jin et al., 1992; Huang et al.,

2004

mouse Heisler et al., 1998; Parks et al.,

1998; Ramboz et al., 1998; Toth

2003

depression human Blier and Ward 2003;

rat Przegalinski et al., 1995;

Overstreet et al., 2003

substance dependence human Lappalainen et al., 1998

mouse Brunner and Hen 1997; Rocha et

al., 1998

5-HT2 schizophrenia human Williams et al., 1996, 1997;

Tsuang et al., 2013

food intake human Lappalainen et al., 1995

mouse Tecott et al., 1995

substance dependence human Holmes et al., 1998; Virkkunen

et al., 2008

5-HT7 depression mouse Guscott et al., 2005

rat Wesołowska et al., 2006

anxiety mouse Wesołowska et al., 2006

In summary, the two nervous systems (dopaminergic and serotonergic systems)

including dopamine and serotonin synthesis and metabolism process and their receptors

are involved in above mentioned various psychological disorders and behaviours.

Serotonergic system is more linked to psychological disorders related behaviours like

depression, anxiety, schizophrenia, food intake and substance abuse, whereas

dopaminergic system is more linked to the behavioural reactivity including fear, ADHD,

impulsivity and aggression related behaviours.

Page 25: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 15

Figure 2.2 Overview of the serotonergic synthesis and catabolism (Bah Rosman 2008).

TPH= Tryptophan hydroxylase; AADC= Aromatic amino acid decarboxylase; 5-HTP=

5-hydroxytryptophan; 5-HT=5-serotonin; VMAT= Vesicular monoamine transporter;

5-HTT=5-serotonin transporter; MAO=Monoamine oxidase

2.3 The impact of temperament on physiological response to stressors

2.3.1 The physiological mechanism in stress response

The hypothalamo-pituitary adrenal (HPA) axis, a classic neuroendocrine system, is the

primary mediator of physiological responses to stressors so it is often considered to be

Page 26: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 16 the main ‘stress system’. The HPA axis controls the production of glucocorticoids

(Figure 2.3).

Figure 2.3 Schematic diagram of the HPA axis (Tilbrook and Clarke 2006).

Its essential role was understood early in the development of modern endocrinology

after it was realized that the adrenal gland was important for dealing with stress (Selye

1946). The adrenal activity is controlled and regulated by signals from the

hypothalamus that are translated and magnified by the anterior pituitary gland. Exposure

to a stressor leads to the secretion of corticotrophin- releasing hormone (CRH) and

arginine vasopressin (AVP) by neurons located paraventricular nucleus (PVN) that

project their terminals in the median eminence. CRH and AVP are released into the

hypophyseal portal system, a specialized circulatory system connecting the

hypothalamus to anterior pituitary gland, and then reach the anterior pituitary. In the

anterior pituitary gland, CRH and AVP stimulate the responsive and specialised cells,

the corticotrophs, to produce the adrenocorticotrophic hormone (ACTH). ACTH acts on

the adrenal cortex to stimulate the synthesis of glucocorticoids. Glucocorticoids regulate

Page 27: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 17 the secretion of CRH, AVP and ACTH through negative feedback actions in the brain,

to ultimately inhibit the synthesis and secretion of CRH and AVP, and anterior pituitary

gland, where corticotrophs become less responsive to CRH and AVP. The nature of the

glucocorticoids varies between species but cortisol and corticosterone are the main

active glucocorticoids (Tilbrook and Clarke 2006). In rodents and avian species, the

predominant glucocorticoid is corticosterone, whereas in humans and many mammalian

species, the predominant glucocorticoid is cortisol.

Therefore, the cortisol or corticosterone, as the final effector of HPA axis, is known to

play an important role in stress responses, hence its frequent use as an indicator of the

physiological response to stressors (Corr 2009).

2.3.2 Individual variance in cortisol or corticosterone response

A large body of studies has reported that different temperaments can result in the

differences in the amplitude of the increase in plasma concentrations of cortisol in

humans, monkeys, dogs and cattle and also differences in plasma concentrations of

corticosterone in avian species (Table 2.4). In sheep, the cortisol response to stressors

has been studied to be different in two lines selected for divergence in temperament

(calm and nervous; Hawken et al., 2013) and in two lines selected for or against ability

to rear multiple offspring (Vander Walt et al., 2009; Hough et al., 2013).

Therefore, temperament can affect the physiological response to stressors and the

variation in the physiological response could be linked to the variations in temperament.

Page 28: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 18 Table 2.4 The investigations of variance in cortisol/corticosterone response to stressors between

individuals with different temperament in human and animals

Glucocorticoid Species Stressor (Challenge) References

Cortisol human completion Donzella et al., 2000

social competence Gunnar et al., 1997,

2003; Tout et al., 1998;

Dettling et al., 1999

dog restraint, noise, shock Beerda et al., 1998

social and spatial restriction Beerda et al., 1999;

Hennessy et al., 2001;

De Palma et al., 2005

novelty King et al.,2003

monkey fearful eliciting situation Kalin et al., 1998

cattle ACTH Curley et al., 2008

transportation Burdick et al., 2010

sheep restraint, human presence,

dog barking

Hawken et al., 2013

insulin challenge Vander Walt et al., 2009;

Hough et al., 2013

Corticosterone bird handling Cockrem and Silverin

2002; Fraisse and

Cockrem 2006

restraint Satterlee and Johnson

1988; Jones et al., 1992;

1994a, 1994b

social conflict Carere et al., 2003

chicken handling Fraisse and Cockrem

2006

restraint Beuving et al., 1989;

Jones et al., 1995; Korte

et al., 1997

Page 29: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 19 2.4 The impact of temperament on cognition

2.4.1 Individual variance in cognition

In a challenging or continuously changing environment, the ability of individuals to

learn and memorise associations between stimuli and actions, make the appropriate

decision and adapt with the appropriate behaviours, is a vital determinants of survival

(Provenza 1995; Shettleworth 2001). Previous studies have suggested that there is

variability in this ability between individuals with different emotional reactivity (or

called temperament) in humans and animal species (Table 2.5). Lower levels of

emotional reactivity are associated with better performance in various cognitive tasks,

including spatial learning, discrimination and recognition tasks (Mendl 1999; Erhard et

al., 2004; Lansade and Simon, 2010; Bickell et al., 2011; Butts et al., 2013).

Table 2.5 The investigations of variance in cognitive function between individuals with

different emotional reactivity in animal species

Species Cognitive function References

Horse instrumental learning Lindberg et al., 1999; Visser et al.,

2003; Lansade and Simon, 2010

spatial learning Heird et al., 1986

visual discrimination Fiske and Potter 1979; Mader and

Price 1980

Bird avoidance learning Richard et al., 2000

Cattle decision-making Grandin et al., 1994

Rat spatial learning Brush et al., 1985; Teskey et al.,

1998; Herrero et al., 2006

cognitive flexibility Butts et al., 2013

Dog spatial learning Svartberg 2002

Sheep decision-making Rushen, 1986b

cognitive flexibility Erhard et al., 2004

face discrimination Bickell et al., 2011

Deer decision-making Pollard et al., 1994

Pig decision-making Van Rooijen and Metz 1987

spacial learning Mendl et al., 1997

Chicken memory Regolin et al., 1995

Page 30: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 20 2.4.2 The mechanism involved in the cognition

The neurobiology of the cognitive functions is complex, but the location of the brain

regions and neuronal pathways involved starting to be understood. The prefrontal loop

and striatum are mainly responsible for attention and directing the behaviour toward a

given goal in a given situation (Posner and Petersen 1990). Studies suggest that the

dysregulation of the brain prefrontal cortex and striatum activity may underlie many of

the behavioural disorders of executive attention (Sagvolden and Sergeant 1998; Rubia et

al., 1999; Castellanos and Tannock 2002; Johansen et al., 2002). It has been shown that

dopamine exerts a strong regulatory effect on prefrontal cortex and striatum neuronal

activity (Missale et al., 1998; Haber et al., 2000; Schultz 2002), with many studies in

humans, monkeys and rats implicating the activity of midbrain dopaminergic neurons

and their projections to the prefrontal cortex and striatum has been implicated in a

variety of cognitive and executive functions in human, monkeys, and rats, including

working memory (Brozoski et al., 1979; Sahakian et al., 1985; Cai and Arnsten 1997;

Floresco and Phillips 2001; Cools et al., 2002), behavioural flexibility (reversal learning

and shifting of attentional set including extradimensionalshifts (EDS) and

intradimensional shifts (IDS) of attention) (Owen et al., 1991, 1993; Roberts et al., 1994;

Birrell and Brown 2000; McAlonan and Brown 2003; Yang et al., 2004) and

decision-making (Bechara et al., 2001; Ersche et al., 2005; Shurman et al., 2005; Denk

et al., 2005; Winstanley et al., 2006). Dopamine exerts its effects on prefrontal cortex

and striatum neural activity via multiple receptor subtypes, with dopamine receptor 1

(DRD1) and receptor 2 (DRD2) being suggested as mediating the cognitive learning

abilities in human and mice (Smith et al., 1999; Kruzich and Grandy 2004; Floresco and

Magyar 2006; Lee et al., 2007; Jocham et al., 2009). For example, DRD2 knockout

mice had impaired ability to acquire odor-driven discrimination (Kruzich and Grandy

2004).

In summary, there is variance in behaviours, physiological cortisol response, and

cognition between individuals with different emotional reactivity or temperament. The

HPA axis is mainly responsible for the physiological response; the serotonergic system

is more linked to the variance in psychological disorders related behaviours like

depression, anxiety, schizophrenia and substance abuse, whereas dopaminergic system

is more linked to the variance in behavioural reactivities including fear, ADHD,

impulsivity and aggression related behaviours and cognition. The question is: does such

Page 31: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 21 variance have a genetic component?

2.5 The genetic basis of temperament

Variation in temperament could be caused by differences in genetics (Strelau 1987;

Rothbart et al., 2000; Mervielde et al., 2005; Saudino 2005; Krueger and Johnson 2008;

Bickell et al., 2009b) or environment (Rothbart et al., 2000; Krueger and Johnson 2008).

However, the shaping of individual temperament by the complex interactions between

genetic and environmental factors is not well understood and little studied. One study

indicated that early experience and 5HTT gene variation interact to have a mutual

influence on the aggressive behaviors in rhesus macaques (Bennett et al., 2002). It was

suggested that variation in 5HTT was associated with aggressive behaviours, but the

behaviours of offspring were influenced by genotype in paternal-reared individuals but

not for maternal-reared subjects,. By contrast, in sheep, a study using a cross-fostering

procedure has suggested that sheep temperament is caused by genetic inheritance rather

than learned behaviours (Bickell et al., 2009b). Newborn lambs born to calm ewes were

fostered to either other calm ewes or to nervous ewes and, lambs from nervous ewes

were fostered to other nervous ewes or to calm ewes, and their emotional reactivity was

measured. Lambs born from calm ewes, even if fostered by nervous ewes, were still

calm and showed little fear response, whereas lambs born from nervous ewes, even if

raised by calm ewes, still displayed fearful responses similar to those of nervous lambs.

The clear conclusion was that temperament in Merino sheep is mainly determined by

genetic transmission of the trait rather than from behaviour learned from the mother.

Therefore, although there are complex cross-connections between nature and nurture, in

general, it seems likely that sheep temperament is at least partially determined by

genetics.

2.5.1 Molecular genetics

Gene structure

The genome comprises a very large number of genes, each of which is a segment of

deoxyribonucleic acid (DNA) composed of 4 different nucleotides (or bases): adenine

(A), cytosine (C), guanine (G) and thymine (T) assembling in a double helix (Watson

and Crick, 1953). The 4 bases are matched in a specific way – A with T and C with G

Page 32: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 22 –allowing the DNA replication occurs in an unique way using one strand as template of

the other one. Three bases constitute a codon. A specific amino acid is usually encoded

by one codon or different codons in some instance due to total 64 possible codons but

only 20 amino acids. A specific gene is composed of coding region called exons and

non-coding sequence called introns. ATG is the start codon and TGA is the stop codon

which are responsible for the initiation and termination of the translation of protein

respectively. The promoter region is a special non-coding sequence located before

coding region which is responsible for the start of DNA transcription.

Gene polymorphisms

Gene polymorphisms (or mutations) refer to the base changes in the DNA sequence, of

which there are several different types:

1) Single nucleotide polymorphisms (SNPs), in which one base is mutated into

another base (Brookes 1999), is the most common form with, to date, over 11

million available in two databases including dbSNP (http://www.ncbi.nlm.

nih.gov/SNP/) and UCSC (http://genome.ucsc.edu/);

2) Insertions and deletions (I/D) in which base-pairs (from 1 to several thousand)

are added or removed from the DNA sequence;

3) Restriction fragment length polymorphism (RFLP), a difference in homologous

DNA sequences that can be detected by the presence of fragments of different

lengths after digestion of the DNA with specific restriction endonucleases

(Tanksley et al., 1989);

4) Repeat polymorphisms in which there is a variable number of repeats of a

certain fragment, usually in one of two main patterns: microsatellites (small di-

or tri-nucleotide repeats; Jeffreys et al., 1985), or a variable number of tandem

repeats (VNTRs) of up to100 nucleotides (Nakamura et al., 1987);

5) Copy number polymorphisms, comprising larger deletions and duplications (>1

kbp in size).

Whether the polymorphism can affect the phenotype depends on its location in the DNA

sequence. A polymorphism located in coding regions can cause amino acid substitutions

and will thus be be functional. However, even if it is located in non-coding regions, a

polymorphism can affect transcription rates by, for example, being located within the

promoter region, or at the binding sites of transcription factors.

Page 33: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 23

Methods for genetic studies

Psychological characteristics can vary between individuals because of genotype, as

illustrated by genetic variation in personalities and temperaments and differences in the

response of individuals to the same stimulus. An increasing body of work is focused on

the association of genetics with personality, psychological disorders and behavioural

traits. Some diseases, such as Huntington’s disease, are ‘monogenic’, having been found

to be the result of a single mutation in a single gene (Gusella et al., 1983). However,

complex behavioural disorders such as attention deficit hyperactivity disorder (ADHD),

Tourette’s syndrome, depression, and substance addiction, and some behavioural traits

such as aggression, impulsiveness, novelty seeking, harm avoidance, are believed to be

determined by multiple genes rather than a single gene, so are ‘polygenic’ (Bah Rosman

2008; Corr 2009). In polygenic disorders, it is a difficult to identify and associations

with specific gene(s).

One method for identifying specific genes associated with personality, psychological

disorders and behavioural traits is ‘association studies’ (Glazier et al., 2002; Bah Rosman

2008) which assume that the underlying pathological and physiological mechanisms of

your target phenotype disorder or behaviour is well understood. Candidate genes can

thus be investigated for mutation, usually with a classical Case-Control experimental

design, where individuals with the target disorder or behaviour (Case) and individuals

without the discorder or behaviour (Control) are compared. Allele and genotype

frequencies of polymorphisms in the candidate genes are detected, measured and

compared between the case and control groups, as in the present study.

2.5.2 Candidate genes involved in temperament

Candidate genes involved in the variability in behaviours

As mentioned above, the dopaminergic and serotonergic systems, in particular the

receptors and the catabolic enzymes (MOA) are involved in expression and variability

of behaviour linked to personality disorders and other phenotypic traits related to

temperament. In the following section, I will review the literature concerning

polymorphisms in the genes encoding expression of monoamines receptors and

monoamine oxidase and their relationships with expression of phenotypic traits related

Page 34: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 24 to temperament and their variability among individuals.

Gene polymorphisms in the dopaminergic pathway

TH and DAT genes

In humans, to date, there have been few studies of the TH gene in the context of

psychological disorders and behavioural traits, the most relevant being the discovery of

a functional tetranucleotide VNTR (variable number of tandem repeats) polymorphism

(TCATn) that is related to neuroticism (Persson et al., 2000). Similarly, for the gene

controlling DAT, and thus the re-uptake of dopamine, there is also little information

linking polymorphisms to personality traits, although a VNTR polymorphism with

40-bp repeat unit has been identified and proposed to play a role in substance addiction

and attention-deficit/hyperactivity disorder in humans (Parsian and Zhang 1997; Sabol

et al., 1999; Ueno et al., 1999; Daly et al., 1999; Barr et al., 2001).

DRD4 and DRD2 genes

In contrast with the TH and DAT genes, the genes for DRD4 and DRD2 have been

investigated in depth. Three polymorphisms of the DRD4 gene has been identified in

the human: i) a VNTR polymorphism with 48-bp repeat unit in the third intracellular

loop of the receptor molecule; ii) 2 SNPs (-616 C/G and -521 C/T) in the promoter

region; and iii) a VNTR polymorphism with repeats of 120-bp in the 5' un-translated

region (Cichon et al., 1995; Liu et al., 1996). Among them, the VNTR polymorphism

with 48-bp repeats has been the subject of many studies and the consensus is that it is

associated with impulsive behaviour, novelty-seeking and attention deficit/hyperactivity

disorder (Lahoste et al., 1996; Ono et al., 1997; Noble et al., 1998; Rowe et al., 1998;

Smalley et al., 1998; Swanson et al., 1998; Faraone et al., 1999; Holmes et al., 2000;

Sunohara et al., 2000; Miglia et al., 2000; Tahir et al., 2000; Roman et al., 2001; Curran

et al., 2001; Mill et al., 2001; Kirley et al., 2004; Keltikangas-Jarvinen et al., 2004;

Congdon et al., 2008; Kramer et al., 2009; Reiner and Spangler 2011). In addition, the

VNTR polymorphism has been detected in the same region in other species, although

the repeat base pair unit and the number of repetitions differes with the species. In

monkeys, the VNTR polymorphism (48-bp repeat unit) was found to be associated with

novelty-seeking behaviour (Bailey and Julia 2007). In dogs, on the other hand, two

VNTR polymorphisms (with 12-bp or 39-bp repeat unit) were detected and found to be

associated with aggressiveness (Ito et al., 2004).

Page 35: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 25 For DRD2, several polymorphisms have been studied, the most common being two

forms of a TaqI RFLP, TaqI A and TaqI B (Reif and Lesch 2003). In addition, a SNP in

intron 6 with a Ser-Cys mutation and a -141C ins/del variant in the promoter region

have also been detected (Jonsson et al., 2003; Reif and Lesch 2003). The DRD2 TaqI A

RFLP was found be linked to dopaminergic activity and to the quantity of D2 dopamine

receptors in brain tissue, as well as to responses to stress, dopamine -related disorders

and variation in personality traits and behaviours including behavioural inhibition and

impulsivity, novelty-seeking and attention deficit/ hyperactivity disorder (Noble et al.,

1991; Noble et al., 1994 a,b,c,d; Comings et al., 1996a,b; Noble et al., 1997; Lawford et

al., 1997; Blum et al., 1997; Berman and Noble, 1997; Noble et al., 1998; Lee et al.,

2007). The DRD2 polymorphism in the promotor, -141C ins/del, was suggested to be

related to personality detachment in terms of extraversion and agreeableness (Jonsson et

al., 2003). Two SNPs of DRD2 (rs4648317 and rs12364283) are associated with

behavioural inhibition and impulsivity/sensation-seeking (Hamidovic et al., 2009) and

three DRD2 polymorphisms (2 SNPs, -241A/G and rs1079598, and a TaqIA RFLP) are

associated with childhood aggression (Zai et al., 2012).

In summary, polymorphisms of the TH and DAT genes are linked to substance

addiction, attention-deficit/hyperactivity disorder and neuroticism rather than

personality or temperament traits. By contrast, polymorphisms of DRD4 and DRD2

genes are found in different regions for different species yet seem to be associated with

the level of behavioural reactivity, including impulsive behaviour and aggression, a trait

that is closely related to the phenotype of temperament and personality.

Gene polymorphisms in the serotonergic pathway

TPH and 5-HTT genes

For the human TPH gene, polymorphisms have been detected in various different

regions. A SNP (labeled alleles U and L) has been identified in Intron 7 at Position 218

(-218A/C). The L allele has been linked with suicidality, alcoholism and aggression

(Nielsen et al., 1994, 1997, 1998; New et al., 1998; Nolan et al., 2000). In addition,

SNPs in the promoter region of TPH gene were found to be associated with suicidal

behaviour in a Chinese population (Liu et al., 2006). However, other studies failed to

detect an association between TPH polymorphism and suicidality (Bennett et al., 2000)

or with scores in temperament character inventory (TCI), a general assessment of

personality traits (Ham et al., 2004). It is feasible that TPH polymorphisms play a role

Page 36: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 26 in predisposition to some temperament characteristics and behavioural traits, but further

studies are needed for clarification.

With respect to serotonin re-uptake, three polymorphisms have been identified for the

gene encoding for 5-serotonin transporter (5-HTT) (De Mel et al., 2012). One

polymorphism is a VNTR polymorphism within intron 2 and the other two are both

located in the promoter area, the most extensively studied one being a VNTR

polymorphism (named 5-HTTLPR) with a long variant (L: 16 copies of 22 bp repeat

unit) and a short variant (S: 14 copies of 22 bp repeat unit. Within this VNTR

polymorphism in promoter area, a SNP (A/G) has also been detected. The 5-HTTLPR

L/S polymorphism has been the main target main of investigation and appears, in

humans, to be strongly associated with behaviours related to psychiatric disorders,

including schizophrenia, substance dependence and abuse, eating disorders, anxiety and

depression, fear and panic, comorbid dysthymia and suicidal behaviour (Lesch et al.,

1996; Rotondo et al., 2002; Golimbet et al., 2004; Retz et al., 2004; Baca-Garcia et al.,

2005; Kilpatrick et al., 2007; Lonsdorf et al., 2009; Verhagen et al., 2009; Klumpers et

al., 2012).

5-HT receptor genes

Fourteen sub-types (labeled 5-HT1-14) have been identified for the 5HT receptor

(Hoyer and Martin 1996). Both 5-HT1 and 5-HT2 have been reported to be involved in

behaviours related to personality and physiological disorders in the human (Roth 1994).

A SNP of the 5HT1B gene (-861G/C) is associated with alcoholism (Lappalainen et al.,

1998) and 2 SNPs (-102T/C and -14238A/G) in the 5HT2A gene have been linked to

schizophrenia and post-traumatic stress disorder (Williams et al., 1996, 1997; Lee et al.,

2007). A SNP of the 5HT2C gene (Cys23Ser) appears to be been related to Alzheimer’s

disease and alcoholism (Holmes et al., 1998).

In summary, the gene polymorphisms involved in serotonergic system seemed to be

more linked to psychiatric disorders, including schizophrenia, substance dependence

and abuse (alcoholism), eating disorders, anxiety and depression rather than personality

or temperament traits.

Gene polymorphisms in MAO

Of the two isoforms, MAO-A and MAO-B, MAOA is thought to be the prevailing and

essential isoform in the brain (Weyler 1990; Shih 1999) where it plays an important role

Page 37: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 27 in the genetic regulation of psychological disorders and behaviours. Low levels or

abnormalities in MAOA activity are implicated in psychiatric disorders such as

depression, alcoholism and impulsive behaviours (Sullivan et al., 1990; Brunner et al.,

1993; Devor et al., 1993; Faraj et al., 1994; Verkes et al., 1998; Eensoo et al., 2005).

Abnormalities in MAOA activity that are apparently associated with mutations in

MAOA gene (Sabol et al., 1998; Deckert et al., 1999) seem to cause various psychiatric

disorders, such as impulsive or aggressive behaviour and attempted suicide (Brunner et

al., 1993a, b). In humans, the most common polymorphism, a 30-bp VNTR, is in the

promotor region and is associated with panic and fear behaviours, depression,

aggressiveness and impulsiveness (Deckert et al., 1999; Schulze et al., 2000; Manuck et

al., 2000, 2002; Du et al., 2002; Parsian et al., 2003; Ito et al., 2003). In rhesus monkeys

and in Macaques (Newman et al., 2005; Wendland et al., 2006), the repeat

polymorphism in MAOA promoter region has been found to be associated with

aggression-related behaviour. In chickens, there is breed difference in two

microsatellites polymorphisms for MAOA in Intron 4 (a thymine repeat, named

CMin4T) and Intron 9 (a adenine repeat, named CMin9A), and a 128-bp allele in Intron

4 was observed, only in the Nagoya breed that shows very cowardly behaviour (Hong et

al., 2008b).

Therefore, although the polymorphisms differed in different regions and also differed

among the species, the polymorphism of MAOA gene seemed to be associated with the

level of behavioural reactivity including fear, impulsive and aggressive behaviours that

are closely related to the phenotype of temperament and personality.

In summary, polymorphisms of the TH and DAT genes involved in dopaminergic

system and the gene polymorphisms involved in serotonergic system seemed to be more

linked to psychiatric disorders, which appear to differ fundamentally from the

phenotype of our temperament. By contrast, although their polymorphisms differed in

different regions and also differed among the species, the polymorphism of DRD2,

DRD4 and MAOA genes seemed to be associated with the level of behavioural

reactivity including fear, impulsive and aggression that are closely related to our

temperament phenotype.

Candidate genes involved in the variability along the HPA axis

Page 38: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 28 As outlined above, variation in the genes involved in the regulation of the HPA axis,

including the production of CRH in hypothalamus and the production of cortisol in

adrenal cortex, can probably explain variations in temperament. Here we will explore

this hypothesis.

Gene polymorphisms related to hypothalamus CRH production

The studies have suggested that gene polymorphisms related to CRH production is

linked to some psychological disorders related behaviours in humans and monkeys. In

humans, a SNP (-201 C/T) in the promoter region of CRH gene appears to increase the

alcohol consumption in humans (Baerwald et al., 1999). The same SNP (-248C/T) was

also detected in the corresponding region of the monkey CRH gene, also apparently

related to increased risk for disorders of alcohol-use in stress-exposed individuals (Barr

et al., 2009). In addition, the SNP in the gene of CRH receptor-1 (CRH-R1) has been

found to be associated with psychological disorders related behaviours in humans,

including depression, alcohol consumption and suicidal behaviour (Licinio et al., 2004;

Keck 2006; Liu et al., 2006, 2007; Keck et al., 2008; Bradley et al., 2008; Blomeyer et

al., 2008; Wasserman et al., 2008, 2009; Schmid et al., 2010; Binder and Nemeroff

2010).

Therefore, the gene polymorphisms related to CRH production seemed to be more

linked to psychiatric disorders, including schizophrenia, substance dependence and

abuse (alcoholism), anxiety and depression, which not directly relevant to the phenotype

expression of temperament. So far, few studies investigate the ACTH related gene

polymorphisms and behaviours.

Gene polymorphisms involved in adrenal cortisol production

As mentioned above, differences in the amplitude of the cortisol response have been

reported to be associated to temperament in humans, monkeys, dogs and cattle. The

gene CYP17 plays a central role in the regulation of cortisol production in the

mammalian adrenal cortex (Nakajin et al., 1981) in both of the two principal pathways

–Δ5 and Δ4 (Figure 2.4). Pregnenolone (PREG) is the specific substrate for Δ5 pathway

while progesterone (PROG) is the specific substrate for the Δ4 pathway. The

hydroxylation activity of CYP17 causes 17-hydroxylation of PREG (Δ5) to

17-hydroxypregnenolone (17-OHPREG) and PROG (Δ4) to 17-hydroxyprogesterone

Page 39: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 29 (17-OHPROG). The 17, 20-lyase activity of CYP17 converts 17-OHPREG (Δ5) to

dehydroepiandrosterone (DHEA) and 17-OHPROG (Δ4) to androstenedione (A4), two

androgen precursors (Figure 2.4).

Figure 2.4 The Δ5 and Δ4 pathways catalysed by CYP17 responsible for the production of

androgens or glucocorticoids by the adrenal gland.

Differences in the hydroxylase and the lyase activities give CYP17 its crucial role in the

determination of the direction of steroidogenesis towards the production of

mineralocorticoids, glucocorticoids or androgens by the adrenal gland, and these

differences seem to depend on the CYP17 genes. In African Angora goats, Boer goats

and Merino sheep, certain CYP17 genotypes are strongly associated with the cortisol

response to stressors (Storbeck et al., 2007, 2008, 2009). The Angora and Boer goats

have different physiological characteristics that are linked to the high mortality rate in

Angoras when they are exposed to cold stress (Wentzel et al., 1979). In addition, the

plasma cortisol concentrations are lower and the cortisol response to CRF is smaller in

Angora than in Boer goats or Merino sheep (Herselman and Vanloggerenberg 1995). It

was therefore suggested that, in Angora goats, but not Boer goats or Merino sheep,

CYP17 was primarily involved the Δ5 pathway and conversion of PREG to DHEA

rather than the Δ4 pathway leading to the production of cortisol (Engelbrecht and Swart

2000). Two CYP17 isoforms, CYP17 ACS− and CYP17 ACS+ with four single

nucleotide differences have been identified in goats (Slabbert 2003). Interestingly, of the

83 Angora goats that were genotyped, 24 were ACS−/ACS−, the remaining 59 were

ACS−/ACS+ and no goats with ACS+/ ACS+ were detected, whereas all Boer goats

were ACS−/ACS+ (Slabbert 2003). The two alleles (ACS− and ACS+) were found to be

located on different genes: in Angora goats, the ACS−/ACS− genotype is located on one

Page 40: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 30 CYP17 gene (ACS−) whereas, in Boer goats, the ACS+/ACS− genotype is located on

two different CYP17 genes (ACS+ and ACS−; Storbeck et al., 2007; Vander Walt et al.,

2009). Therefore, ACS+ was always present with ACS−, and ACS+/ACS+ could not be

found. When the ACS− and ACS+ genes were cloned, they displayed similar

17-hydroxylase activity but the ACS− isoform had a greater 17, 20-lyase activity,

leading to greater androgen production and smaller glucocorticoid production (Storbeck

et al., 2007), probably explaining the hypocortisolism observed in Angora goats with

their extra ACS−. These observations agree with those of Engelbrecht and Swart (2000)

who showed that the Angora produced significantly less glucocorticoid precursors, but

more androgens. In summary, the CYP17 isoform has a strong association with cortisol

production in South African Angora goats, with the ACS− isoform leading to lower

cortisol outputs.

In addition, two CYP17 isoforms (WT1 and WT2) that differ by two single nucleotides

were detected in South African Merino sheep by Storbeck et al. (2007). The sheep were

from two divergent lines selected for Low (L-line) or high (H-line) ability to rearing

single or multiple litters (Vander Walt et al., 2009). The H and L lines differ in their

cortisol response to insulin injection, with H-line having an earlier cortisol peak and

quicker glucose recovery (Vander Walt et al., 2009). However, the frequency

distributions of WT1 and WT2 did not differ significantly between the two lines, and

homozygous WT2 was not detected (Table 2.6). The difference between L-line and the

H-line in the cortisol response to insulin challenge suggested that, in addition to CYP17,

other genes are associated with the cortisol response in Merino sheep, so we have also

explored other candidate genes.

Table 2.6 Frequency of the 3 CYP17 genotypes in sheep from the H-line and L-line

(from Vander Walt D et al., 2009)

Line

Homozygous WT1 Heterozygous WT1/WT2 Homozygous WT2

Number of sheep % Number of sheep % Number of sheep %

H-line 15 14.3 90 85.7 0 0

L-line 5 16.1 26 83.9 0 0

In summary, polymorphisms in the gene for CRH are more likely linked to the

behaviours related to psychiatric disorders including depression, alcohol addiction and

Page 41: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 31 suicidal behaviours that relevant to the phenotype expression of temperament. On the

other hand, polymorphisms in CYP17 are linked to differences in the cortisol response

to exposure to stressors, so CYP17 is a good candidate as a genetic marker for

temperament, especially because secretion of cortisol differs with different phenotypic

traits for temperament in sheep (Hawken et al., 2013).

Besides the gene polymorphisms, reviewed above, in the dopaminergic and serotonergic

system, and in the HPA axis, several other genes have also been associated with

behaviour. For example, in the noradrenergic pathways, genes encoding for

dopamineβ-hydroxylase (DBH; responsible for norepinephrine synthesis), the

adrenergic receptor (ADRA2A), and norepinephrine transporter (NET1), have been

suggested to play a role in ‘fight or flight’ response (Major et al., 1980). Similarly,

within the GABAergic pathway, the GABA-A receptor gene has been shown to be

involved in anxiety disorders (Crestani et al., 1999). Another example is the gene

encoding for Nitric oxide (NO) synthase which has been proposed to be associated with

aggressive and sexual behaviour (Nelson et al., 1995). However, very few studies have

investigated these relationship in detail.

Gene polymorphism and cognition

Dopamine in the prefrontal cortex and striatum influences neural activity via multiple

receptor subtypes that have been suggested to mediate cognitive learning abilities,

including working memory and behavioural flexibility. In both human and nonhuman

primates, memory has been linked to the actions of DRD1 receptors, with the

antagonism or inhibition of DRD1 can improve memory ability (Sawaguchi and

Goldman-Rakic 1991, 1994; Williams and Goldman-Rakic 1995; Murphy et al., 1996;

Muller et al., 1998). By contrast, the behavioural flexibility has been suggested to be

associated with DRD2 receptors and their polymorphisms (Ridley et al., 1981;

Taghzouti et al., 1985; Farde et al., 1987; Goldman-Rakic et al., 1990; Lidow et al.,

1991; Smith et al., 1999; Kruzich and Grandy 2004; Lee et al., 2007; Cools et al., 2001,

2007; Jocham et al., 2009; Gong et al., 2012). Potentially, therefore, DRD2

polymorphisms could help explain the variability in learning performance associated

with different temperaments.

In summary, the gene polymorphisms including TH, DAT, DRD2, DRD4, TPH, 5-HTT,

Page 42: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 32 5-HT receptors, MAOA, CRH, CYP17, DBH, ADRA2A, NET1, GABA-A receptor and

NO all could be linked to the various dimensions of temperament, such as psychiatric

disorders, substance addiction, attention-deficit/hyperactivity disorder, neuroticism, and

behavioural reactivity (including fearfulness, impulsiveness and aggression). Genes or

gene polymorphisms in TH, DAT, TPH, 5-HTT, 5-HT receptors and CRH seem to be

more linked to psychiatric disorders, which appear to differ fundamentally from the

phenotype of our temperament flock. By contrast, although their polymorphisms

differed in different regions and also differed among the species, the polymorphism of

DRD2, DRD4, MAOA and CYP17 genes seemed to be more associated with the level

of behavioural reactivity including fearfulness, impulsiveness and aggression that are

closely related to our temperament phenotype, while the associations of genes DBH,

ADRA2A, NET1, GABA-A receptor and NO are not strong because they have been

rarely studied. Therefore, considering the characteristics of our two temperament

phenotypes, 4 genes (DRD2, DRD4, MAOA and CYP17) were chosen as candidates

most likely associated with our two sheep temperaments.

2.6 The model of temperament flock

During the past 20 years at UWA, a flock of Merino sheep has been selected to generate

two lines according to their different behavioural responses to the presence of human

and social isolation, using two behavioural phenotype tests, the Arena test and the

Isolation Box test (Murphy et al., 1994; Murphy 1999; Blache and Ferguson 2005). The

two lines are labeled "calm" for sheep that are less fearful of humans and less reactive to

isolation and "nervous" for sheep that display more fearful and more reactive responses.

In this section, I will describe the two behavioural tests used to assess the phenotype of

temperament.

Arena test

The arena test measures the behavioural response of sheep exposed to the challenge of

having to pass a human to gain access to a pen of flock mates. The surface of the pens is

divided into 4 sections by lines drawn on the ground (Figure 2.5). Flockmates are kept

in a pen at the end of the arena with a human in front of them. A single test sheep is

gently pushed in the arena through the entry door (Figure 2.5), where it experiences a

conflict avoidance situation because it has to pass the human to approach the flockmates.

The behavioural response is measured by quantifying locomotor activity by counting

Page 43: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 33 the number of lines crossed over a period of 3 min (TOTAL CROSS). A high level of

locomotor activity indicates a high degree of fear (Blache and Ferguson 2005). However,

in this arena test, there is some ambiguity in the interpretation of the behaviour. It has

been argued that immobilization might reflect an absence of fear in one situation, such

as the presence of a human, and but it can also reflect a high degree of disturbance and

nervousness in another situation (Vandenheede et al., 1998), and the inhibition of

locomotor and vocal behaviour can be interpreted as a reaction towards a predator and

thus can represent a higher degree of fear (Romeyer et al., 1992). Therefore, second test,

the isolation box test, is used to complete the assessment of sheep temperament.

Figure 2.5 Schematic diagram of the arena test (Blache and Bickell 2011).

Isolation box test

The test sheep is isolated in a 1.5 x 1.5 x 1.5 m solid box (Figure 2.6) without visual

contact. A digital agitation meter, calibrated for reflection of low, medium and high

agitation levels before the test (Blache and Ferguson 2005), is used to record the

vocalisations and agitation of the test animal and a score (BOX) is read after 1 min of

isolation. The agitation score is an indicator of the inherent fear and ability to adapt to

isolation (Blache and Ferguson 2005), with a high score indicating a high degree of fear.

Page 44: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 34

Figure 2.6 Schematic diagram of the isolation box test (Blache and Bickell 2011).

Selection index

The level of vocalisation and locomotor activity of sheep exposed to various fear

eliciting situations can be used as an indicator of their levels of fear (Romeyer et al.,

1992; Vandenheede et al., 1998). An overall selection index (i) can thus be calculated

based on the TOTAL CROSS and BOX measured in the two tests, according to the

following equation (Murphy et al., 1994; Murphy 1999):

i = individual score, x = flock mean, sd = standard deviation of mean

High and low values for the selection index are used to classify behavioural reactivity,

wit the high-index sheep labeled ‘nervous’ and the low-index sheep labeled ‘calm’.

2.7 Summary

Individuals display different behavioural and physiological responses to the same

stimulus and this variability is called temperament. Sheep of calm or nervous

temperament show different physiological responses (cortisol secretion) and behavioural

responses (motor activity) following exposure to stressors such as novelty and isolation

(the method for temperament assessment). In our model, the genetic basis is not

understood. This thesis focuses on two systems that could be involved in the expression

of temperament and in the consequences of differences in temperament on adrenal

activity and on cognitive capacity. The experimental work aimed to explore the genes

involved in the regulation of the activity of the dopamine and serotonin neurotransmitter

systems, as well as a gene involved in the regulation of the HPA axis.

Page 45: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 2 Literature Review 35

The serotonergic system and its related gene polymorphisms is more linked to the

psychological disorders related behaviours like depression, anxiety, schizophrenia, and

substance abuse, which are not directly relevant to the phenotype expression of

personality or temperament; whereas, dopaminergic system and its related gene

polymorphisms, although differed in different regions and also differed among the

species, is more linked to the behavioural reactivity including fear, ADHD, impulsivity

and aggression related behaviours and cognitive capacity, which are closely related to

our temperament phenotype. The polymorphism of CYP17 gene is linked to differences

in cortisol response to stressors which was tested to be different in sheep with different

phenotypic traits for temperament. Therefore, taking into consideration of the phenotype

trait of the model of our temperament flock, the genes DRD2, DRD4, MAOA and

CYP17 are good candidates to look at the association of their polymorphisms with

temperament.

The aim of this thesis is to contribute to the undersanding of the genetic basis of

temperament using the UWA flock, by examining:

1) The association of temperament with the polymorphisms of genes potentially

involved in the perception and responses to stressors (Chapter 4);

2) The response to stressor of animals carrying combination of the identified

polymorphisms (Chapter 5) ;

3) The heritability of behavioural reactivity to isolation (one measurement of

temperament) of animals carrying the identified polymorphisms (Chapter 6);

4) The differences in cognitive ability of animals carrying the identified

polymorphisms (Chapter 7).

Page 46: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 36

Chapter 3

General Materials and Methods

Page

3.1 Experimental location 37

3.2 Experimental materials and animals 37

3.3 Molecular techniques 37

3.4 Jugular Cannulation 40

3.5 ACTH Test 41

3.6 Hormone assays for cortisol 41

3.7 Behavioural test 42

3.7.1 Arena test 42

3.7.2 Isolation test 43

3.8 Cognitive learning and memory ability tests 43

3.8.1 Simple visual test (discrimination of colour) 44

3.8.2 Y-maze test (left-right spatial discrimination) 46

Page 47: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 37 The materials and methods described in this chapter were used in several different

experimental chapters, although some are repeated in experimental chapters that were

written as journal manuscripts. Treatments and analyses that are specific to particular

experiments are described in detail in the relevant experiment chapter. All experiments

were conducted in accordance with the Australian Code of Practice for the Care and Use

of Animals for Scientific Purposes (7th Edition, 2004) and were approved by the Animal

Ethics Committee of UWA (Approval number RA/3/100/1252).

3.1 Experimental location The laboratory experiments were conducted at the University of Western Australia

(UWA), Perth, Western Australia. Animal experiments were conducted at UWA Farm

Ridgefield, a 1588-hectares farm near Pingelly, Western Australia (32°30’23’’ S,

116°59’31’’E) where the UWA Future Farm 2050 project is located. The climate is

Mediterranean-type with 425 mm annual average rainfall, with mild wet winters and hot

dry summers. Daylength ranges from 10 h to 14 h.

3.2 Experimental materials and animals

In Chapter 4, we used whole blood samples collected into EDTA vacutainers (Greiner

Bio-One, Australia) from sheep from the two lines in the UWA Temperament Flock.

This flock of Merino has been selected for 20 generations on the basis of the behavioural

reactivities of lambs after weaning (at approximately 16 weeks of age) to humans and

social isolation using two behavioural tests (Murphy et al., 1994; Murphy 1999; Blache

and Ferguson 2005) described in Section 3.7. In Chapter 5, we used ewes of unknown

temperament from a commercial flock kept at UWA Farm Ridgefield. In Chapter 6, the

blood samples were obtained for another project (Blache and Ferguson 2009) from ewes

and lambs that had been selected on the basis of the accuracy of their parentage. In

Chapter 7, we used the Merino ewes with known DRD2 SNP939 genotypes.

3.3 Molecular techniques

Blood genomic DNA extraction protocol

Genomic DNA was isolated using the DNeasy Blood and Tissue Kit (Qiagen, Germany)

according to the instructions provided by the manufacturer.

1) 20 μL proteinase K pipetted into a 1.5 mL microcentrifuge tube; 100 μL blood

sample added, followed by 100 μL PBS.

Page 48: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 38 2) 200 μL Buffer AL added (without added ethanol); reagents mixed thoroughly by

vortexing, and incubated at 56°C for 10 min. We ensured that ethanol had not been

added to Buffer AL. It was essential that the sample and Buffer AL were mixed

immediately and thoroughly by vortexing to yield a homogeneous solution.

3) 200 μL ethanol (96-100%) added to the tube, and mixed thoroughly by vortexing. It

was important that the sample and the ethanol were mixed thoroughly to yield a

homogeneous solution.

4) The mixture from previous step was pipetted into the DNeasy Mini spin column

placed in a 2 mL collection tube; after centrifugation at 8000 rpm for 1 min,

flow-through and collection tube were discarded.

5) the DNeasy Mini spin column was placed in a new 2 mL collection tube and 500 μL

Buffer AW1 was added; after centrifugation for 1 min at 8000 rpm, the

flow-through and collection tube were discarded.

6) The DNeasy Mini spin column was placed in a new 2 mL collection tube and 500

μL Buffer AW2 was added. The DNeasy membrane was dried by centrifugation for

3 min at 14,000 rpm, and the flow-through and collection tube were discarded. It

was important to dry the membrane of the DNeasy Mini spin column, since residual

ethanol may interfere with subsequent reactions. This centrifugation step ensured

that no residual ethanol would be carried over during the following elution. The

DNeasy Mini spin column was then removed carefully so that the column did not

come into contact with the flow-through, since this would have resulted in carryover

of ethanol.

7) The DNeasy Mini spin column was then placed in a clean 1.5 mL microcentrifuge

tube, and 200 μL Buffer AE was pipetted directly onto the DNeasy membrane. After

incubation at room temperature for 1 min, it was centrifuged for 1 min at 8000 rpm

to elute.

Polymerase Chain Reaction (PCR)

Fragments of the CYP17 and DRD4 genes were amplified by standard PCR.

Amplification reactions (10 µL) contained 2 µL of 5×PCR buffer including 0.2 mM

dNTPs (Fisher Biotec, Australia), 2.5 mM MgCl2 (Fisher Biotec, Australia), 0.3 µM

each of forward and reverse primers (GeneWorks, Australia), 1.1 U Taq DNA

polymerase (5.5 U/µL; Fisher Biotec, Australia) and 20 ng genomic DNA.

Page 49: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 39 Fragments of the DRD2 and MAOA genes were amplified by Hotstar PCR.

Amplification reactions (50 µL) contained 5 µL of 10×Faststart PCR buffer including 2

mM MgCl2 (Roche, Germany), 0.2mM dNTP mix (Roche, Germany), 0.3 µM each of

forward and reverse primers (GeneWorks, Australia), 2 U Faststart Taq DNA

polymerase (5 U/µL; Roche, Germany) and 80 ng genomic DNA. åThe protocols for

each fragment see Table 3.1.

Table 3.1 The PCR amplification protocol for each fragment.

Fragment Initial denaturation 35 cycles Final extension

CYP17 SNP628

DRD4 conserved

Exon1

Exon2

Exon3

DRD2 Exon4

Exon5

Exon6

Exon7

Exon1

MAOA Exon8

Exon15

94°C 5min

94°C 5min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

95°C 6min

94°C 30s

94°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

95°C 30s

58°C 30s

68°C 30s

68°C 30s

60°C 30s

60°C 30s

60°C 30s

60°C 30s

68°C 30s

68°C 30s

68°C 30s

60°C 30s

68°C 30s

72°C 15s

72°C 15s

72°C 45s

72°C 20s

72°C 25s

72°C 25s

72°C 20s

72°C 45s

72°C 45s

72°C 42s

72°C 15s

72°C 42s

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

72°C 7min

Gel electrophoresis of PCR products

The electrophoresis of PCR products was performed on 1.5% agarose gel. The gel was

prepared by melting 1.5g agarose with 100 mL 1×TAE solution in a microwave oven,

cooling it to 60 °C, and then pouring it into the electrophoresis tank and inserting the

comb. After 0.5 h, a mixture of 4 µl PCR product and 1 µl loading buffer was loaded

into each pole. The gel was run at 120V for 30 min and then stained with ethidium

bromide (0.5 µg mL-1) for 20-30 min and then placed on a UV-light transilluminator to

be photographed.

Genotyping by real-time PCR method

Real-time PCR-based genotyping was carried out using an Applied Biosystems

(California, USA) Vii7TM instrument. Amplification reactions (10 µL) were performed

using 5 µL TaqMan® Genotyping Master Mix (2×) (Applied Biosystems, California,

USA), 0.5 µL of custom TaqMan® SNP genotyping Assay (20×) containing two primers

Page 50: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 40 and two labelled probes (Applied Biosystems, California, USA) and 20 ng genomic DNA.

The thermal profile is presented in Table 3.2. There was an extra step in the 40 cycles

for CYP17 SNP628 with cooling to 52°C with a 30s hold before going to 60°C due to

the lower annealing temperature of its primer. The transition rate between all steps was

1.6°C/s. Data were collected by the Vii7TM software. The VIC®-labelled sensor probe

and the FAMTM-labelled anchor probe were designed to be a perfect match for two

allele sequences for each SNP. A no-template control (negative control) was also

included in each assay. Each sample was done in triplicate on the 96-well plate.

Table 3.2 The real-time PCR thermal profile for CYP17 SNP628 and DRD2 SNP939

Fragment Pre-Read Denaturation 40 cycles Post-Read

DRD2 SNP939

CYP17 SNP628

60°C 30s

60°C 30s

95°C 10min

95°C 10min

95°C 15s 60°C 30s

95°C 15s 52°C 30s 60°C 30s

60°C 30s

60°C 30s

3.4 Cannulation of the jugular vein for serial blood collection

Animal Preparation

a. Wool was clipped close to the skin over over the jugular vein, providing an area big

enough to allow easy visualisation of and access to the jugular vein;

b. Local anaesthetic cream was applied (EmLa®; lignocaine 25mg/g, prilocaine 25

mg/kg) to the area –the time of application was noted;

c. The animal was then injected with sedative (ilium xylazil; 0.1mg/kg i.m.);

d. Approximately 30 min after application of the local anaesthetic cream, the animal

was restrained in a standing position.

Site Preparation

a. On cannulation trolley, all needles, tubing and equipment are kept in 70% ethanol.

b. The shaved window was scrubbed with betadine surgical scrub.

c. The vein was clearly located by occlusion plus visualization of rise and fall with

pressure and release, before moving on to the next step.

d. A small incision was made in the skin above the vein using a scalpel.

e. A 13G luer lock needle was inserted into the jugular vein and the cannula tubing

was quickly fed into the lumen of the vein.

f. The needle was slid off the tubing and a 3-way tap was attached to the end of the

cannula.

g. Blood flow was verified using a syringe filled with sterile, heparinised (40 iu/ml)

Page 51: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 41

0.9% saline; the lumen of the cannula was rinsed by injection of 2-3 mL

heparinised saline.

h. A piece of fabric tape was wrapped around the tubing at the point where it enters

the skin, leaving two ‘wings’ on either side that could be sutured to the skin to

secure the cannula in place.

i. Another piece of fabric tape was wrapped around the junction between the tap and

tubing to reduce the risk of kinking and perforation of the tubing.

j. The cannula and tap were laid on the neck of the sheep and 2-3 layers of packing

tape were wrapped around the neck to ensure that the cannula and tap were

covereved, with care taken that breathing was not restricted.

k. At the end of the experiment, the cannula was removed and the cannulation site

checked for bleeding.

3.5 ACTH Test

Hormone injection and blood sampling were all done via indwelling jugular catheter

that had been inserted one day before the test. The ACTH stimulation test was used to

obtain a cortisol profile. The endogenously driven secretion of cortisol was blocked

using dexamethasone, a synthetic glucocorticoid that acts at hypothalamic level to

inhibit the secretion of ACTH (Beaven et al., 1964). With a low background

concentration of cortisol, tests using exogenous ACTH to elicit a cortisol response from

the adrenal glands become far more predictable, allowing robust comparison of groups

of sheep. Each sheep was treated with 0.125 mg/kg (i.v.) dexamethasone, a dose chosen

from previous studies showing complete suppression of endogenous ACTH release

(Beaven et al., 1964; Espiner et al, 1972). The exogenous ACTH (0.2 iu i.v.) was

injected 90 min after the dexamethasone treatment. Blood (3 mL per sample) was

sampled 30 min after dexamethasone treatment, then every 30 min until ACTH injection,

and then every 20 min until 3 h after the injection. Saline was used as control in an

identical protocol for injection and sampling. All blood samples were immediately

transferred into 5 mL plastic tubes containing 50 IU of heparin and polystyrene granules

(Techno-plas, WA, Australia) before centrifugation at 2000 g for 10 min to obtain

plasma for cortisol assay. The plasma was separated and stored at –20 °C until assay.

The duration and size of the cortisol response were measured.

3.6 Hormone assays for cortisol

Page 52: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 42 Plasma concentration of cortisol was measured in duplicate by antibody

radioimmunoassay (RIA) using the ImmuchemTM Coated Tube Cortisol 125I RIA Kit

(MP Biomedicals, Belgium).

Assay preparation

1) Standards: 100ug/dL standard from the commercial kit was diluted using a pol of

cortisol-free plasma into following concentrations: 50, 25, 12.5, 6.25, 3.125, 1.56,

0.78, 0.39 and 0.2 µg/dL, with cortisol-free plasma used as zero (0 µg/dL).

2) All standards, quality controls, coated tubes and I125-tracer were brought to room

temperature prior to use. Quality was controlled with two sheep plasma samples,

obtained from stressed and non-stressed sheep, tht are routinely used as quality

control in our laboratories. The quality controls were refrozen (–15°C) between uses,

and the standards refrigerated (4°C).

Assay protocol

a) 25 µL of each standard, control and unknown samples were pipetted into the coated

tubes.

b) 1.0 mL of I125-tracer was added to all tubes and the tubers vortexed briefly.

c) All tubes were incubated in a water bath (37°C) for 45 min.

d) Tubes were decanted in the same order as they were pipetted; the rim of the test

tube was blotted dry on absorbent paper before being turned upright;

e) The tubes were counted in a gamma counter (90 sec).

f) Concentration of cortisol in each unknown sample was estimated from the standard

curve using “AssayZap Universal Calculator” software (Elsevier-Biosoft, UK).

3.7 Behavioural tests

It has been reported that the levels of vocalisations and locomotor activities of sheep

when exposed to various fear-eliciting situations can be used as the indicator of their

levels of fear (Romeyer et al., 1992; Vandenheede et al., 1998).

3.7.1 Arena test

An arena test was used to measure the locomotor activity of sheep exposed to the

conflicting challenge of having to pass a human to gain access to a pen of flock mates

(Blache and Ferguson 2005). A single test sheep entered a rectangular arena while its

flock-mates were kept in a pen at the opposite end of the arena with a human in front of

them (Fig. 2.5). Locomotor activity was quantified by counting the number of times the

Page 53: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 43 test sheep crossed line on the floor of the arena (‘TOTAL CROSS’). Each test lasted for

3 min and the test sheep exited through a door located on the side the arena.

3.7.2 Isolation test

Each sheep was isolated without visual communication with its companions by being

placed for 1 min in a 1.5×1.5×0.7 m solid enclosed box (Fig. 2.6; Blache and Ferguson

2005). A digital agitation meter that measured vibrations produced by movements and

loud vocalisations was used to assess the reactivity of the sheep to isolation. The

agitation meter was calibrated before the test at low, medium and high agitation levels

using a mechanical device that producing a ‘stomping’ vibration (Blache and Ferguson

2005). An agitation score (‘BOX’) from the digital agitation meter was used as an

indicator of the inherent fear and adapt ability exposure to isolation (Blache and

Ferguson 2005).

An overall score

An overall selection score was calculated based on the values for TOTAL CROSS and

BOX from the above two tests, according to the following equation (Murphy et al., 1994;

Murphy 1999).

i = individual score, x = flock mean, sd = standard deviation of mean

A high or low overall score was used to classify animals as having high or low reactivity.

Sheep with a high overall score were labeled ‘nervous’ and sheep with a low score were

labeled ‘calm’.

3.8 Cognitive learning and memory ability tests

To date, studies of cognitive learning and executive function have been done with

human and non-human primates (Brozoski et al., 1979; McAlonan and Brown 2003;

Dowson et al., 2004; Mehta et al., 2004). Two simple discriminations (visual and spatial)

have been used to test the function and impairment of the prefrontal cortex and assess

learning and short-term memory abilities in humans, monkeys and rats (Owen et al.,

1991; Birrell and Brown 2000; Conrad 2010; Johnson et al., 2012). In my study, two

maze systems were utilized: an executive functioning maze apparatus described by

Page 54: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 44 Morton and Avanzo (2011) to assess the learning abilities based on visual cues (visual

discrimination - color); and a Y-maze to test short-term memory capabilities based on

spatial discrimination.

3.8.1 Visual Discrimination - colour

Testing apparatus

Two identical testing units (each unit: 2.4 m × 7.2 m) were used to test whether sheep

could learn one color out of a choice of two. The two pens were assembled back to back,

so each sheep could be tested multiple times by cycling between the two units. The

outsides of the units and testing pen were covered with hessian to isolate the animal

from external visual stimuli. Each unit comprised a starting gate located in the middle of

the front panel and a testing area divided longitudinally into two sections by a metal

hurdle so the sheep could enter into the decision area using a rotating gate. The sheep

exit the pen by the doors located at the end of the decision area (Figure 3.1).

Figure 3.1 Schematics of the testing apparatus for simple discrimination of colour (top: top

view, bottom: side view) based on the design of Morton and Avanzo (2011). Two areas (2.4 m ×

7.2 m) are adjacent to each other and set in opposite direction (grey area marked the testing area

in the top testing pen). Each testing pen comprises a central starting gate, and two

discrimination test areas are divided longitudinally by a metal hurdle. One the sheep has made

Page 55: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 45 the choice (one side), the gate is closed behind the sheep. After consuming the reward (or after 1

min) the sheep exits through the exit gates located at the end of the pen. The sheep is pushed

into the end pen corridor and start the next discrimination test in the adjacent pen. The two

discrimination stimuli (S) are located at the end of the pen.

Testing precedure

Testing was conducted using the stimuli shown in Table 3.3, starting with a simple

discrimination (SD). The pairs of stimuli were presented at random, and designated S+

(correct) and S- (incorrect). The task required the sheep to discriminate between the

colours of blue and yellow, and later, if sheep learnt to learn the reversal. A food reward

(a ration of lupin grain) was presented for the correct choice. For each discrimination, a

pair of stimuli (blue and yellow card) was placed on either side of the dividing hurdle at

the end of each pen, with the correct and incorrect colours (S+ and S-). For all parts of

this experiment, the food reward was placed in a feed bucket under the S+ card. The test

started when the sheep entered the start gate from where the S+ and S- cards can clearly

be seen. The animals were free to move in the test area towards either of the stimuli and,

once past a designated line (1 meter from the stimuli), the decision was recorded,

together with delay to the decision (seconds). Behavioural observations (bleating,

jumping, stomping) were also recorded for all discriminations. Initially, during the

training phase if the animal chose incorrectly (S-), they were ushered into the correct

side (S+), being allowed one minute to identify the presence of the food reward. The

training phase continued until all sheep knew the reward was under the S+ stimulus,

after which they were either allowed 1 min to eat the reward if S+ was chosen or had to

wait 20 seconds if S- was chosen, before being ushered onto the next discrimination test.

Between each discrimination test, we swapped the stimuli (together with the food

bucket) so as to control for biases towards the left or right side of the pen. A

performance criterion was set at 75% correct over 8 consecutive discriminations, plus

75% of the individuals in each experimental group passing the test. Once sheep reached

this criterion, they were considered as having learnt the test and were passed onto the

reversal test, where the reward contingency was reversed. All sheep within each

experimental group performed the same number of discriminations (4 to 8

discriminations each day).

Table 3.3 The simple discrimination and its reversal, with the designated S+ and S-

Page 56: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 46

Discriminations Relevant dimension Correct (S+) Incorrect (S-)

Simple Discrimination (SD)

Simple Reversal (SR)

Colour

Colour

Blue

Yellow

Yellow

Blue

3.8.2 Y-maze test (spatial discrimination)

Testing apparatus

The Y-maze test apparatus comprised a starting gate, leading into a run (2.4 m long;

Zone ‘A’, Figure 3.2) that bisected into the two arms of the maze (each 2.4 m long;

Zones ‘B’ and ‘C’), with two gates located at the ending of the two arms. All the sides

of the Y-maze were covered with hessian to isolate the animal from external visual

stimuli.

Testing procedure

For all parts of this experiment, the food reward was placed in a feed bucket on the

maze arm designated S+, with an empty feed bucket placed on the incorrect arm (S-).

The test started when the sheep passed the starting gate into Zone A, from which they

had to make a choice within one minute toward the left (B) or right (C) arms of the

maze. The animals were free to move around the maze through the different zones. We

recorded the time sheep took to find and eat the food and the number of times the sheep

crossed the boundaries into different zones until it had found and started eating the food

reward in the S+ arm. After 24 trials, the test was reversed by swapping the bucket

containing the reward bucket with the empty bucket, so as to control for olfactory

recognition of food rather than left-right learning with associated reward. For each

group of sheep, one half was trained to find one side of maze and the other half trained

to the other side. All trials were video recorded to facilitate the behavioural analysis.

A sheep was considered to have achieved spatial discrimination (or to have learned to

take the correct side) once it had made the correct choice over 4 consecutive tests

without error. Having met the criteria, the sheep were tested for reversal spatial

discrimination. The reversal spatial test was similar to the spatial discrimination test but

the side with the food reward (S+) was swapped to the opposite side; sheep previously

learned to find rewards on the left were tested with the food reward located on the right.

Page 57: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 3 General Materials and Methods 47 All sheep were subjected to the same total number of trials during the spatial

discrimination test.

Figure 3.2 Schematics of the testing apparatus used to conduct the Y-maze test adapted from the

design of Kendrick et al. (1995). The maze is divided in 3 zones (A, B, C). The feeder with food

reward and the empty feeder are placed at the end of the two arms (zones ‘B’ and ‘C’).

Page 58: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 48

Chapter 4

Associations between temperament and gene polymorphisms in the

dopaminergic system and adrenal gland in sheep

Page

4.1 Abstract 49

4.2 Introduction 50

4.3 Materials and Methods 52

4.3.1 Animals 52

4.3.2 Genomic DNA isolation 52

4.3.3 Detection of polymorphisms of CYP17, DRD4, DRD2 and MAOA 53

4.3.4 Real-time genotyping 55

4.4 Statistical analysis 56

4.5 Results 57

4.5.1 Identification of the gene polymorphisms (5 SNPs) 57

4.5.2 Genotypes called by real-time genotyping 57

4.5.3 Frequency of polymorphism in each temperament line 59

4.6 Discussion 60

4.7 Conclusion 63

Page 59: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 49

4.1 Abstract

Sheep of calm or nervous temperament differ in their physiological (cortisol secretion)

and behavioural (motor activity) responses to stressors, perhaps due to variation in genes

that regulate glucocorticoid synthesis or brain dopamine activity. Using ewes that had

been selected over 20 generations for nervous (n = 58) or calm (n = 59) temperament,

we confirmed the presence of a polymorphism in a gene involved for cortisol

production (CYP17), and identified polymorphisms in three genes associated with

personality and behavioural traits: dopamine receptors 2 and 4 (DRD2, DRD4), and

monoamine oxidase A (MAOA). The calm and nervous lines differed in their

frequencies of CYP17 SNP628 (single nucleotide A-G mutation at the position 628)

(A/A: Nervous 31.0% vs Calm 10.2%, P < 0.01; G/G: Nervous 27.6% vs Calm 47.5%, P

< 0.05) and DRD2 SNP939 (single nucleotide T-C mutation at the position 939) (T/T:

Nervous 25.9% vs Calm 59.3%, P < 0.01; T/C: Nervous 55.7% vs Calm 33.9%, P <

0.05; C/C: Nervous 19.0% vs Calm 6.8%, P < 0.05), but those for DRD2 SNP483 and

the 2 MAOA SNP genotypes did not. We conclude that, for sheep, a combination of the

DRD2 SNP939 C allele and the CYP17 SNP628 A/A genotype could be used as a

potential genetic marker for nervous temperament prediction, and that a combination of

DRD2 SNP939 T/T and CYP17 SNP628 G/G could be used as a potential genetic

marker for calm temperament.

Key words: Dopamine receptor, Monoamine oxidase, Glucocorticoid, CYP17, Stress

Page 60: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 50

4.2 Introduction

Humans and animals exposed to a stimulus initially evaluate the situation at brain level

on the basis of a variety of parameters such as suddenness, familiarity, pleasantness,

controllability, predictability, expectations, and social norms (Boissy 1995). Their

subsequent emotional responses involve three components (Corr 2009): 1) a

psychological response, such as positive and negative feelings, that cannot be directly

assessed in animals; 2) a behavioural response; and 3) a physiological response that

involves changes in, for example, adrenaline, noradrenaline, serotonin, dopamine and

cortisol (Deckersbach 2006; Haas 2007; Corr 2009). Individuals exposed to the same

stimulus can show differences in all three components, and this variability is called

temperament (Strelau 1987; Mervielde et al., 2005; Blache and Bickell 2010, 2011;

Shiner and DeYoung 2011).

We have been investigating temperament in a flock of sheep that has been been

genetically selected for 20 generations on the basis of behavioural responses to isolation

and human presence. As a result, the two lines were produced, one is hypo-responsive

(‘calm’) and the other one is hyper-responsive (‘nervous’) to the stressors (Murphy et al.,

1994; Blache and Ferguson 2005), that present a useful model for studying the genetic

basis of the relationships between temperament, behaviour and physiology. The

temperament of an individual depends on genetic background (Strelau 1987; Saudino

2005; Mervielde et al., 2005; Krueger et al., 2008; Bickell et al., 2009) and life

experience (Krueger et al., 2008). Genetic associations with personality, psychological

disorders and behavioural traits are supported by an increasing body of evidence from a

variety of animal models, including monkeys, birds, rodents, cattle, dogs and horses

(Rubinstein et al., 1997; Niimi et al., 1999; Sugiyama et al., 2004; Momozawa et al.,

2005; Bailey et al., 2007; Fidler et al., 2007; Glenske et al., 2011). The genes involved

could affect the perception or the process of evaluation at brain level, or the modulation

of the physiological response at the level of the hypothalamic-pituitary-adrenal (HPA)

axis.

At brain level, human personality traits, including temperament, have been linked to

genetic differences in neurotransmitter systems (Cloninger 1994). In humans and

non-human primates, polymorphisms in genes encoding for tyrosine hydroxylase (TH),

dopamine transporter (DAT), dopamine receptors 2, 3 and 4, tryptophan hydroxylase

Page 61: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 51

(TPH), monoamine oxidase A (MAOA, an enzyme responsible for the catabolism of

5-serotonin and dopamine), serotonin transporter (5-HTT) and serotonin receptors, have

all been linked with personality, psychiatric disorders (neuroticism, schizophrenia),

substance dependence and abuse, eating disorders, depression, anxiety, child abuse and

suicidal behaviour (Reif and Lesch 2003). Moreover, polymorphisms in dopamine

receptors 2 and 4 (DRD2, DRD4) and in MAOA (Shih and Thompson 1999) have often

been associated with impulsivity, aggression, fear and panic-related behaviours in

humans (Noble et al., 1998; Rowe et al., 1999; Deckert et al., 1999; Manuck et al., 2000;

Curran et al., 2001; Contini et al., 2006; Eisenberg et al., 2007; Eisenberg et al., 2007;

Congdon et al., 2008; Munafo et al., 2008; White et al., 2009; Kramer et al., 2009;

Hamidovic et al., 2009; Zai et al., 2012; Pappa et al., 2014). These behavioural

phenotypes are similar to those used to define temperament in our ‘calm’ and ‘nervous’

lines (fear, behavioural reactivity in response to the isolation (Murphy et al., 1994;

Blache and Ferguson 2005), so it is feasible that the same genes could be involved.

In the HPA axis, cortisol is the final effector and variation in the amplitude of the

stressor-induced response in plasma cortisol concentrations has been associated with

temperament in humans, monkeys, dogs, cattle, and sheep (Gunnar et al., 1997; Beerda

et al., 1998; Kalin et al., 1998; Hennessy et al., 2001; De Palma et al., 2005; Burdick et

al., 2010; Hawken et al., 2013). The full range of adrenal steroid hormones are

synthesised in the adrenal cortex from the same precursor, and preference for cortisol

over mineralocorticoids and androgens is controlled by several enzymes, with CYP17

(cytochrome P450 17α-hydroxylase/17,20-lyase) being a key branch-point enzyme

(Nakajin et al., 1981). Polymorphism in the gene for CYP17 affects CYP17 enzyme

activity and the cortisol response to a stressor in South African Angora goats and

Merino sheep (Storbeck et al., 2007, 2008; Hough et al., 2013). Moreover, the cortisol

response to stressors differs between our ‘calm’ and ‘nervous’ sheep (Hawken et al.,

2013), so CYP17 is an obvious candidate gene.

Therefore, the present study aimed to identify polymorphisms associated with

temperament for potential use in marker assisted selection. The physiological and

behavioural differences between our ‘calm’ and ‘nervous’ lines of sheep have been well

characterised, so we used an association study (Glazier et al., 2002; Bah Rosman 2008)

to look at the association of candidate genes with those differences. This approach is

Page 62: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 52

more appropriate than ‘whole-genome association analysis’ or ‘linkage analysis’, both

of which are preferable when the underlying pathophysiological mechanisms are not

known and false positive results are likely (Fan et al., 2006; Bah Rosman 2008).

Therefore, in this chapter, we tested the hypothesis that polymorphisms of specific

genes will be distributed differently between the two lines of sheep that had been

selected for calm or nervous temperament by quantifying 4 genes (DRD4, DRD2,

MAOA, CYP17) in both phenotypic lines.

4.3 Materials and Methods

This experiment was carried out in accordance with the Australian Code of Practice for

the Care and Use of Animals for Scientific Purposes (8th Edition, 2013) and was

approved by the Animal Ethics Committee of The University of Western Australia under

RA/3/100/1252.

4.3.1 Animals

We used a flock of Merino sheep that had been selected for over 20 generations on

criteria that reflect emotional reactivity. At approximately 16 weeks of age, within 2

weeks after weaning, the behavioural reactions of lambs to humans measured in an

‘arena test’ and their reactions to social isolation were measured in an ‘isolation box test’

(Murphy et al., 1994; Blache and Ferguson 2005). The two tests are described in

‘general materials and methods’ chapter. All animals were assigned an overall selection

score that combined these two tests, allowing them to be classified as ‘nervous’ or ‘calm’

on the basis of expression of high or low levels of movement or vocalisation. The

‘nervous’ line is more reactive to contact with humans and with isolation, whereas the

‘calm’ line is less reactive to humans and to isolation (Blache and Ferguson 2005). For

the first part of this study, we used 58 ewes from the ‘nervous’ line and 59 ewes from

the ‘calm’ line, all 16 weeks old and of similar live weight (20 ± 1.6 kg). The animals in

the two lines were always managed together except at mating and lambing.

4.3.2 Genomic DNA isolation

Whole blood was sampled by jugular venepuncture into EDTA vacutainers (Greiner

Bio-One, Australia). Genomic DNA was isolated using the DNeasy Blood and Tissue Kit

(Qiagen, Germany) according to the instructions provided by the manufacturer. The

success of the isolation was confirmed by gel electrophoresis and the concentration of

Page 63: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 53

genomic DNA was measured using BioPhotometer Plus (Eppendorf, Hamburg,

Germany).

4.3.3 Detection of polymorphisms of CYP17, DRD4, DRD2 and MAOA

The primers used to amplify the single nucleotide polymorphism (SNP) located on

position 628 (SNP628) fragment of CYP17 had previously been described for South

African Merino sheep (Hough 2012; Table 4.1). The other primers were designed using

Primer Premier software (Version 5.0, PREMIER Biosoft, Palo Alto, CA, USA) to

amplify a highly conserved fragment of DRD4, all 7 exons of DRD2, and 3 exons of

MAOA, based on sequences obtained from Genebank (Table 4.1). All primers were

synthetised by GeneWorks, Australia.

Fragments of the CYP17 and DRD4 genes were amplified by PCR. Amplification

reactions (in 10 µL) contained 2 µL of 5×PCR buffer including 0.2 mM dNTPs (Fisher

Biotec, Australia), 2.5 mM MgCl2 (Fisher Biotec, Australia), 0.3 µM each of forward

and reverse primers (GeneWorks, Australia), 1.1 U Taq DNA polymerase (5.5 U/µL;

Fisher Biotec, Australia) and 20 ng genomic DNA. The fragments of CYP17 SNP628

and DRD4 were amplified at an initial denaturation at 94 °C for 5 min, followed by 35

cycles of 94 °C for 30 s, 58 °C for 30 s, 72 °C for 15 s, and a final extension at 72 °C for

7 min.

Fragments of the DRD2 and MAOA genes were amplified by PCR in 50 µL: 5 µL of

10×Faststart PCR buffer (Roche, Germany), 2 mM MgCl2 (Roche, Germany), 0.2mM

dNTP mix (Roche, Germany), 0.3 µM each of forward and reverse primers (GeneWorks,

Australia), 2 U Faststart Taq DNA polymerase (5 U/µL; Roche, Germany) and 80 ng

genomic DNA. DRD2 exon2 and exon5 were amplified at an initial denaturation at

95 °C for 6 min, followed by 35 cycles of 95 °C for 30 s, 60 °C for 30 s, 72 °C for 20 s,

and a final extension at 72 °C for 7 min. For DRD2, exons 1, 6 and 7 were amplified at

an initial denaturation at 95 °C for 6 min, followed by 35 cycles of 95 °C for 30 s, 68 °C

for 30 s, 72 °C for 42 s, and a final extension at 72 °C for 7 min. DRD2 exons 3 and 4

were amplified at an initial denaturation at 95 °C for 6 min, followed by 35 cycles of

95 °C for 30 s, 60 °C for 30 s, 72 °C for 25 s, and a final extension at 72 °C for 7 min.

MAOA exon 8 was amplified at an initial denaturation at 95°C for 6 min, followed by

35 cycles of 95 °C for 30 s, 60 °C for 30 s, 72 °C for 15 s, and a final extension at 72 °C

for 7 min. MAOA exons 1 and 15 were amplified at an initial denaturation at 95°C for 6

min, followed by 35 cycles of 95 °C for 30 s, 68 °C for 30 s, 72 °C for 42 s, and a final

Page 64: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 54

extension at 72 °C for 7 min.

Table 4.1 Oligonucleotide primers used in PCR amplification for cytochrome P450

17α-hydroxylase/17,20-lyase (CYP17), dopamine receptors 2 and 4 (DRD2, DRD4) and

monoamine oxidase A (MAOA). Accession numbers from Genebank are NC_019479 for

CYP17 mRNA, XM_004016032 for DRD2 mRNA, and XM_004022016 for MAOA mRNA.

Note: CYP17 SNP628 has been reported previously (Hough 2012).

Gene Fragment Gene Oligonucleotide sequences (5'- to 3'-)

CYP17

SNP628 F: CCTGAAGGCCATACAAA

R: GGATACTGTCAGGGTGTG

DRD4 Conserved fragment F: TGCTCTGCTGGACGCCCT TCT TC

R: GTGCGG AACTCGGCGTTGAAGAC

DRD2 Exon 1 F: TCCGCTGAACCTGTCCTGGTATGAT

R: TGAGATGGCACGCTCTTGAGGGGT

Exon 2 F: CCACCCATTATGTTGCTTTGTCT

R: AAGGTGGTTGGTCTGGGTTG

Exon 3 F: CAAAGTGGGGTGTCTCTGTGG

R: CCAGGAGGACAGAGGCAGGACT

Exon 4 F: GGCTTTCTTCCTCCTCCCCA

R: CAGAGACATTGGGGGAGAGTGGT

Exon 5 F: GTTTCTGTTCTCACCCGCCTC

R: GTCCCTGACCTGAACACTTACCAC

Exon 6 F:AGGAGATAAGGGAGCCTGAGTGAG

R: CCTGTATTGCTGGGTCCGTCG

Exon 7 F: CTCCCGCAGGTGTGTTCAT

R: CAAGGACATGGCCGAGGCT

MAOA Exon 1 F: GCTCAACCCCCGAATTCCCC

R: CCCCCAAACGCCACTTTCAGA

Exon 8 F: GCTTCCATCAGAGCGAAACCA

R: TAAACACAGCCTACCCTTTTTCTTC

Exon 15 F: CTCTGATGTCTTTGTAGATGCCACT

R: TGAGCATGTCAACTTTAACTTCTTG

The polymorphisms for each gene fragment were checked after sanger sequencing by

the Australian Genome Research Facility (Western Australia). Each gene fragment was

Page 65: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 55

amplified and sequenced in a subset of 5 nervous and 5 calm sheep and the sequences

were aligned using BioEdit Sequence Alignment Editor software (version

7.0.5.2©1997-2007, T. Hall).

4.3.4 Real-time genotyping

The probes used to genotype the SNP628 fragment of CYP17 have also been published

for South African sheep (Hough 2012; Table 4.2). The specific primers and Taqman

MGB probes for other fragments (Table 4.2) were designed according to the

polymorphisms identified above and used to genotype each ewe using a Taqman MGB

probe assay. Each sample was genotyped in triplicate using a Vii7TM Real-Time

instrument from Applied Biosystems (California, USA). Amplification reactions (10 µL)

were performed using 5µL of 2×TaqMan® Genotyping Master Mix (Applied Biosystems,

California, USA), 0.5 µL of custom TaqMan® SNP genotyping Assay (20×) containing

two primers and two labelled probes (Applied Biosystems, California, USA) and 20 ng

genomic DNA. The thermal cycle included a pre-read stage at 60 °C for 30 s, a hold

stage for denaturation at 95°C for 10 min to activate the AmpliTaq Gold®DNA

polymerase, followed by 40 cycles of 95 °C for 15 s, 60 °C for 60 s (with the additional

step of cooling to 52 °C for 30 s prior to 60 °C extension for CYP17 SNP628 due to the

lower annealing temperature of the primers) and a post-read stage at 60 °C for 30 s. The

transition rate between all steps was 1.6 °C/s.

The data were collected using the Allelic Discrimination Plot of Vii7TM software. A

no-template control (negative control) was also included in each assay. Accuracy of

real-time genotyping results was confirmed by direct sequence analysis by the

Australian Genome Research Facility (Western Australia). Sequencing results were

analysed with BioEdit Sequence Alignment Editor software (version 7.0.5.2©

1997-2007, T. Hall).

Page 66: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 56

Table 4.2 Nucleotide sequences of primers and probes used in real-time PCR

genotyping for cytochrome P450 17α-hydroxylase/17,20-lyase (CYP17), dopamine

receptors 2 and 4 (DRD2, DRD4) and monoamine oxidase A (MAOA). Note: CYP17

SNP628 has been reported previously (Hough 2012).

Gene SNP Oligonucleotide sequence (5'- to 3'-)

CYP17 SNP628 Forward primer

Reverse primer

Sensor probe

Anchor probe

CCTGAAGGCCATACAAA

GGATACTGTCAGGGTGTG

(VIC®-labelled): CTTCCTTGCTCAGAACC

(FAMTM-labelled):TCCTTGCCCAGAACC

DRD2 SNP483 Forward primer

Reverse primer

Sensor probe

Anchor probe

CGGTCATGATCGCCATCGT

GAGCATCGGGCAGGAGAT

(VIC®-labelled): TGAAGGACAGGACCCAG

(FAMTM-labelled):AAGGACAGAACCCAG

SNP939 Forward primer

Reverse primer

Sensor probe

Anchor probe

ACCCTCCCCGACCCA

GGCATGCCCGTTCTTCTCT

(VIC®-labelled): TCCCACCATGGCCTC

(FAMTM-labelled): CCACCACGGCCTC

MAOA SNP189 Forward primer

Reverse primer

Sensor probe

Anchor probe

GCATGGAGAGTCTGCAGAAGA

GTGCTACGGTCCACACTGA

(VIC®-labelled): TCGAACATCTGGCCCGC

(FAMTM-labelled): TCGAACATCTGACCCGC

SNP219 Forward primer

Reverse primer

Sensor probe

Anchor probe

GCATGGAGAGTCTGCAGAAGA

GTGCTACGGTCCACACTGA

(VIC®-labelled): TGAGATGCCGCCTCCT

(FAMTM-labelled): TGAGATGCCACCTCCT

4.4 Statistical analysis

BioEdit Sequence Alignment Editor software (version 7.0.5.2©1997-2007, T. Hall) was

used to identify gene polymorphisms (SNPs) in individual sheep, and Vii7TM software

(Applied Biosystems, California, USA) was used to collect the genotypes of each SNP.

For each SNP, differences between temperament lines in genotype frequency were

compared using Chi-square tests and the reliability of the data was tested using the

Hardy-Weinberg equilibrium. Differences were considered significant at P < 0.05 and

Page 67: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 57

very significant at P < 0.01.

4.5 Results

4.5.1 Identification of the gene polymorphisms (5 SNPs).

There was no variation in nucleotide sequence in the conserved fragment of DRD4, but

two SNPs were detected in the DRD2 gene: a C/T SNP at position 483 in exon 3 and a

T/C SNP in position 939 in exon 6 (Table 4.3). All three genotypes were obtained by

genotyping. For the sequenced MAOA gene fragments, two C/T mutations were

detected in exon 1, one at position 189 and one at position 219. Again, all three

genotypes were obtained by genotyping (Table 4.3). For CYP17, we detected the same

A/G mutation, SNP628, that had been described in South African sheep (Storbeck et al.,

2008).

Table 4.3 SNPs detected in the three candidate genes that control glucocorticoid synthesis

(CYP17), dopamine receptor 2 (DRD2) and monoamine oxidase A (MAOA). Note: for CYP17,

this is a confirmation of SNP628 reported previously (Storbeck et al., 2008)

Gene SNP Oligonucleotide sequence (5'- to3')

CYP17 SNP628 AAGGAACGA

AAGGAACGG

DRD2 SNP483 CTGGGTCCTGTCCTT

CTGGGTTCTGTCCTT

SNP939 CACCATGGCCTCCA

CACCACGGCCTCCA

MAOA SNP189 GGGCCAGATGTTCGA

GGGTCAGATGTTCGA

SNP219 GTGATAGGAGGCG

GTGATAGGAGGTG

4.5.2 Genotypes called by real-time genotyping

Three genotypes (Allele1/Allele1; Allele2/Allele2; Allel1/Allel2) for above detected

each SNP were identified according to the Allelic Discrimination Plot (Figure 4.1). The

clustering of datapoints along horizontal axis call homozygous Allele1/Allele1 genotype

(A/A for CYP17 SNP628; C/C for DRD2 SNP483; T/T for DRD2 SNP939; C/C for

MAOA SNP189 and SNP219), the clustering of datapoints along vertical axis call

homozygous Allele2/Allele2 genotype (G/G for CYP17 SNP628; T/T for DRD2

Page 68: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 58

SNP483; C/C for DRD2 SNP939; T/T for MAOA SNP189 and SNP219) and the

clustering of datapoints along diagonal call heterozygous Allel1/Allel2 genotype (A/G

for CYP17 SNP628; C/T for DRD2 SNP483; T/C for DRD2 SNP939; C/T for MAOA

SNP189 and SNP219).

Fig 4.1 The Allelic Discrimination Plot results for the three genotypes.

Page 69: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 59

4.5.3 Frequency of polymorphism in each temperament line

Individual genes

The CYP17 SNP628 A/A genotype was about three-fold more frequent (P < 0.01) in the

nervous line than in the calm line, whereas the G/G genotype was about twice as frequent

(P < 0.05) in the calm line than in the nervous line (Table 4.4). There were no differences

between the lines for the frequencies of the A/G genotype of CYP17 SNP628 (Table 4.4)

or any of the three genotypes of DRD2 SNP483 (Table 4.4). By contrast, for the DRD2

SNP939, the T/T genotype was twice as frequent in the calm line than in the nervous line

(P < 0.01), whereas the T/C and C/C genotypes were more frequent in nervous than in

calm animals (P < 0.05; Table 4.4). The frequencies of all three genotypes for MAOA

SNP189 and SNP219 were similar for calm and nervous sheep (Table 4.4).

Combinations of genes

The genotype frequencies of only two genes (CYP17 SNP628 and DRD2 SNP939)

differed significantly between the calm and nervous lines, so we analysed the

relationships between gene frequency combinations and temperament (Table 4.4). In the

nervous line, 17/18 sheep (94%) with the CYP17 SNP628 A/A genotype also had the

DRD2 SNP939 C/T and C/C genotypes. In the calm line, 15/35 sheep (43%) with the

DRD2 SNP939 T/T genotype also carried the CYP17 SNP628 G/G genotype, but only

4/35 sheep (11%) carried the CYP17 SNP628 A/A genotype.

Page 70: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 60

Table 4.4 Frequency distribution of the SNPs of target genes in the control of glucocorticoid

synthesis (CYP17), dopamine receptor 2 (DRD2) and monoamine oxidase A (MAOA) in

nervous (n = 58) and calm (n = 59) lines of sheep. Different superscripts in the same column

within SNP indicate significant difference between lines: P < 0.01 for uppercase, P < 0.05 for

lowercase.

Selection line Gene SNP Genotypes

CYP17 SNP628 A/A G/G A/G

N % N % N %

Nervous 18 A 31.0 16 a 27.6 24 a 41.4

Calm 6 B 10.2 28 b 47.5 25 a 42.4

DRD2 SNP483 C/C T/T C/T

N % N % N %

Nervous 32 a 55.2 1 a 1.7 25 a 43.1

Calm 36 a 61.0 4 a 6.8 19 a 32.2

SNP939 T/T C/C T/C

N % N % N %

Nervous 15 A 25.9 11 a 19.0 32 a 55.2

Calm 35 B 59.3 4 b 6.8 20 b 33.9

MAOA SNP189 C/C T/T C/T

N % N % N %

Nervous 40 a 69.0 9 a 15.5 9 a 15.5

Calm 34 a 57.6 14 a 23.7 11 a 18.6

SNP219 C/C T/T C/T

N % N % N %

Nervous 40 a 69.0 9 a 15.5 9 a 15.5

Calm 34 a 57.6 14 a 23.7 11 a 18.6

4.6 Discussion

Polymorphisms of two specific genes, one controlling glucocorticoid synthesis (CYP17)

that has previously been described in South African sheep (Storbeck et al., 2008), and

the other controlling dopamine receptor 2 (DRD2), are associated with temperament

phenotype (calm or nervous) in Australian Merino sheep.

Page 71: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 61

For CYP17 SNP628, we detected three genotypes (A/A, A/G, G/G) in the two

temperament lines whereas, in South African sheep, only two genotypes (A/A, A/G)

were detected (Storbeck et al., 2008). Moreover, the frequency of A/A and G/G

genotypes differed between our calm and nervous temperament lines whereas, in South

African sheep, the frequency of A/A and A/G genotypes were similar in the rearing

ability lines (Vander Walt et al., 2009). The presence or absence of the homozygous G/G

genotype might be explained by differences in the historical origins of the Australian

and South African Merino sheep, or by differences in the genetic selection criteria used

in the two studies.

The origin of the South African Merino is not clear but could explain the absence of the

homozygous G/G. It has also been suggested that, South African Merino sheep are

mixed Merino breed with different Merino types from around the world (Ryder 1984;

Mason 1996; Anon. 2005). Two Spanish rams and four Spanish ewes would have been

introduced into South Africa in 1789 (Ryder 1984), and then from 1891, American

Vermont type Merinos were introduced into South Africa (Mason 1996), and then,

Australian Merinos were imported before 1929 (Ryder 1984). South African Merinos

are a mixed genetic background which is different from that of Australian Merinos

which came from Spanish Merinos only. It was suggested (Cottle 2010) that in 1797, the

Spanish Merino sheep were first introduced into Australia, and the Australian Merinos

were then introduced into South Africa before 1929 (Ryder 1984). A possibility is that

the genotype of CYP17 SNP628 of all the rams or all the ewes introduced into South

Africa from Australia was accidently A/A, therefore, whatever was the genotypes of the

ewes or rams (A/A, A/G or G/G), the offspring could not be G/G.

Our results show that G/G genotype is strongly associated with the phenotype for calm

temperament (in our selected flock) and that its percentage in nervous group was small

(27.59%). Since the two temperament lines have been selected for over 20 generations,

the probability of a homozygous G/G genotype is higher in animals that are calm

(47.46%) than in a random population as suggested by the percentage of homozygous

G/G (13.31%) detected in the non selected flock. The sheep used in South African

Merino sheep were from two different lines (H-line and L-line) selected for the ability

of ewes to rear multiple offspring, not for temperament as such and since probability to

detect G/G can be low, the homozygote genotype G/G for CYP 17 SNP628 was not

Page 72: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 62

present in the 136 South African Merino sheep genotyped in the study by Vander Walt

et al. (2009).

For the DRD2 gene, we detected two SNPs that are novel for Australian Merino sheep,

SNP939 (exon 6) and SNP483 (exon 3), but only SNP939 is associated with

temperament phenotype. The difference between the two alleles is not surprising

because SNP483 is a synonymous mutation (GTC-GTT) with both versions encoding

for valine, whereas SNP939 (ATG-ACG) causes a change from methionine to threonine

that has the potential to influence phenotype. Interestingly, a DRD2 polymorphism has

also been associated with personality traits and behaviours in humans (Noble et al.,

1998; Rowe et al., 1999; Eisenberg et al., 2007; Eisenberg et al., 2007; Hamidovic et al.,

2009; White et al., 2009; Zai et al., 2012). These observations also agree with the

presence of large numbers of DRD2 in brain tissue (Muly et al., 1998) in dopaminergic

pathways that are involved in the expression of behaviours related to fear, aggression

and novelty-seeking (Jonsson et al., 2003; Zai et al., 2012).

In contrast to CYP17 and DRD2, we did not detect polymorphisms in the fragments of

DRD4 or MAOA that we targeted, so it seems unlikely that DRD4 or MAOA are

associated with temperament in sheep. On the other hand, it is feasible that important

polymorphisms are located on other parts of the genes. In the absence of a published

mRNA sequence for ovine DRD4, we selected a highly conserved fragment that had

been published for other species and aligned well with the sheep genome. For the ovine

MAOA gene, we investigated only the three longest known exons (exons 1, 8, 15) and

neither of the two SNPs detected in exon 1 were associated with temperament. Again,

this is to be expected because they were both synonymous mutations, with both variants

of SNP189 (GGC and GGT) encoding for glycine and both variants of SNP219 (GTT

and GTC) encoding for valine.

The lack of association between MAOA polymorphisms and temperament phenotype

agrees with observations on humans where MAOA polymorphisms are associated with

psychological disorders and substance addiction, rather than behavioural reactivity

(Schulze et al., 2000; Du et al., 2002). However, there is an important difference in

methodology. In humans, the phenotype is measured using clinical interview or

diagnosis, in marked contrast to the measurement of temperament in sheep using

Page 73: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 4 Gene polymorphisms associated with temperament 63

behavioural challenges. Nevertheless, where an association between MAOA genotype

and phenotype has been found in humans, the phenotype was antisocial behaviours that

are assessed using methods analogous to our behavioural tests, with scores allowing a

segregation between high and low levels of impulsiveness, aggression and irritability

(Jorm et al., 2000; Koller et al., 2003). In addition, MAOA activity seems to differ

between genders (Murphy et al., 1976) and we only used female sheep, a factor that

might also explain the lack of association with temperament. In all but one study of

humans, an association between MAOA polymorphism and behavioural reactivity was

detected in males rather than females. The exception was the work on females by

Deckert et al. (1999), but they assessed phenotype by structured clinical interview. In

our breeding flock, we retain very few males so we could not include gender in the

design. The present study is the first investigation of MAOA polymorphisms in sheep

and their association with temperament, and it was clearly not exhaustive, so the

remaining 12 exons need to be explored, as does the issue of gender.

4.7 Conclusion

A total of 5 polymorphisms were identified in sheep that affect glucocorticoid synthesis

(CYP17), dopamine receptor 2 (DRD2) and monoamine oxidase A (MAOA). Of these,

one for CYP17 (SNP628) and one for DRD2 (SNP939) were distributed significantly

different between the calm and nervous lines. The data suggest that DRD2 SNP939 C

allele combined with CYP17 SNP628 A/A genotype could be used as a potential genetic

marker for nervous temperament prediction, whereas the combination of DRD2

SNP939 T/T plus CYP17 SNP628 G/G genotypes could be used as a potential genetic

marker for calm temperament in Merino sheep. The validation of their correctness as the

genetic marker will to be explored in next chapter.

Page 74: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 64

Chapter 5

The association of CYP17 SNP628 and DRD2 SNP939 genotypes with

behavioural and physiological cortisol responses Validation of the correctness of the two SNPs as genetic markers

Page

5.1 Abstract 65

5.2 Introduction 66

5.3 Materials and Methods 67

5.3.1 Animals 67

5.3.2 Blood sampling for genotypes screening 67

5.3.3 Phenotyping 68

5.4 Statistical analysis 69

5.5 Results 70

5.5.1 Frequency of each genotype and combination of genotypes 70

in non-selected sheep

5.5.2 Behavioural phenotype 71

5.5.3 Cortisol response 72

5.6 Discussion 75

5.7 Conclusion 77

Page 75: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 65

5.1 Abstract

To validate the two SNPs obtained in Chapter 4 as genetic markers for prediction of

sheep temperament, we genotyped a large non-selected flock of 268 ewes of unknown

temperament for the DRD2 SNP939 and CYP17 SNP628 polymorphisms. We tested

whether these two SNPs were associated with the two phenotypes of temperament, the

physiological (cortisol) phenotype and the behavioural phenotype (reactivity). The

results showed that behavioural responses to the ‘arena test’ and ‘isolation box’ tests

were affected by DRD2 SNP939 genotype and that the response to ACTH challenge

was affected by CYP17 SNP628 genotype. The sheep carrying the DRD2 SNP939 calm

genotype had lower behavioural scores than those carrying the SNP939 nervous

genotype (P < 0.05). After ACTH administration, sheep with CYP17 SNP628 nervous

genotype had higher values for maximum cortisol concentration, amplitude and area

under the curve (AUCI) than sheep with CYP17 SNP628 calm genotype (P < 0.05).

Therefore, considering the results presented here alongside those in Chapter 4, we

conclude that the combination of the DRD2 SNP939 C allele plus the CYP17 SNP628

A/A genotype could be used as a genetic marker for nervous temperament, whereas the

combination of the DRD2 SNP939 T/T plus the CYP17 SNP628 G/G genotype could be

used as a genetic marker for calm temperament in Merino sheep.

Key words: Genetic marker; Validation; Behavioural response; Physiological response

Page 76: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 66

5.2 Introduction

In Chapter 4, we described the detection of DRD2 SNP939 and CYP17 SNP628

genotypes and their association with temperament in sheep: it appears that the DRD2

SNP939 C allele can be combined with the CYP17 SNP628 A/A genotype to provide a

genetic marker for prediction of nervous temperament, whereas the DRD2 SNP939 T/T

genotype can be combined with the CYP17 SNP628 G/G genotype to provide a genetic

marker for prediction of calm temperament. However, this conclusion is a statistical

association so we need to validate these two SNPs as genetic markers with a phenotype

verification experiment. Therefore, in this chapter, we will use a non-selected flock to

test the association of the SNP genotypes with the two phenotypes of temperament, the

physiological response (cortisol) and the behavioural response (reactivity).

The CYP17 gene encodes P450c17, an enzyme that is predominantly expressed in the

mammalian adrenal cortex where it plays a central role in the production of cortisol

(Nakajin et al., 1981). This enzyme catalyses two reactions, 17-hydroxylation and 17,

20-lyase, both of which are important for synthesis of mineralocorticoids, glucocorticoids

and androgens. Of all the cytochrome P450 enzymes involved in steroidogenesis, only

P450c17 possesses dual hydroxylase and lyase activities, so CYP17 sits at a critical

branch point where it determines the synthesis of cortisol in preference to

mineralocorticoids and androgens from the same precursors (Nakajin et al., 1981).

A study of South African sheep has suggested that the same SNP in the CYP17 gene is

associated with the cortisol response to stressor (Hough et al., 2013). We therefore used

the physiological ACTH stimulation test to assess the relationship of the CYP17 SNP628

genotype with the cortisol response in non-selected Merino sheep.

Large numbers of DRD2 are located in the prefrontal cortex (Sesack et al., 1995; Muly

et al., 1998) and are involved in the evaluation of stimuli by the brain, a process that

precedes any behavioural response. Previous studies have suggested that

polymorphisms in the gene for DRD2 are linked to dopaminergic activity, the quantity

of brain D2 dopamine receptors, and variation in some personality and behaviour traits

such as extraversion, agreeableness impulsivity/sensation-seeking and aggression

(Noble et al., 1991, 1994a, 1998; Berman and Noble 1997; Blum et al., 1997; Jonsson et

al., 2003; Lee et al., 2007; Ajna et al., 2009; Zai et al., 2012).

Page 77: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 67

Therefore, in this chapter, we investigated the association between DRD2 SNP939

polymorphism and behavioural response to stressors in non-selected merino sheep. We

used the same two behavioural challenges (Arena test and Isolation box test; Murphy et

al., 1994; Murphy, 1999; Blache and Ferguson, 2005) that measure the reactivities to

novelty and isolation that we have been using for more than 20 years to generate the

UWA Temperament Flock.

5.3 Materials and Methods

This experiment was carried out in accordance with the Australian Code of Practice for

the Care and Use of Animals for Scientific Purposes (7th Edition, 2004) and was

approved by the Animal Ethics Committee of The University of Western Australia

(Approval RA/3/100/1252).

5.3.1 Animals

The study described in Chapter 4 indicated that DRD2 SNP939 and CYP17 SNP628

were the most promising genetic markers for calm and nervous temperaments. Here, we

genotyped 278 14-month-old ewes of unknown temperament from a commercial flock

at UWA Farm Ridgefield (Pingelly, Western Australia). The aim was to identify ewes

that represent each of the four possible combinations of the two SNPs then use those

animals to assess the association between the possible combinations of SNP genotypes

and the behavioural and physiological phenotypes associated with temperament.

5.3.2 Blood sampling for genotypes screening

Whole jugular blood (3 mL) was collected into EDTA-coated tubes (Greiner Bio-One,

Australia) from each of the 278 sheep. After genotyping, we selected four groups of 12

ewes with similar live weight (42.8 ± 2.1 kg) that represented the four combinations of

the two SNPs: Group 1 carried the combination of polymorphisms most associated

with nervous temperament (DRD2 SNP939 C alleles T/C and C/C, plus CYP17

SNP628 A/A); Group 2 carried the DRD2 polymorphism most associated with nervous

temperament (SNP939 C allele T/C and C/C) plus the CYP17 polymorphism that was

most associated with calm temperament (SNP628 G/G); Group 3 carried the DRD2

polymorphism that was most associated with calm temperament (SNP939 T/T) plus the

CYP17 polymorphism that was most associated with nervous temperament (SNP628

Page 78: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 68

A/A); Group 4 carried the combination of polymorphisms that were most associated

with calm temperament (DRD2 SNP939 T/T plus CYP17 SNP628 G/G).

5.3.3 Phenotyping

The behavioural phenotypic traits of the 48 ewes were measured using the same

isolation box and arena tests that have been used routinely for assessment of sheep

temperament (Murphy et al., 1994; Blache and Ferguson 2005).

Isolation Box Test (IBT)

Each sheep was visually isolated from any other sheep for 1 min in a solid enclosed box

(L = 1.5 m, W = 0.7 m, H = 1.5m). Agitations and high-pitched calls were quantified

using an electronic agitation meter, fixed on the side of the isolation box (Blache and

Ferguson 2005; Brown et al., 2015). The agitation meter had previously been calibrated

for reflection of low, medium and high agitation levels using a ‘mechanical sheep’

(Blache and Ferguson 2005; Brown et al., 2015). The agitation score (arbitrary units)

read from the meter indicated the individual degree of inherent fear or adaptability to

isolation (Blache and Ferguson 2005; Brown et al., 2015). A high score indicating high

behavioural reactivity to isolation is considered to reflect nervous temperament,

whereas a low score is considered to reflect calm temperament.

Open-Field Arena Test

This test measures the locomotor activity and the number of bleats in sheep exposed to a

conflicting situation inherent in the need to approach a human to gain access to

conspecifics. The test pen was 3.3 m wide and 7.0 m long and divided into four sectors

of identical size. Briefly, each sheep entered the test arena from a door situated at the

end opposite to a pen containing a group of sheep that was visible from anywhere in the

arena. A human stood motionless in front of the pen of conspecifics, and the locomotor

activity of the test animal was measured by counting the number of times it entered each

sector (‘crosses’) during a 3 min period. A high level of locomotor activity indicated a

high level of reactivity to the conflicting situation.

Cortisol response to ACTH

The physiological phenotypic trait, adrenal responsiveness, was measured with an

ACTH challenge. All 48 sheep were habituated to the indoor conditions and contact

with people for one week. The 48 sheep were divided into 3 blocks of 16 with equal

numbers of ewes from each of the four genotypes (4 sheep from each genotype). For

Page 79: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 69

each block, one day before the start of the experiment, the animals were fitted with an

in-dwelling jugular cannula made of plastic tubing (ID 18 G, OD 14 G, Techno-plas,

Western Australia) connected to a three-way tap (BD, Mexico). The 16 sheep received

either saline injection or ACTH injection following a latin square design with each

repeat conducted over two days at 2-day intervals. On each repeat, 2 sheep from each

genotype received a 3 mL intravenous injection of either saline (vehicle control) or

saline containing 0.2 iu ACTH (Polypeptide, Strasbourg, France). Every sheep had been

injected with dexamethasone (0.125 mg/kg i.v., Provet, WA, Australia) to suppress

endogenous ACTH release (Beaven et al., 1964) and the saline or ACTH was injected

90 min later (time = 0). Blood (3 mL) was sampled 90, 60, 30 and 0 min before

injection of saline or ACTH and then every 20 min for 3 h. Samples were immediately

transferred into plastic tubes containing 50 i.u. heparin and polystyrene granules

(Techno-plas, Western Australia), and then centrifuged at 2000 g for 10 min. The plasma

was separated and stored at –20 °C until assay.

Cortisol assay

Plasma concentrations of cortisol were measured in duplicate by radioimmunoassay

using the ImmuchemTM Coated Tube Cortisol 125I RIA Kit (MP Biomedicals, Belgium).

The limit of detection was 1.7 ng/mL. Quality control samples (30.5 ng/mL and 13.5

ng/mL) were used to estimate inter- (5.6 % and 5.0 %) and intra-assay (7.9 % and 8.4 %)

coefficients of variation.

5.4 Statistical analysis

For the behavioural tests, the data were analysed using the Univariate procedure of the

General Linear Model in SPSS (SPSS 16.0 V), with DRD2 genotype as Factor A

(Nervous genotype-A1, Calm genotype-A2) and CYP17 genotype as Factor B (Nervous

genotype-B1, Calm genotype-B2). Prior to analysis, all data were assessed for normality

using the Shapiro-Wilk test and for variance homogeneity using Bartlett’s test. When

the variance was homogenous, the data were compared using Tukey’s post-hoc tests.

When the variance was not homogenous, the data were compared using Tamhane’s tests.

Differences were considered significant at P < 0.05 and very significant at P < 0.01. For

the cortisol response, data were analyzed using ANOVA for repeated measurements of

the General Linear Model in SPSS (SPSS 16.0 V), with time as the repeated measure

and genotype as the factor. The parameters of the cortisol response that were analysed

included the maximum (peak) concentration, amplitude of response, rate of increase,

Page 80: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 70

delay to peak, and delay in return from peak to baseline concentration (calculated as the

average cortisol concentration for samples taken at –30 min and 0 min before injection

with ACTH or vehicle) and the area under the response curve calculated relative to

baseline (AUCB) as described by Pruessner et al. (2003). The values for cortisol

measured at –90 and –60 min were omitted because, with the low dose of

dexamethasone, the endogenous secretion of ACTH/cortisol was not fully suppressed

until –30 min. Each parameter of the cortisol response was analysed using the

Univariate procedure of the General Linear Model in SPSS (SPSS 16.0 V), with DRD2

genotype as Factor A (Nervous genotype-A1, Calm genotype-A2) and CYP17 genotype

as Factor B (Nervous genotype-B1, Calm genotype-B2) and order of injection (first or

second repeat) or day of ACTH injection as blocking factors. Order and day of ACTH

injection did not have an effect on any parameterof the response to ACTH. Prior to

analysis, all data were assessed for normality using the Shapiro-Wilk test and for

variance homogeneity using Bartlett’s test. The data did not require transformation.

Differences were considered significant at P < 0.05 and very significant at P < 0.01.

5.5 Results

5.5.1 Frequency of each genotype and combination of genotypes in non-selected

sheep

In the non-selected sheep, the highest frequencies were for CYP17 SNP628 A/G and

DRD2 SNP939 T/C, so the frequency of the combination of these two SNPs was

highest among the 6 possible combinations (Table 5.1). For CYP17 SNP628, the A/A

genotype was the least frequent. For DRD2 SNP939, the T/C and C/C genotypes were

both associated with nervous temperament so they were combined, and the combination

was more frequent than the calm T/T genotype. Therefore, when the two genes were

considered in combination, the frequency of the combination SNP628 A/A and SNP939

T/T was lowest among the 6 combinations (Table 5.1). For the combinations of DRD2

plus CYP17 genotypes, the frequencies were low for both the calm and the nervous

phenotypes (Table 5.1).

Table 5.1 Frequencies of individual and combinations of genotypes in 278 non-selected sheep

for genes that control glucocorticoid synthesis (CYP17), dopamine receptor 2 (DRD2) and

monoamine oxidase A (MAOA).

Page 81: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 71

Gene SNP Genotype and associated phenotype

DRD2 SNP939 T/T

(calm)

T/C

(nervous)

C/C

(nervous)

N 174 91 13

% 62.6 32.7 4.7

CYP17 SNP628 A/A

(nervous)

G/G

(calm)

A/G

(un.)

N 100 37 141

% 36.0 13.3 50.7

Combined

DRD2 + SNP939 T/C + C/C

(nervous)

T/C + C/C

(nervous)

T/C + C/C

(nervous)

T/T

(calm)

T/T

(calm)

T/T

(calm)

CYP17 SNP628 A/A

(nervous)

G/G

(calm)

A/G

(un.)

A/A

(nervous)

G/G

(calm)

A/G

(un.)

N 40 12 52 60 25 89

% 14.4 4.3 18.7 21.6 9.0 32.0

5.5.2 Behavioural phenotype

There were no interactions between the DRD2 and CYP17 genotypes for any of the

variables measured. There was a main effect of the DRD2 SNP939 genotype, with the

nervous genotype (T/C + C/C) showing a higher isolation box score and more crosses

than the calm genotype (T/T), although the number of bleats was similar (Table 5.2).

There was no effect of CYP17 SNP628 genotype on IBT scores and crosses of the

behavioural phenotypes (Table 5.2), but there was a tendency for the number of bleats to

be affected by CYP17 SNP628 genotype (P = 0.077, Table 5.2).

Page 82: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 72

Table 5.2 The effect of genotypes for glucocorticoid synthesis (CYP17) and dopamine receptor

2 (DRD2) on behaviour (IBT score, Bleats, Crosses) in sheep.

Item IBT score Bleats Crosses

DRD2 SNP939 T/C+C/C

CYP17 SNP628 A/A 101.1 ± 6.26 5.2 ± 0.92 8.4 ± 0.66

CYP17 SNP628 G/G 97.2 ± 8.34 1.4 ± 0.51 7.0 ± 1.22

DRD2 SNP939 T/T

CYP17 SNP628 A/A 46.5 ± 4.54 4.1 ± 0.79 5.9 ± 0.55

CYP17 SNP628 G/G 35.3 ± 3.77 1.6 ± 0.47 5.9 ± 0.52

DRD2 SNP939 T/C+C/C 100.2 ± 5.10 A 4.2 ± 0.74 8.1 ± 0.58 a

DRD2 SNP939 T/T 43.3 ± 3.44 B 3.3 ± 0.37 5.9 ± 0.41 b

CYP17 SNP628 A/A 67.2 ± 4.57 4.5 ± 0.60 6.8 ± 0.44

CYP17 SNP628 G/G 55.9 ± 6.15 1.5 ± 0.35 6.3 ± 0.53

P value

DRD2 SNP939 0.001 0.915 0.024

CYP17 SNP628 0.263 0.077 0.377

DRD2 SNP939×CYP17 SNP628 0.592 0.498 0.381

Different uppercase superscripts in the same column indicate difference at P < 0.01.

Different lowercase superscripts in the same column indicate difference at P < 0.05.

5.5.3 Cortisol response

There was no change in plasma concentrations of cortisol following the injection of the

saline vehicle (data not shown). There was no genotype×time interaction (DRD2

SNP939 genotype×time: P = 0.461; CYP17 SNP628 genotype×time: P = 0.112). There

was a main genotype effect of CYP17 SNP628 (P = 0.039), but no genotype effect of

DRD2 SNP939 (P = 0.377). For all parameters of cortisol response, there was no effect

of any interaction between DRD2 SNP939 and CYP17 SNP628 genotypes (Table 5.3, P >

0.05), and no main effect of DRD2 SNP939 genotype for any parameter (Table 5.3, P >

0.05), but there was a main effect of CYP17 SNP628 genotype on the maximum value

(P = 0.040), amplitude (P = 0.048) and AUCB (P = 0.041) (Table 5.3), with higher

values observed in the CYP17 SNP628 A/A nervous genotype (Figure 5.1 a,b) than in

the CYP17 SNP628 G/G calm genotype (Figure 5.1 c,d). There was no effect of CYP17

SNP628 genotype on the other parameters (Table 5.3, P > 0.05).

Page 83: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 73

Page 84: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 74

Figure 5.1 Plasma concentrations of cortisol (mean ± s.e.m) before and after intravenous

injection of 0.2 iu ACTH1–24 in Australian Merino sheep carrying: a) both genotypes associated

with nervousness (CYP17 SNP628 A/A and DRD2 SNP939 C allele); b) the CYP17 SNP628

genotype associated with nervousness (A/A) and the DRD2 SNP939 genotype associated with

calmness (T/T); c) the CYP17 SNP628 genotype associated with calmness (G/G) and the DRD2

SNP939 genotype associated with nervousness (C allele); d) both genotypes associated with

calmness (CYP17 SNP628 G/G and DRD2 SNP939 T/T). The animals were injected with

dexamethasone (0.125 mg/kg) 90 min before the injection of ACTH to suppress the endogenous

secretion of cortisol. The dotted line represents the baseline of cortisol concentrations (see

Materials and Methods).

5.6 Discussion

The DRD2 SNP939 was specifically associated with behavioural phenotype, as

measured by tests of behavioural reactivity, and the CYP17 SNP628 was specifically

associated with physiological phenotype, as measured by the cortisol response to ACTH,

thus verifying the association of these two SNPs with temperament in sheep.

In sheep genotyped for CYP17, the amplitude of the response to ACTH was similar to

that observed in sheep responding to hypoglycaemic stress (Graybeal and Fang 1985),

suggesting that the dose of ACTH we used was within the physiologically-relevant

range. The cortisol response to ACTH was linked to polymorphism CYP17 SNP628

Page 85: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 75

(A/A and G/G). We did not challenge the sheep from the calm and the nervous lines in

the UWA Temperament Flock with ACTH, but these two lines do present different

frequencies for SNP628 A/A and G/G so their responses to ACTH would probably

differ in the same way. Indeed, the sheep of the nervous line had a greater cortisol

response with higher maximum and longer duration to layered stressors (eg, isolation,

human presence, restraint) than the sheep of the calm line (Hawken et al., 2013). The

same polymorphism, SNP628, has been shown to affect the cortisol response to stress in

South African Merino sheep (Hough et al., 2013). In Angora goats, a different type of

CYP17 mutation, that nevertheless causes amino acid substitution, is also associated

with variation in the cortisol response to stress (Engelbrecht et al., 2000; Storbeck et al.,

2007). Despite differences in the location and the nature of the polymorphisms among

our sheep, South African sheep, and goats, the consistent observation is that CYP17

polymorphisms can affect on adrenal responsiveness to exposure to stressors.

In our study, the plasma cortisol concentration of all 4 groups of sheep reached the peak

very quickly (20 min) after injection of a low dose of ACTH (3 µg/sheep), then

decreased rapidly after 20 min, and had returned to baseline values by about 2 h after

ACTH injection. However, in other studies with sheep, there was a longer duration in

the cortisol response to ACTH and a later peak value (60 min after ACTH) before the

rapid decrease began (Engelbrecht et al., 2000; van Lier et al., 2014). This difference

between studies can be explained by the dose-dependency of the cortisol response to

ACTH stimulation (Daidoh et al., 1995). In the other studies, the dose was 10 µg/kg or

500 µg per sheep (Engelbrecht et al., 2000; van Lier et al., 2014), both much greater

than the dose (around 3 µg/sheep) that we used. It was proposed long ago that the dose

of exogenous ACTH required to obtain plasma cortisol levels similar to those recorded

after induction of physiological stress (insulin) was 0.2 ug/kg (Graybeal and Fang,

1985), or about 10 µg/sheep. Several investigators have since confirmed the usefulness

of low doses of ACTH for estimation of adrenocortical function, and they have defined

the lowest dose of ACTH capable of eliciting a maximum response as 500 ng/1.73 m2

(Crowley et al., 1991; 1993) or 1 µg per sheep (Dickstein et al., 1991). In fact, all of

these doses are within the physiological range. The low dose of ACTH (0.1-5 µg) and

the standard dose of 250 µg have been compared and it was found that the low dose of

ACTH elicited very rapid cortisol peak level at 20 min after ACTH administration,

consistent with our observartions, whereas the standard dose did not elicit the cortisol

Page 86: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 76

peak before 60 min. Similar results have been obtained in studies on humans (Park et al.,

1999), calves (Safwate et al., 1982; Veissier and Le Neindre 1988; Lay et al., 1996;

Negra et al., 2004), pigs (Parrott et al., 1989) and dogs (Vincent and Michell 1992). In

general, the cortisol peak is earlier with lower the doses of ACTH than with higher

doses, for reasons that are not clear. In summary, the dose of ACTH that we used seems

to be the most appropriate for testing adrenal responsiveness.

It is important to note that, although our results suggest that SNP628 can explain

differences between the temperament lines in cortisol secretion, other components of the

HPA axis, such as ACTH production, adrenal responsiveness to ACTH, and

steroidogenic enzymes other than CYP17, could also play a role (Vander Walt et al.,

2009; Hough et al., 2015). For example, CYP17 17, 20-lyase activity is strongly

affected by cytochrome B5 and this interaction contributes to the production of cortisol

in South African sheep (Hough et al., 2013). These issues require further investigation.

In contrast to the link between CYP17 polymorphism and adrenal responsiveness, IBT

score and number of crosses were similar between homozygous CYP17 genotypes

(calm and nervous). Interestingly, there was a tendency for the number of bleats to be

higher in the sheep carrying the CYP17 A/A genotype (nervous) than in the sheep

carrying the CYP17 G/G genotype (calm). Similarly, South African Merino sheep

carrying the CYP17 A/G genotype exhibited a greater number of bleats and lines

crossed in the arena test than the sheep carrying the A/A genotype (Hough 2012). In our

study, the sheep were visually isolated from their conspecifics but were potentially able

to hear them from a distance, so the test conditions might not have allowed us to detect

a difference in bleating between the two homozygous CYP17 genotypes. In addition, we

only used female sheep, whereas the South African study used only rams. Gender could

affect the relationship between CYP17 SNP628 genotypes and behavioural reactivity, in

the same way that it affects the relationship between MAOA polymorphism and

behavioural reactivity (Murphy et al., 1976; Deckert et al., 1999). Finally, our Merino

sheep could differ from South African Merino sheep, in which the CYP17 genotype is

associated with both behavioural and physiological reactivity, but one homozygous

genotype appears to be absent. At this stage, therefore, we are assuming that the CYP17

SNP628 polymorphism affects the adrenocortical cortisol response to ACTH whereas

the DRD2 polymorphism independently affects behavioural response (agitation).

Page 87: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 5 Association of the 2 SNPs with the two phenotypes of temperament 77

5.7 Conclusion

DRD2 SNP939 genotypes were specifically associated with behavioural phenotype as

measured by tests of behavioural reactivity, and CYP17 SNP628 genotypes were

specifically associated with the physiological phenotype as measured by cortisol

response to ACTH. These observations clearly validated the statistics-based results

presented in Chapter 4 and add great support to the conclusion that DRD2 SNP939 C

allele combined with CYP17 SNP628 A/A genotype could be used as a genetic marker

for nervous temperament, whereas the combination of DRD2 SNP939 T/T plus CYP17

SNP628 G/G genotypes could be used as a genetic marker for calm temperament in

Merino sheep. The heritability of these genotypes as well as their impact on other

aspects of temperament (cognition) will be explored in next chapters.

Page 88: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 78

Chapter 6

Heritability of behavioural reactivity to isolation based on DRD2

SNP939 and CYP17 SNP628 genotypes associated with sheep

temperament phenotype

Page

6.1 Abstract 79

6.2 Introduction 80

6.3 Materials and Methods 81

6.3.1 Animals 81

6.3.2 Parentage assignment 81

6.3.3 Genomic DNA isolation 81

6.3.4 Genotyping 82

6.4 Data analysis 83

6.5 Results 84

6.5.1 Distribution of the 2 SNPs genotypes in the 84

temperament lines

6.5.2 Effects of farms and genotypes on behavioural reactivity 86

(isolation box test) in the F0 and F1

6.5.3 Heritability estimates 86

6.6 Discussion 88

6.7 Conclusion 90

Page 89: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability estimate based on the 2 SNPs genotype 79 6.1 Abstract

The estimate of heritability of temperament in sheep, based on phenotypic

measurements, is known to be moderate to high, but we do not have an estimate of

heritability based on genotypic measurement. In a previous Chapter, we have described

2 SNP genotypes (DRD2 SNP939 and CYP17 SNP628) that are associated with

temperament. Therefore, in the present study of a small number of animals, we used

these two SNPs genotypes to make a preliminary estimate of heritability for

temperament as measured by reactivity to isolation (IBT). We studied 116 parents and

offspring from 3 farms, including 56 phenotypic nervous and 60 phenotypic calm sheep,

and 7 phenotypic nervous and 6 phenotypic calm sires. The heritability of reactivity to

social isolation, measured by the agitation score (IBT), was 0.45 based on the

phenotypic selection, 0.50-0.60 for sheep carrying the DRD2 SNP939 genotypes,

0.36-0.48 for sheep carrying the CYP17 SNP628 genotypes, and 0.62-0.76 for sheep

carrying the combination of the two SNP genotypes. These results suggest that the

heritability of reactivity to social isolation could be improved by selection based on the

2 SNP genotypes, but validation using a larger number of animals is needed.

Keywords: Sheep temperament; Phenotype; Genotype; Heritability; CYP17 SNP628;

DRD2 SNP939

Page 90: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 80

6.2 Introduction

Animal temperament can be defined as the variability of emotional or behavioural

activity in response to a stimulus (Blache and Bickell 2010, 2011; Dodd et al, 2012). In

livestock, behavioural activity is related to the efficiency of routine farm practices,

animal welfare and productivity (Turner et al., 2011). Temperament is heritable (Burrow

et al., 1988; Krueger and Johnson 2008; Quinn et al., 2009; Bickell et al., 2009b; Turner

et al., 2011) and, in sheep, a cross-fostering experiment has suggested that temperament

is mainly determined by genetic inheritance (Bickell et al., 2009b). Similar conclusions

have been drawn for cattle using similar approaches (Phocas et al., 2006). However, the

current methods used to select for temperament are based behavioural tests, such as the

isolation box test or flight speed, that measure phenotypic traits. They are not always

repeatable and they are very time-consuming (Murphy et al., 1994; Blache and

Ferguson 2005; Dodd et al., 2012, 2014) so the challenge is to find an easier method for

assessing temperament that can be used as a selection tool (Turner et al., 2011).

The estimate of heritability of temperament, based on phenotypic measurement (the

reactivity to isolation, IBT), is moderate to high in sheep (h2 = 0.41, Blache and

Ferguson 2005; h2 = 0.48, Boissy et al., 2005; h2 = 0.31, Zambra et al., 2015; h2 =

0.30-0.36, Brown et al., 2015). Recently, we have shown that a single nucleotide

polymorphism (SNP) located at nucleotide position 939 of DRD2 (DRD2 SNP939) and

a single nucleotide polymorphism located at nucleotide position 628 of CYP17 (CYP17

SNP628) are associated with the behavioural response and the cortisol response, and

can define temperament in sheep (chapter 4 and 5). However, we still do not have an

estimate of heritability of temperament based on genotypic measurements, or a

comparison of the heritabilities from between phenotypic and genotypic measurements.

Here we describe a preliminary study, using the two SNPs genotypes associated with

temperament (DRD2 SNP939 and CYP17 SNP628), with a small number of animals

from two generations of sheep, in which we have calculated the heritability of reactivity

to isolation (IBT) based on these two SNPs genotypes and compared the outcome with

the estimate of phenotypic heritability. To estimate the heritability, we used two

common methods: the parent-offspring regression and the paternal half-sib correlation

(Smith and Kinman 1965; Van Vleck and Bradford 1965; Dickerson 1969).

Page 91: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 81

6.3 Materials and Methods

6.3.1 Animals

Samples used in the present study were obtained from animals generated in another

project (Blache and Ferguson 2009). Ewes and lambs were selected on the basis of the

accuracy of their parentage. Briefly, the F0 was generated from a flock of 800-1000

ewes on 3 farms (Billandri, Merinotech and Grindon) located in Western Australia and

the animals were tested for temperament using the isolation box test (IBT); the 200-300

ewes with the lowest and highest IBT scores were selected as the good and poor

temperament groups, respectively. Blood (3 mL) was sampled from the ewes using

EDTA vacutainers (BD Diagnostics, Franklin Lakes, NJ, USA) and later analysed for

DNA to assign the parentage of their lambs. A total of 1609 ewes were subsequently

artificially inseminated to selected sires. An associative mating program was used where

802 ewes from the good temperament group were mated to one of 6 sires with low

estimated breeding values (Mean EBV (± SD): 40.3 ± 14.18) for IBT agitation score (ie.

good temperament). Similarly, 7 sires with high EBVs for the trait (EBV: –34.3 ± 5.74;

ie. poor temperament) were mated to the 807 poor temperament ewes. The behavioural

reactivity of the subsequent lambs to social isolation was measured using the Isolation

Box Test, within two weeks of weaning (14 weeks of age; Murphy et al., 1994; Blache

and Ferguson 2005). Blood was sampled after the behavioural test, as described above.

Live weight was similar for the two temperament lines in both F0 (50.7 kg ± 5.9 kg) and

F1 (18.4 ± 2.0 kg).

6.3.2 Parentage assignment

DNA was extracted using a DNeasy Blood and Tissue Kit (Qiagen, Germany) according

to the procedures of the manufacturer. A sample of blood from each ewe and lamb was

used for parentage assignment using the Shepherd® DNA-based Parentage System from

Catapult Genetics (Dunedin, New Zealand). Only a subset of animals was used in this

project because blood samples were no longer available for all animals at the time of the

study. In total, 116 parents (F0) and offspring (F1) were identified including 56

phenotypic nervous and 60 phenotypic calm sheep.

6.3.3 Genomic DNA isolation

Genomic DNA was isolated from the whole blood samples using the DNeasy Blood and

Page 92: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 82

Tissue Kit (Qiagen, Germany) according to the instructions provided by the

manufacturer. DNA concentration was determined by visualization after gel

electrophoresis.

6.3.4 Genotyping

DRD2 SNP939 and CYP17 SNP628 genotypes were genotyped in F0 and F1 using the

method described in Chapter 4, using Taqman MGB probe assays (Table 6.1). All of the

study sheep were genotyped using a Vii7TM Real-Time instrument (Applied Biosystems,

California, USA). Amplification reactions (10 µL) were performed using 5 µL TaqMan®

Genotyping Master Mix (2×) (Applied Biosystems, California, USA), 0.5 µL custom

TaqMan® SNP genotyping Assay (20×) containing two primers and two labelled probes

(Applied Biosystems, California, USA) and 20 ng genomic DNA. The thermal cycle

included a pre-read stage at 60 °C for 30 s, a hold stage for denaturation at 95°C for 10

min to activate the AmpliTaq Gold®DNA polymerase, followed by 40 cycles of 95 °C

for 15 s, 60 °C for 60 s (with the additional step of cooling to 52 °C for 30 s prior to

60 °C extension for CYP17 SNP628 due to the lower annealing temperature of the

primers) and a post-read stage at 60 °C for 30 s. The transition rate between all steps was

1.6 °C/s. The data were collected using the Allelic Discrimination Plot of Vii7TM

software (Applied Biosystems, California, USA). A no-template control (negative

control) was also included in each assay.

Table 6.1 Nucleotide sequences of primers and probes used in real-time PCR genotyping. Note:

The primers and probes for CYP17 SNP628 were from Hough (2012).

Gene SNP Oligonucleotide sequence (5'- to 3'-)

CYP17 SNP628 forward primer

reverse primer

sensor probe

anchor probe

CGGTCATGATCGCCATCGT

GAGCATCGGGCAGGAGAT

(VIC®-labelled): TGAAGGACAGGACCCAG

FAMTM-labelled):AAGGACAGAACCCAG

DRD2 SNP939 forward primer

reverse primer

sensor probe

anchor probe

ACCCTCCCCGACCCA

GGCATGCCCGTTCTTCTCT

(VIC®-labelled): TCCCACCATGGCCTC

(FAMTM-labelled): CCACCACGGCCTC

Accuracy of real-time genotyping results was confirmed by direct sequence analysis

Page 93: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 83

(AGRF). Sequencing results were analyzed with BioEdit Sequence Alignment Editor

software (version 7.0.5.2©1997-2007, T. Hall).

6.4 Data analysis

Frequency distribution of the 2 SNP genotypes in the temperament lines

The frequency distributions of each genotype were compared for the Nervous (n = 56)

and Calm lines (n = 60), in both the F0 and F1 generations, using Chi-square test. The

reliability of the data was tested using the Hardy-Weinberg equilibrium.

Effects of farm and genotype on temperament phenotype

The associations of farm of origin and genotype with temperament (IBT scores) were

tested in both F0 and F1. Our previous study (Chapter 5) has shown a main effect of the

DRD2 SNP939 genotype but no effect of CYP17 SNP628 genotype on IBT score. We

therefore only tested the association of temperament (IBT) with DRD2 SNP939

genotype and farm of origin. The data were analysed using the Univariate procedure

from the General Linear Model in SPSS (SPSS 16.0 V), with DRD2 genotype as a

factor (Calm genotype, Nervous genotype) and farm of origin as a factor (Billandri,

Merinotech, Grindon). Prior to analysis, all data were assessed for normality using the

Shapiro-Wilk test and for variance homogeneity using Bartlett’s test. The data in F0 and

F1 did not require transformation. Differences were considered significant at P < 0.05

and very significant at P < 0.01.

Heritability estimates of the two SNP genotypes for offspring temperament

The heritability of reactivity to isolation, as measured by isolation box test (IBT) score

(temperament phenotype), was analyzed according to the selection lines or on the basis

of the individual or combined genotypes for the DRD2 and CYP17 SNPs.

Parent-offspring regression and paternal half-sib correction were used to estimate the

heritability in the narrow sense.

Parent-offspring regression

: parent-offspring regression

O: values of offspring

: mid-parent value

h2 = = 2bOP (Dam-offspring regression)

Page 94: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 84

Paternal half-sib correction

C=(ΣΣx)2/N

h2=4t

t: paternal half-sib correction

MSb: inter-group mean square

MSw: intra-group mean square

k0: weighted average

n:number of groups

k:number of offspring in each group i:1,2,…n

N: total number of offspring C: corrected value

df = degree of freedom

dftotal = N-1

df inter-group = n-1

df intra-group = dftotal - df inter-group = N-n

6.5 Results

6.5.1 Distribution of the two SNPs genotypes in the temperament lines

The distributions of sheep carrying each genotype in both the F0 and F1 generations

were similar for all 3 farms, so we compared genotype frequencies for the two

temperament lines across farms (Tables 6.2 and 6.3). In the F0, except for DRD2

SNP939 C/C for which the frequency was significantly higher in nervous group than

that in calm group, the frequencies of the other genotypes were similar between two

temperament lines (Tables 6.2 and 6.3). In the F1, the DRD2 SNP939 T/T genotype

wb

wb

MSkMSMSMSt

)1( 0

)(

11 2

0

i

ii k

kk

nk

Page 95: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 85

frequency in the calm line was double that in nervous line, and the T/C and C/C

genotype frequencies in the nervous line were both significantly higher than that in calm

line (Tables 6.2 and 6.3). The combined percentage of T/C and C/C genotypes was

around 70% (57.1%+14.3%) in nervous group. The CYP17 SNP628 A/A genotype

frequency in the nervous line was double that in calm line (Tables 6.2 and 6.3).

Table 6.2 The distribution of sheep with different genotypes for DRD2 SNP939 and CYP17

SNP628 in F0 calm and nervous phenotype groups from 3 different farms. Different lowercase

superscripts in the same line indicate difference at P < 0.05.

Nervous (n=56)

Calm (n=60)

Gene SNP Genotype Overall #1Farm #2Farm #3Farm

Overall #1Farm #2Farm #3Farm

N % N N N

N % N N N

DRD2 SNP939

T/T 19 33.93a 5 8 6 28 46.67a 7 13 8

T/C 23 41.07a 6 7 10 29 48.33a 13 8 8

C/C 14 25.00a 6 5 3

3 5.00b 0 1 2

CYD17 SNP628

A/A 19 33.93a 6 6 7

14 23.33a 5 6 3

A/G 29 51.79a 9 11 9

34 56.67a 13 9 12

G/G 8 14.29a 3 3 2

12 20.00a 5 4 3

Table 6.3 The distribution of sheep with different genotypes for DRD2 SNP939 and CYP17

SNP628 in F1 calm and nervous phenotype groups from 3 different farms. Different lowercase

superscripts in the same line indicate difference at P<0.05.

Nervous (n=56)

Calm (n=60)

Gene SNP Genotype Overall #1Farm #2Farm #3Farm

Overall #1Farm #2Farm #3Farm

N % N N N

N % N N N

DRD2 SNP939

T/T 16 28.57a 6 5 5 36 60.00b 14 13 9

T/C 32 57.14a 10 12 10 23 38.33b 9 7 7

C/C 8 14.29a 2 3 3

1 1.67b 0 1 0

CYP17 SNP628

A/A 20 35.71a 5 9 6

11 18.33b 3 4 4

A/G 30 53.57a 12 8 10

34 56.67a 13 12 9

G/G 6 10.71a 1 3 2

15 25.00b 7 5 3

Page 96: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 86

6.5.2 Effects of farm and genotype on behavioural reactivity (isolation box test) in

the F0 and F1 generations

There were no interactions between the DRD2 SNP939 genotype and farm of origin for

the isolation box test result (IBT) in either the F0 or F1 generation (P > 0.05; Table 6.4).

There was also no effect of farm of origin on IBT score in either F0 or F1 (P > 0.05;

Table 6.4). There was no main effect of DRD2 genotype in the F0 generation (P > 0.05;

Table 6.4) but there was a main effect of the DRD2 SNP939 genotype in the F1, with

higher isolation box scores in the sheep carrying nervous genotype (T/C + C/C) than the

sheep carrying calm genotype (T/T) (P < 0.05; Table 6.4).

Table 6.4 Effect of farm of origin and genotype on reactivity to isolation (IBT, mean ± s.e.) in

two generations of sheep (n = 116).

Item F0 F1

DRD2 SNP939 genotype

Calm 26.7 ± 3.6 22.6 ± 2.7 a

Nervous 32.1 ± 3.1 60.1 ± 3.3 b

Farm

Billandri 28.9 ± 3.2 35.5 ± 4.1

Merinotech

Grindon

28.7 ± 3.3

30.6 ± 3.0

41.6 ± 4.1

47.0 ± 4.6

P value

Genotype 0.263 0.010

Farm 0.944 0.175

Genotype × Farm 0.227 0.144

Different lowercase superscripts in the same column indicate difference at P < 0.05.

6.5.3 Heritability estimates

The heritability of reactivity to social isolation measured by the agitation score (IBT)

based on the phenotypic selection was 0.45. The heritability of reactivity to social

isolation was 0.50-0.60 for sheep carrying the DRD2 SNP939 genotype, 0.36-0.48 for

sheep carrying the CYP17 SNP628 genotype, and 0.62-0.76 for sheep carrying the

combination of the two SNPs (Table 6.5). Because all the sires were carrying the

CYP17 A/G genotype that is not associated with the temperament (Chapter 4), we only

estimated the heritability of DRD2 SNP939 genotypes from a sire perspective (Table

Page 97: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 87

6.6), and found that it was similar to estimates from a dam perspective (Table 6.5).

Table 6.5 Heritability, estimated by Dam-Offspring Regression, of the reactivity to social

isolation measured by the agitation score (IBT) based on the DRD2 SNP939 and CYP17

SNP628 genotypes.

Genotypes

Gene F0 (Dam) F1 N ΣOP ΣO ΣP ΣP2 h2

DRD2 T/T (calm) T/T (calm) 24 23396 785 623 26234 0.60

SNP939 C/T or C/C

(nervous)

C/T or C/C

(nervous)

41 117403 2119 2177 134781 0.50

T/T(calm) C/T (nervous) 12 23138 593 427 31407 0.24

C/T (nervous) T/T (calm) 11 12493 269 485 32263 0.12

CYP17

SNP628

A/A (nervous) A/A (nervous) 17 62092 1253 797 55559 0.36

G/G (calm) G/G (calm) 8 1128 94 113 2439 0.48

SNP939

+

SNP628

C/T or C/C

(nervous) +

A/A (nervous)

C/T or C/C

(nervous) +

A/A (nervous)

17 90430 1068 1278 122548 0.76

T/T (calm) +

G/G (calm)

T/T (calm) +

G/G (calm)

10

6355 239 215 8585 0.62

C/T (nervous) +

A/A (nervous)

T/T (calm) +

A/G (un.)

6 4787 93 294 19904 0.08

T/T (calm) +

G/G (calm)

C/T (nervous)

+ A/G (un.)

1 - - - - -

Page 98: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 88

Table 6.6 Heritability, estimated by Paternal half-sib correction, of the reactivity to social

isolation measured by the agitation score (IBT) based on the DRD2 SNP939 genotype.

Genotypes

Sires F1 n N ΣΣx ΣΣx2 Σ (Σx)2/ki h2

T/T(calm) T/T (calm) 5 33 676 20640 15462 0.60

C/T or C/C (nervous) C/T or C/C (nervous) 6 45 2596 163876 150508 0.56

T/T (calm) C/T (nervous) 5 14 570 40562 29640 0.40

C/T (nervous) T/T (calm) 6 19 597 21229 19464 0.36

6.6 Discussion

This study supports our general hypothesis that the phenotypic heritability of the

reactivity to social isolation, as measured by the agitation score (IBT), can be improved

by genetic selection based on the two SNP genotypes associated with temperament.

There was no effect of farm of origin on temperament (IBT) in either the F0 or F1

generations, an observation that is consistent with previous results showing little

influence of early management in extensive or semi-intensive farm systems on the

behaviours of lambs in the arena test (Goddard et al., 2000). In addition, environmental

influences during early rearing have been showed to have little effect on emotional

reactivity as measured by the isolation box test and arena test (Boissy et al., 2005).

However, early environmental conditions, particularly routine farm management

procedures such as shearing, vaccination, herding and handling, are known to be

stressful to gregarious livestock (Boissy and Neindre 1990; Bouissou et al., 2001; Fisher

and Matthews 2001) and can elicit fear and anxiety (Hargreaves and Hutson 1990a,

1990b; Wohlt et al., 1994; Boissy et al., 2005) during the procedures. They can also

influence the emotional reactivities or behaviours of sheep to other stressors

(Hargreaves and Hutson 1990b; Mateo et al., 1991; Markowitz et al., 1998). The

absence of a farm effect might reflect the fact that the livestock management systems

were essentially similar among the three farms. Moreover, previous studies have shown

that temperament is driven by genetic inheritance rather than by the environmental

influence in sheep (Bickell et al., 2009b) and also cattle (Phocas et al., 2006).

The estimated heritability of the reactivity to social isolation measured by the agitation

Page 99: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 89

score (IBT) based on the phenotypical selection (h2 = 0.45) was similar to that found

previously in animals that had also been selected for phenotype divergence in a

temperament trait in sheep (h2 = 0.41, Blache and Ferguson 2005), dairy cattle

(h2 = 0.40: O’Blesness et al., 1960, 0.45: Sato 1981, 0.53: Dickson et al., 1970), and

beef cattle (0.40: Shrode and Hammack 1971, 0.44-0.48: Stricklin et al., 1980).

However, other studies have reported lower values for sheep (h2 = 0.16: Hocking

Edwards et al., 2011, 0.20: Plush et al., 2011; Dodd et al., 2014) and cattle (0.22: Morris

et al., 1994; Neindre et al., 1995, 0.30-0.35: Burrow and Corbet 2000), mostly based on

unselected groups of animals.

This variation among studies in the heritability estimates could be explained by

differences in experimental design, behavioural tests and scoring systems, previous

experience of the animals, and the breeds used (Broucek et al., 2008). For example, in

the study by Boissy et al. (2005), the heritability estimate for the number of

vocalizations by sheep in response to isolation was 0.48 – a value close to our result

(h2 = 0.45) which is based on an agitation score that also includes vocalizations in

response to isolation. Some of the variation in the estimates of heritability could be

explained by the impact of environmental factors on the behavioural responses of the

animals. For example, the heritability of fear of humans was estimated to be 0.35 if the

fear of humans was measured by the flight speed upon exit from a handling chute,

whereas the heritability was 0.30 when fear of human was measured by the agitation

score in the chute (Burrow and Corbet 2000). Finally, the estimate heritability can be

affected by the age of the animal – in cattle, for example, the heritability of flight speed

in response to the fear of humans was 0.54 at 6 months and only 0.26 at 18 months of

age (Burrow et al., 1988).

To our knowledge, there have been no estimates of the heritability of temperament traits

based on SNP genotype. The present study suggests that genotypic selection can further

improve the heritability of this trait (agitation score, response to isolation). Indeed

selection based on the combination of DRD2 SNP939 and CYP17 SNP628 genotypes

was associated with the highest heritability. This outcome is not surprising because the

results verified yet again that DRD2 SNP939 and CYP17 SNP628 genotypes are

associated with the two temperaments. However, the heritability estimates in this study

were calculated on a small number of animals, so a larger study will be needed for full

Page 100: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 6 Heritability of behavioural reactivity to isolation based on the 2 SNPs 90

validation.

6.7 Conclusion

Compared to the phenotypic method for selection for temperament in sheep, the

genotypic method based on CYP17 SNP628 and DRD2 SNP939 appears to improve the

estimates of heritability. Our preliminary results support the conclusion that CYP17

SNP628 and DRD2 SNP939 could be used as the potential genetic markers for sheep

temperament selection.

Page 101: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 91

Chapter 7

Cognitive learning ability in Merino sheep with different DRD2

SNP939 genotypes

Page

7.1 Abstract 92

7.2 Introduction 93

7.3 Materials and Methods 94

7.3.1 Animals 94

7.3.2 Color visual discrimination 95

7.3.3 Spatial discrimination 96

7.4 Data analysis 97

7.5 Results 98

7.5.1 Color visual discrimination 98

7.5.2 Spatial discrimination 100

7.5.3 Behavioural reactivity during the tests 103

7.6 Discussion 103

7.7 Conclusion 109

Page 102: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 92

7.1 Abstract

Polymorphism in the D2 dopamine receptor (DRD2) has been implicated in variability

in cognitive function, such as behavioural flexibility and decision-making in humans.

Similarly, cognition is known to vary with emotional reactivity (temperament).

However, the effect of the interaction between emotional reactivity and DRD2

polymorphism on cognitive function is poorly understood. Using a sheep model in

which animals of ‘calm’ and ‘nervous’ temperament carry two different DRD2 SNP939

polymorphisms, we assessed cognitive capacity by simple visual discrimination, simple

spatial discrimination, and reversal learning of spatial discrimination. Neither genotype

was able to learn color visual discrimination within 48 discriminations, but both were

able to learn left-right spatial discrimination within 10 discriminations. Sheep with

DRD2 SNP939 T/T (‘calm’) genotype performed better in reverse spatial discrimination,

taking less time to learn the reversal task and committing significantly fewer errors, than

the sheep with DRD2 SNP939 C/C+C/T (‘nervous’) genotypes. The results suggest that,

in sheep, DRD2 SNP939 is involved in the behavioural flexibility that underpins spatial

learning, but is not involved in visual learning.

Key words: Merino sheep; DRD2 polymorphism; cognitive learning; DRD2 SNP939

Page 103: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 93

7.2 Introduction

In a challenging and continuously changing environment, a vital determinant of survival

is the ability to learn and memorize associations between a stimuli and actions, to make

appropriate decisions, and to adapt with appropriate behaviours (Provenza 1995;

Shettleworth 2001). The mechanisms that underpin these cognitive functions are

complex but there is increasing knowledge of the location of the brain regions and

neuronal pathways involved (Keil and Wilson 2000). The prefrontal lobe and striatum

are mainly responsible for attention and for directing the behaviour toward a given goal

in a given situation (Posner and Petersen 1990), so dys-regulation of these brain regions

is associated with cognitive disorders (Rubia et al., 1999; Castellanos and Tannock 2002;

Johansen et al., 2002). With respect to the neurotransmitters involved, dopamine is

considered important because it exerts a strong regulatory effect on neuronal activity in

the prefrontal cortex and striatum (Missale et al., 1998; Haber et al., 2000; Schultz

2002). Moreover, in humans, monkeys and rats, midbrain dopaminergic neurons that

project to the prefrontal cortex and striatum have been implicated in a variety of

cognitive and executive functions, including working memory (Cai and Arnsten 1997;

Floresco and Phillips 2001), behavioural flexibility (reversal learning and shifting of

attentional set; Owen et al., 1991, 1993; Birrell and Brown 2000) and decision-making

(Bechara et al., 2001; Winstanley et al., 2006). In the prefrontal cortex and striatum,

dopamine acts via several subtypes of receptor, with each subtype suggested to play a

specific role in various aspects of cognitive learning ability (Floresco and Magyar 2006).

In particular, subtype DRD2 and its polymorphisms have been linked to variability

amongst individual human and mice in decision-making, attention shifting, cognitive

learning and reversal learning (Smith et al., 1999; Kruzich and Grandy 2004; Lee et al.,

2007; Jocham et al., 2009).

Cognition is also thought to depend on emotional reactivity (or ‘temperament’; Mendl

1999; Erhard et al., 2004; Lansade and Simon 2010; Butts et al., 2013), with lower

levels of emotional activity associated with better performance in cognitive tasks such

as spatial learning, discrimination and recognition. However, the role of the dopamine

pathways in this interaction has never been tested. In the present study, we have

addressed the problem with the sheep model because it has: 1) a large brain with

human-like basal ganglia and a well-developed cerebral cortex (Jacobsen et al., 2010); 2)

Page 104: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 94

good visual and spatial discrimination and memory (Kendrick et al., 2001; Lee and

Fisher 2006; Morton and Avanzo 2011); and 3) a polymorphism in DRD2 that is

associated with temperament (Chapter 4 and 5).

In sheep, temperament is assessed with tests that quantify the behavioural responses to

the presence of a human and to social isolation (Murphy et al., 1994; Blache and

Ferguson 2005). These tests have allowed the definition of two phenotypes: ‘calm’

animals with a low behavioural reactivity and ‘nervous’ animals with high behavioural

reactivity (Murphy et al., 1994; Blache and Ferguson 2005; Beausoleil et al., 2008). We

have shown that the DRD2 SNP939 T/T genotype is preferentially associated with

‘calm’ temperament and the DRD2 SNP939 C/C and C/T genotypes are preferentially

associated ‘nervous’ temperament (Chapter 4 and 5), but we have not yet investigated

the effects of these polymorphisms on cognitive function.

We have therefore tested whether, for sheep carrying the DRD2 SNP939, the T/T

genotype, associated with ‘calm’ temperament, is better at learning than the ‘nervous’

C/C+C/T genotype. We used three paradigms: simple visual discrimination, simple

spatial discrimination, and reverse spatial learning. All of these tests have previously

been used to assess learning and short-term memory abilities in rats as well as sheep

(Conrad et al., 1996; Morton and Avanzo 2011; Johnson et al., 2012).

7.3 Materials and Methods

This experiment was carried out in accordance with the Australian Code of Practice for

the Care and Use of Animals for Scientific Purposes (8th Edition, 2013) and was

approved by the Animal Ethics Committee of The University of Western Australia under

RA/3/100/1252.

7.3.1 Animals

We used female Merino sheep (age 14 months; body mass 42.8 ± 2.1 kg) with known

DRD2 SNP939 genotypes: 12 sheep carried the DRD2 SNP939 C/C+C/T genotypes

associated with nervous temperament and 12 sheep carried the DRD2 SNP939 T/T

genotype associated with calm temperament. The sheep were housed at the UWA Farm

Ridgefield in a paddock-feedlot system where they had free access to food and water

Page 105: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 95

and could graze before and after testing, and throughout non-testing days.

7.3.2 Color visual discrimination

An apparatus comprising two identical testing units, previously described by Morton

and Avanzo (2011), was used to measure the capacity of an animal to learn one color out

of a choice of two (Figure 7.1). Each unit measured 2.4 × 7.2 m and comprised a

starting gate located in the middle of the front panel, and a testing area divided

longitudinally into two decision areas by a metal hurdle. The sheep could be locked in

the decision area using a rotating gate. The sheep exit the pen by the doors located at the

end of each decision area. At the end of each decision area, an A4 colored sheet of

cardboard was displayed 10 cm above a small feed trough (20 × 15 × 20 cm). The two

identical testing units were assembled back to front, so each sheep could be tested

multiple times by circling through the two units using corridors located at each end of

the block of units. The outsides of the units and testing pen were covered with hessian

to isolate the animal from external visual stimuli (Figure 7.1).

Figure 7.1 Top and side views of the design of the apparatus for testing the discrimination of

colour (based on Morton and Avanzo 2011). Two of the 2.4 m × 7.2 m areas were constructed

adjacent to each other but the testing areas (the grey in the top schema) were set at opposite ends.

Each testing pen comprised a central starting gate and two discrimination test areas divided

SS

SS

Entrance

Exit

Gate

7.2 m3 m1 m1 m

2.4 m2.4 m

GateStart pen Hurdle End pen

Discrimination test area

gate

Start door

Start door

Exit door

Exit doorExit

door

Exit door

Page 106: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 96

longitudinally by a metal barrier. The two discrimination stimuli (S) are located at the end of the

pen. After a sheep has made its choice (one side), the gate was closed behind it. After

consuming the reward (or after 1 min), the sheep exited through the exit gates located at the end

of the pen and was pushed into the end corridor so it start the next discrimination test in the

adjacent pen.

During the visual discrimination testing procedure, a pair of colored stimulus cards

(blue and yellow) was used, as previously described by Morton and Avanzo (2011). For

each individual sheep, one color was randomly associated with a food reward (25 g

lupin grain). Between discrimination trials, the stimulus cards were swapped to control

for biases towards the left or right side of the pen. The test began when the sheep

entered the start gate from where both stimuli could clearly be seen. The animals were

free to move in the test area towards either of the stimuli and, once past a designated

line (1 m from the stimulus cards), their decision was recorded, together with the delay

taken to the decision (seconds). Each sheep was tested for one minute (Morton and

Avanzo 2011) during which all behaviours (bleating, jumping, stamping) were recorded.

During the first 8 discrimination trials, animals that chose incorrectly (not the rewarded

color) were allowed to make a correction and then gently ushered to the correct side so

they could collect the food reward. In the following trials, once the choice had been

made, the gate was closed behind the sheep it was either allowed to eat the reward, if

the correct choice was chosen, or wait 20 seconds if the incorrect choice was chosen,

before being ushered onto the next discrimination trial. All sheep in both experimental

groups were subjected to 6 testing sessions of 8 discriminations. Sheep were considered

to have learned to discriminate when they reached 75% correct choice over 8

consecutive discriminations (one testing session), and at least 75% of the animals in

each group reached this criterion before commencing the reversal.

7.3.3 Spatial discrimination

This test made use of a Y-maze apparatus (Figure 7.2) with a starting gate leading into a

straight run (2.4 m long; Zone ‘A’) that split into two arms (each 2.4 m long; Zone ‘B’

and ‘C’), each with an exit gate located at the end.

Page 107: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 97

Figure 7.2 Schema of the Y-maze apparatus, adapted from the design of Kendrick et al. (1995).

The maze is divided in 3 zones (A, B and C). Feeders, either empty or containing the food

reward, were placed at the end of the two arms (zones ‘B’ and ‘C’).

Every side of the Y-maze was covered with hessian to isolate the animal from external visual

stimuli. The food reward was always placed in a feed bucket on the maze arm designated S+,

with an empty feed bucket placed on the incorrect arm (S–).

The test started when the sheep passed the starting gate into the run (A), from which it

had to make a choice within 1 min toward the left (B) or right (C) arms of the maze. The

animals were free to move around the maze through the different zones. We recorded

the time taken by the sheep to find and eat the food reward and the number of times the

sheep crossed the boundaries into different zones until it had found and started eating

the reward. One half of each treatment group was trained to find the reward on one side

of maze and the other half trained to find it on the other side. A sheep was considered to

have achieved spatial discrimination (or to have learned to take the correct side) when it

had made 4 consecutive correct choices. Each animal was allowed a maximum of 24

attempts. After at least 80% of each group had reached the criterion for success, the

animals were tested for reverse spatial discrimination by swapping the location of the

reward. The same criterion was used to assess success in the reversal discrimination.

7.4 Data analysis

Data were analyzed using SPSS (16.0 V). A two-factor ANOVA for repeated

measurements in the General Linear Model was used to analyze the data with trials as

Start box

Exit gate

Gate

Zone A

Zone B

Zone C

Left feeder

2.4m

2.4m

0.7m

Right feeder

Page 108: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 98

the repeated measure, genotype as a factor and order and day of trial as blocking factors.

Prior to analysis, all data were assessed for normality using the Shapiro-Wilk test and

for homogeneity of variance using Bartlett’s test. Where data were normally distributed

and where variance was homogenous, the data were compared using Tukey’s post-hoc

tests. The data for total time (s) in the spatial discrimination test was transformed using

a cosine function and the other sets of data (average delays (s) to decision in the simple

visual discrimination test, total time in the spatial reversal test, number of errors in the

spatial and reversal tests) were transformed using Blom’s formula in the transformation

program in the software. Given the observed differences in standard deviations across

the conditions, Maulchy's test of sphericity was used to test whether variances and

covariances of the within-subject variables were equal. If the test was significant (P <

0.05) for each factor and for the interactions, it indicated a violation of the ANOVA

assumption for compound symmetry, and a more conservative Greenhouse-Geisser

(G-G) F-test was used. Differences were considered significant at P < 0.05 and highly

significant at P < 0.01.

7.5 Results

7.5.1 Color visual discrimination

Neither group reached the criterion of 75% correct choice within 48 discriminations

(Figure 7.3) so, under the 75% criterion, neither would be classified as successful at

color visual discrimination, although the percentages of correct choices for the two

groups differed (53 ± 2.6% vs 39 ± 2.1%; F1,10 = 5.188; P = 0.035).

Page 109: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 99

Figure 7.3 Performance of sheep either carrying the DRD2 variant C/C+C/T (black circle) or

the T/T (open circle) at nucleotide position 929 in the two-choice colour discrimination task.

Each point represents the mean (± S.E.; N = 12) number of correct choices made in a testing

sessions comprising 8 discrimination trials.

The average delays to decision were similar for the two genotypes in each session of 8

discrimination trials (P > 0.05; Table 7.1). There was no genotype effect (F1, 142

(Greenhouse-Geisser) = 0.000; P = 0.997) and no interaction between time (session) and

genotype (F5, 138 (Greenhouse-Geisser) = 0.565; P = 0.685). However, there was an

effect of time (trials) within group (C/C+C/T: F5, 66 = 4.628, P = 0.041; T/T: F5, 66 =

4.021, P = 0.045; Table 7.1), with both groups performing the task significantly faster in

the last session (Session 6) than in the first session.

Table 7.1 The effect of DRD2 SNP939 genotype on the average delay (s) to decision during the

visual discrimination test (mean ± S.E.; N = 12). Lowercase subscripts that differ between

testing sessions within group (in the same column) indicate P < 0.05 (each session = 8

discriminations).

Cor

rect

cho

ice

(%)

Test session

100

90

80

70

60

50

40

30

20

01 2 3 4 5 6

Page 110: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 100

DRD2 SNP939 Genotype

Test session C/C/+C/T T/T F1, 22 P

1 8.6 ± 1.99a 8.0 ± 1.83a 0.178 0.687

2 5.3 ± 0.73ab 5.9 ± 1.00ab 0.262 0.602

3 4.5 ± 0.75ab 5.1 ± 0.75ab 0.608 0.405

4 4.7 ± 0.75ab 6.3 ± 1.55ab 1.182 0.284

5 4.7 ± 0.99ab 4.4 ± 1.03ab 0.031 0.865

6 2.8 ± 0.11b 2.9 ± 0.21b 0.402 0.534

F5, 66 4.628 4.021

P 0.041 0.045

7.5.2 Spatial discrimination

Two sheep from each group did not reach the criterion of spatial discrimination so we

analyzed the data for 10 sheep per group. There was no genotype effect (F1, 198

(sphericity assumed) = 1.366; P = 0.265) and no interaction between time (trial) and

genotype (F9, 190 (sphericity assumed) = 0.373; P = 0.946) for the total time (s) taken to

complete the initial spatial discrimination test. With all trials combined, there were no

differences between the two genotypes in the time taken to complete the test (P > 0.05;

Table 7.2). However, there was an effect of trial within genotype (C/C+C/T: F9,90 =

5.208, P = 0.033; T/T: F9,90 = 6.081, P = 0.025; Table 7.2) in both groups, with less time

taken to complete the task in Trial 4 than in Trial 1 (Table 7.2). There was no genotype

effect (F1, 198 (Greenhouse-Geisser) = 0.028; P = 0.870) and no interaction between time

(trial) and genotype (F9, 190 (Greenhouse-Geisser) = 2.361; P = 0.071) for the number of

choice errors in the test. Apart from the first trial, there were no differences between

genotypes in the number of error choices (P > 0.05; Table 7.2). In Trial 7, sheep with

C/C+C/T genotype reached the learning criterion (error choice = 0) because they ran

straight toward the correct side (Table 7.2), whereas sheep with the T/T genotype

reached the learning criterion in Trial 6 (Table 7.2),

Page 111: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 101

Table 7.2 The effect of DRD2 SNP939 genotype (C/C/+C/T versus T/T) on the total time (s)

taken to complete the spatial discrimination test and the number of choice errors (mean ± S.E.;

N = 10). Different uppercase superscripts in the same line (between the two groups for each trial)

indicate P < 0.05. Different lowercase superscripts in the same column (between trials within

each group) indicate P < 0.05.

Time (s) Number of Errors

Trial C/C/+C/T T/T F1, 18 P C/C/+C/T T/T F1, 18 P

1 19.7 ± 4.74a 25.1 ± 5.43a 0.498 0.491 0.6 ± 0.16bA 1.3 ± 0.26aB 5.188 0.035

2 11.2 ± 2.99ab 14.0 ± 6.43ab 0.126 0.728 0.5 ± 0.27b 0.5 ± 0.34b 0.000 1.000

3 11.6 ± 4.78ab 14.0 ± 9.12ab 0.052 0.823 0.4 ± 0.31b 0.1 ± 0.10b 0.871 0.363

4 7.4 ± 1.89b 7.7 ± 2.05b 0.012 0.915 0.0 ± 0.00b 0.1 ± 0.10b 1.000 0.331

5 4.1 ± 0.16b 5.2 ± 0.51b 1.531 0.235 0.2 ± 0.13b 0.1 ± 0.10b 1.110 0.306

6 4.6 ± 0.27b 4.4±0.12b 0.792 0.388 0.2 ± 0.13b 0.0 ± 0.00b 2.250 0.151

7 4.8 ± 0.25b 5.5±0.37b 1.612 0.220 0.0 ± 0.00b 0.0 ± 0.00b

8 4.9 ± 0.22b 5.9±0.34b 2.723 0.116 0.0 ± 0.00b 0.0 ± 0.00b

9 4.9 ± 0.42b 5.9 ± 0.79b 1.282 0.272 0.0 ± 0.00b 0.0 ± 0.00b

10 4.7 ± 0.31b 4.7 ± 0.21b 0.003 0.956 0.0 ± 0.00b 0.0 ± 0.00b

F9,90 5.208 6.081 1.332 5.208

P 0.033 0.025 0.267 0.033

Reverse spatial discrimination

Two sheep from each group failed to reach the criterion for the reverse spatial

discrimination test, so we analyzed the data for 8 sheep per group. The sheep with

DRD2 SNP939 T/T genotype learned ran straight to the correct side with no error by

Trial 10, one trial earlier than the sheep with C/C+C/T genotype (Trial 11; Table 7.3).

There was a main effect of genotype (F1, 286 (Greenhouse-Geisser) = 8.423; P = 0.027)

and an interaction between time (trial) and genotype (F17, 270 (Greenhouse-Geisser) =

3.517; P = 0.035) for the time (s) taken to complete the task. Before Trial 10, in Trials 4,

5, 8 and 9, the two genotype groups differed in the time taken to complete the task (P <

0.05; Table 7.3).

There was an effect of trial within genotype (P < 0.05; Table 7.3): compared to the first

3 trials, the time taken to complete the task was shorter by Trial 5 in the SNP939 T/T

genotype, but did not become shorter until Trial 10 for the SNP939 C/C+C/T genotype.

There was a main effect of genotype (F1, 286 (Greenhouse-Geisser) = 6.569; P = 0.023)

and interaction between time (trial) and genotype (F17, 270 (Greenhouse-Geisser) = 2.646;

Page 112: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 102

P = 0.031) for the number of error choices in the test. The genotypes differed in the

number of errors in Trials 5, 6 and 7 (P < 0.05; Table 7.3). Compared the first 3 trials,

the number of errors fell by Trial 5 in the DRD2 SNP939 T/T genotype (P < 0.05; Table

3) but not until Trial 10 in the C/C+C/T genotype (P < 0.05; Table 7.3).

Table 7.3 The effect of DRD2 SNP939 genotype (C/C/+C/T versus T/T) on the time (s) taken to

complete the reverse spatial discrimination test and the number of error choices (mean ± S.E.; N

= 8). Different uppercase superscripts in the same line (between the two groups for each trial)

indicate P < 0.05. Different lowercase superscripts in the same column (between trials within

each group) indicate P < 0.05.

Time (s) Number of Errors

Trial C/C/+C/T T/T F1, 14 P C/C/+C/T T/T F1, 14 P

1 35.9 ± 2.06a 25.2 ± 3.80a 2.524 0.131 1.6 ± 0.32a 1.6 ± 0.26a 0.000 1.000

2 20.7 ± 4.55b 16.0 ± 2.68b 0.521 0.453 1.1 ± 0.12ab 1.1 ± 0.29ab 0.000 1.000

3 15.7 ± 3.26bc 14.5 ± 3.22bc 0.053 0.822 0.8 ± 0.16bc 0.9 ± 0.23bc 0.198 0.662

4 11.9 ± 1.03bcdA 7.9 ± 1.34cdB 5.228 0.031 0.8 ± 0.16bc 0.4 ± 0.18cd 2.328 0.149

5 10.2 ± 1.24cdA 5.8 ± 0.94dB 6.828 0.014 0.8 ± 0.16bcA 0.1 ± 0.12dB 6.348 0.019

6 9.6 ± 1.43cd 7.1 ± 1.29d 1.569 0.230 0.6 ± 0.18bcdA 0.1 ± 0.12dB 4.628 0.041

7 10.5 ± 1.37bcd 6.1 ± 0.86d 3.029 0.104 0.6 ± 0.18bcdA 0.1 ± 0.12dB 4.628 0.041

8 11.9 ± 1.60bcdA 6.1 ± 0.88dB 5.158 0.038 0.5 ± 0.19bcd 0.1 ± 0.12d 2.647 0.120

9 11.7 ± 2.07bcdA 5.4 ± 1.04dB 6.668 0.017 0.6 ± 0.18bcd 0.2 ± 0.16d 2.328 0.149

10 5.5 ± 0.44d 4.3 ± 0.35d 0.578 0.422 0.1 ± 0.12d 0.0 ± 0.00d 0.981 0.334

11 4.9 ± 0.48d 4.8 ± 0.30d 0.029 0.895 0.0 ± 0.00d 0.0 ± 0.00d

12 5.4 ± 0.48d 4.7 ± 0.28d 1.601 0.226 0.0 ± 0.00d 0.0 ± 0.00d

13 4.8 ± 0.36d 4.9 ± 0.48d 0.020 0.907 0.0 ± 0.00d 0.0 ± 0.00d

14 4.7 ± 0.37d 4.6 ± 0.21d 0.025 0.883 0.0 ± 0.00d 0.0 ± 0.00d

15 4.5 ± 0.27d 4.8 ± 0.27d 0.561 0.424 0.0 ± 0.00d 0.0 ± 0.00d

16 4.5 ± 0.28d 4.5 ± 0.33d 0.001 0.991 0.0 ± 0.00d 0.0 ± 0.00d

17 4.1 ± 0.17d 4.7 ± 0.39d 2.050 0.179 0.0 ± 0.00d 0.0 ± 0.00d

18 4.4 ± 0.38d 4.6 ± 0.30d 0.379 0.637 0.0 ± 0.00d 0.0 ± 0.00d

F17, 126 9.058 7.412 6.347 8.439

P 0.008 0.012 0.019 0.010

Page 113: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 103

7.5.3 Behavioural reactivity during the tests

The C/C+C/T genotype paced significantly more than the T/T genotype during the

visual discrimination test (P < 0.05; Table 7.4) and bleated significantly more during the

reverse spatial discrimination test (P < 0.05; Table 7.4). Both genotype groups showed

higher frequencies of jumping, stamping, pacing and, in particular, bleats during the

visual discrimination test than during both the initial spatial discrimination test and the

reverse spatial discrimination test (P < 0.05; Table 7.4). Compared to the initial spatial

discrimination test, sheep in the reverse spatial discrimination test showed more staring,

stamping, pacing and, in particular, more bleating (P < 0.05; Table 7.4). In the reverse

spatial discrimination test, there were more bleats in the C/C+C/T genotype than in the

T/T genotype (P < 0.05; Table 7.4), but the genotypes were similar in the initial spatial

discrimination test (P > 0.05; Table 7.4).

Table 7.4 The mean (± S.E.) frequency of behaviours in the two genotypes during the visual

discrimination test (N = 12), the initial spatial discrimination test (N = 10) and the reverse

spatial discrimination test (N = 8). Different lowercase superscripts in the same line (between

tests for each behaviour) indicate P < 0.05. Different uppercase superscripts in the same column

(between genotype groups within each test) indicate P < 0.05.

Behaviours

(items/min)

Visual

Discrimination

Spatial

discrimination

Reverse spatial

discrimination

DRD2 C/C+C/T

Bleating 7.9 ± 1.98a 0.7 ± 0.33b 3.2 ± 0.81Ac

Jumping 1.5 ± 1.06 0.0 ± 0.00 0.0 ± 0.00

Stamping 1.3 ± 1.16 0.0 ± 0.00 0.0 ± 0.00

Staring 0.3 ± 0.25 0.0 ± 0.00 0.3 ± 0.16

Pacing 3.0 ± 0.69Aa 0.3 ± 0.21b 0.5 ± 0.26b

DRD2 T/T

Bleating 5.3 ± 1.89a 0.0 ± 0.00b 1.00 ± 0.86Bb

Jumping 0.8 ± 0.32 0.3 ± 0.30 0.0 ± 0.00

Stamping 0.4 ± 0.33 0.0 ± 0.00 0.1 ± 0.12

Staring 0.5 ± 0.41 0.0 ± 0.00 0.0 ± 0.00

Pacing 0.5 ± 0.23B 0.2 ± 0.13 0.4 ± 0.18

7.6 Discussion

Page 114: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 104

The SNP DRD2 (SNP939) receptor appears to influence learning ability in animals with

different phenotypes for temperament. Both DRD2 genotypes were able to learn the

initial left-right spatial discrimination and the reverse spatial discrimination tasks, and

they both performed similarly in left-right spatial discrimination test, but sheep carrying

a T/T (calm) genotype performed better in reverse spatial discrimination, taking less

time to learn the task and committing fewer errors, than the sheep with C/C+C/T

(nervous) genotype. On the other hand, neither genotype was able to learn color visual

discrimination within 48 attempts. In no situation did the C/C+C/T (nervous) genotype

perform better than the T/T (calm) genotype, but the fact that the sheep were not able to

learn visual discrimination, yet were able to learn spatial discrimination, suggests that

we need to consider the adequacy of some of the tests in the context of this animal

model.

Similar differences in capacity to learn spatial and visual discrimination have been

reported for studies with pigs, cattle and horses (Wesley and Klopfer 1962; Rehkamper

and Gorlach 1997; Moustgaard et al., 2004; Murphy and Arkins 2007), and well as

earlier studies for sheep (Tanaka et al., 1995; Johnson et al, 2012). On the other hand,

several other studies from a variety of laboratories, including our own, have shown that

sheep can discriminate colors (Bazely and Ensor 1989; Bickell et al., 2011; Morton and

Avanzo 2011; Howery et al., 2013; Sena et al., 2013). The discrepancy among these

studies might be explained by: i) differences in behavioural reactivity when exposed to

stressors; ii) relevance of the stimulus; iii) attention towards the reward; iv) training

conditions. Below we consider each of these possibilities.

i) Behavioural reactivity when exposed to stressors

The behaviour of individuals, including cognitive learning, can be disrupted when

they are exposed to high levels of stress (Lyons et al., 1993; Boissy and Bouissou 1995;

Kleen et al., 2006; Conrad 2010; Simitzis et al., 2012; Sena et al., 2013). During testing

in the present study, the sheep were isolated from their flock-mates, one of the most

stressful situations for a social species and a factor known to influence performance in

cognitive tasks (Lyons et al., 1993; Boissy and Bouissou 1995). In addition, the sheep in

the present study had some contact with human investigators, another known stressor

(Romeyer and Bouissou 1992; Lyons et al., 1993; Boissy and Bouissou 1995).

Moreover, there could be an interaction between these two sources of stress because

Page 115: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 105

Lyons et al. (1993) found that sheep are more likely to react to human presence when

they are isolated from their conspecifics. It therefore seems likely that, during our visual

discrimination test, the sheep perceived significant potential threats, an explanation

supported by the locomotion and vocalization behaviours that we observed: jumping,

stamping, pacing and, especially, the large number of bleats. This raises the question of

why the same two groups were able to learn spatial discrimination. The spatial

discrimination testing followed visual discrimination testing, allowing the sheep a few

weeks of contact with the human (the same investigator), perhaps increasing familiarity

and reducing fear of both human presence and the novel environment. There is evidence

in the present study for this adaptation in the fear-related behaviours: in both genotype

groups, there was far less jumping, pacing, and bleating in the spatial discrimination

tests than in the visual discrimination test. Therefore, the high behavioural reactivities

elicited by the exposure to novelty (human, surroundings) and isolation from their

conspecifics is probably the main reason for their inability to learn the visual

discrimination. Further study is therefore needed with a modified test conducted in the

presence of conspecifics, in familiar surroundings, and thus without stress.

ii) Relevance of the stimulus

Many studies have suggested that sheep can visually discriminate among stimuli

that are highly relevant to survival, such as toxic and non-toxic food, and the distinctive

characteristics of their mates (Nowak and Lindsay 1992; Kendrick et al., 2001; Bickell

et al., 2011; Howery et al., 2013). It is also known that sheep can live in a small area

without the need for confinement by fences and then return to that area instinctively

after lambing and shearing (Hunter 1962; Gray 1996), suggesting that they have good

spatial memory. Good spatial memory is probably linked to survival and could explain

why the sheep in the present study were able to learn spatial discrimination within 10

trials, regardless of their DRD2 genotype. By contrast, the blue and yellow cards used in

the visual discrimination task might not be very relevant cues for sheep so an

association with the food reward was difficult for them to learn. However, in the study

by Morton and Avanzo (2011), the sheep could discriminate between blue and yellow,

the test colors used in the present study, and also green and purple, even when presented

in different shapes. The disagreements between the two studies could be explained by

differences in the breed. Morton and Avanzo (2011) used Welsh Mountain sheep while

we used Merino sheep and the breeds often differ in their behavioural characteristics

(Scott and Fuller 1965). Sheep breeds also differ in cognition, including the ability to

Page 116: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 106

discriminate between ewes and lambs (Shillito and Alexander 1975; Alexander 1977;

Nowak et al., 1987; Walser and Walters 1987; Nowak and Lindsay 1990).

iii) Attention towards the reward

It has been suggested that the amount of attention paid to a stimulus plays a vital

role in the learning of a cognitive task (Mendl 1999; Moustgaard et al., 2004). The key

element of any reward-based discrimination task is the motivation of the animal to

obtain the reward, so a highly motivational stimulus with little risk of distraction is

essential (Conrad 2010; Sena et al., 2013). Furthermore, the effectiveness of a food

reward as motivation can be diminished when the animal experiences stress or fear

(Hutson 1985). Mendl (1999) proposed that the most fearful animals shift their attention

away from their tasks, resulting in poor performance in those tasks. During the visual

discrimination test in the present study, the animals were agitated, judging from their

behaviour, so their attention appeared to be more focused on stressors (isolation, human

presence) than on the food reward. We were unable to control external auditory stimuli

because of the design of the test facility so the sheep were visually isolated from their

conspecifics but were nevertheless able to hear them in the background. This distraction

might have limited the test animal’s focus on the stimulus and the food reward.

iv) Training conditions

It seems that sheep need a great deal of training if they are to learn a visual

discrimination task, and that they might never learn. Johnson et al. (2012) found that

even 5 weeks of training was insufficient for them to learn visual discrimination, and

Tanaka et al. (1995) found that sheep needed 7 sessions of 30 discrimination trials (210

in total) to pass a criterion for shape discrimination. We trained our sheep for 48 trials,

so a longer training period might be needed to, for example, assess DRD2 genotypes. In

addition to the duration of training, habituation to the test environment might play a role.

Morton and Avanzo (2011) handled their sheep intermittently for 4 months and

habituated them to the test apparatus before they began formal testing, so their testing

environment was not novel. We could not follow this protocol because of the potential

effect of the DRD2 polymorphisms on novelty-seeking and fear-related behaviour.

Perception of our testing apparatus as novel by our sheep might explain their inability to

learn visual discrimination.

DRD2 polymorphism affected performance in the reversal of spatial learning test but

not the initial spatial memory task. This outcome could be explained by the specific

Page 117: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 107

association of different types of cognition (memory and reversal learning) with DRD1

and DRD2 subtypes of dopamine receptors, and the effect of a challenging environment

on individual differences in cognition learning.

DRD1 receptors and their polymorphisms have been linked to memory ability in

primates (Sawaguchi and Goldman-Rakic 1991, 1994; Williams and Goldman-Rakic

1995; Murphy et al., 1996; Muller et al., 1998). By contrast, in rodents, DRD2 receptors

and their polymorphisms are mainly associated with reversal learning (Ridley et al.,

1981; Smith et al., 1999; Kruzich and Grandy 2004; Lee et al., 2007; Cools et al., 2001,

2007; Jocham et al., 2009). Where DRD2 receptor polymorphisms have been shown to

be linked with working memory in mice and humans (Kellendonk et al., 2006; Xu et al.,

2007), the polymorphism loci differed from those described in our study. It seems that

the polymorphisms that we have been studying induce greater differences in reversal

learning capacity than in memory ability. In addition, individual differences in

behavioural response to environmental stimuli often become more evident when

individuals are presented with a more challenging environment (Broom 2001; Koolhaas

et al., 2010; Carere et al., 2010). The learning task in our spatial memory test was not as

challenging as the reverse spatial test, and the effect of polymorphisms on cognitive

function might have been expressed only during the more challenging reversal situation.

This would suggest that DRD2 polymorphisms might be involved in behavioural

flexibility (ie, the reversal task) in sheep, as indicated for humans (Jocham et al., 2009).

The sheep with SNP939 T/T genotype performed better in the spatial reversal task,

taking less time to learn and committing fewer errors, than the sheep carrying the

SNP939 C/C+C/T genotype. We interpret this outcome as being caused by the specific

association between the polymorphisms and temperament because temperament can

affect cognitive function (Mendl 1999; Erhard et al., 2004). The SNP939 T/T genotype

is associated with a lower level of behavioural reactivity to isolation and to presence of

a human (‘calm’), compared to the SNP939 C/C+C/T genotype (‘nervous’ sheep;

Chapter 4 and 5). The better learning performance of the SNP939 T/T genotype could

be due to their relative calmness since lower levels of emotional activity are associated

with better performance on cognitive tasks such as spatial learning, discrimination and

recognition (Mendl 1999; Erhard et al., 2004; Lansade and Simon 2010; Bickell et al.,

2011; Butts et al., 2013).

Page 118: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 108

In a stressful situation, nervous individuals may adopt an ‘active’ strategy characterized

by higher levels of locomotor activity and vocalizations, and higher activation of the

sympathetic-adrenal medullary and hypothalamic-pituitary-adrenal (HPA) systems, than

calm individuals (Clark et al., 1997; Beausoleil et al., 2008). The activation of the HPA

system under stress results in increased vigilance and, for example, increased scanning

of the environment (Dukas and Clark 1995; Boissy et al., 2005). Compared to the calm

T/T genotype sheep, the nervous C/C+C/T genotype sheep appeared to show a higher

level of activity and poorer ability to maintain attention on the task, as indicated by

longer time to learn the reversal task and the commitment of more errors.

The difference between the two genotypes in the activation of the HPA system could

have also contributed to the difference in performance during the reversal task because

an increase in cortisol secretion is associated with impaired memory and learning in

both humans and animals (de Quervain et al., 1998; Heffelfinger and Newcomer 2001;

Erhard et al., 2004). We did not measure cortisol during the present study because we

needed to avoid the disturbance of blood sampling, but we have previously shown that

nervous sheep have a greater cortisol response to exposure to accumulated stressors than

calm sheep (Hawken et al., 2013).

Finally, temperament involves the way in which individuals perceive and react to

fear-eliciting events (Boissy and Bouissou 1995; Broom 2001; Carere et al., 2010), so it

is logical that a similarly challenging environment is needed to reveal differences

between temperament groups in cognitive ability. In the present study, the reverse

spatial test in fits the classification of ‘challenging’, as evidenced by the ‘nervous’

C/C+C/T genotype sheep emitting more bleats than the ‘calm’ T/T genotype sheep,

whereas the two genotypes emitted similar numbers of bleats in the initial spatial

discrimination test.

In recent years, polymorphisms in two other genes, BDNF (brain-derived neurotrophic

factor) and COMT (catechol-O-methyltransferase), have been associated with cognitive

function in humans (Rybakowski et al., 2003; Barnett et al., 2008; Miyajima et al., 2008;

de Frias et al., 2010). BDNF is a potent modulator of synaptic transmission and

plasticity in the central nervous system (Barnett et al., 2008) and COMT is an enzyme

Page 119: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 7 Cognitive learning ability in sheep with DRD2 genotypes 109

involved in the metabolic degradation of released dopamine (Rybakowski et al., 2003).

Our study strongly suggests a role for DRD2 polymorphism in reversal learning, but

roles for polymorphisms of COMT and BDNF, and possibly other genes, in cognition in

sheep still remain to be investigated.

7.7 Conclusion

In sheep, it was technically difficult to measure or demonstrate differences between

DRD2 SNP939 genotypes with our simple test of visual discrimination, but our test of

reverse spatial learning, a challenging situation, clearly indicated an association between

DRD2 SNP939 genotype and cognitive learning ability. Sheep with the DRD2 SNP939

T/T genotype, associated with a ‘calm’ temperament, adapt better to spatial challenges

in their environment than sheep with the DRD2 SNP939 C/C+C/T genotype, associated

with a ‘nervous’ temperament.

Page 120: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 8 General Discussion 110

Chapter 8

General Discussion

This thesis supports the general hypothesis that polymorphisms of specific genes are

associated with differences in behavioural reactivity and physiological response

(cortisol secretion) in sheep of calm and nervous temperament. First, in the UWA

Merino temperament flock, for the four candidate genes, I detected five SNPs and

identified two of them are associated with temperament. One SNP controls

glucocorticoid synthesis (CYP17 SNP628) and has previously been described in South

African sheep (Storbeck et al., 2009); the other SNP controls dopamine receptor 2 (DRD2

SNP939). Using a flock of sheep that had not been selected on temperament phenotype,

I verified that these two SNPs are actually associated with differences in behavioural

reactivity and physiological response. Finally, I estimated the heritability of the

reactivity to isolation (one measurement of temperament) based on these two SNPs and

looked at the association of DRD2 SNP939 with cognitive learning ability, and was able

to further verify that the two SNPs can be used as genetic markers for prediction of

temperament in sheep.

Temperament affects reproduction, production and welfare in sheep, so selection for

temperament could improve the productivity of the wool and sheep-meat industries.

Compared to the current phenotypic selection method, a complex and time-consuming

process, a genotypic method is quicker and easier and will therefore save time and

labour. Moreover, genotype selection will provide useful contributions to our

understanding of animal breeding, welfare, and conservation, for animals in the wild as

well as those in production systems. However, before launching into an industry-wide

breeding program, some issues need to be clarified. Most importantly, the results of

genetic association study can be affected by uncontrolled factors, such as gender,

methodology, gene-gene and gene-environment interactions.

Gender has always been seen as an important factor because most studies have shown

that gender can affect personality and temperament, and behavioural reactivity to

stressors, as shown for humans and rats (Cailhol and Mormede 1999; Costa Jr et al.,

Page 121: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 8 General Discussion 111

2001; Louvart et al., 2005; Slotten et al., 2006; Else-Quest et al., 2006). Some studies

disagree (Desautes et al., 1997; McManis et al., 2001; Weiss et al., 2004) but the general

consensus is that gender must be considered. In our breeding program, we retain very

few males so we could not include gender in the design. We thus only investigated

female sheep and this might explain we failed to find an association between our

MAOA SNPs and temperament. Indeed, MAOA activity seems to differ between

genders (Murphy et al., 1976): except for one study (Deckert et al., 1999), an

association between MAOA polymorphism and behavioural reactivity has been detected

in males but not females (Hsu et al., 1996; Manuck et al., 2000; Caspi et al., 2002; Saito

et al., 2002; Cohen et al., 2003; Newman et al., 2005; Jin et al., 2006; Nilsson et al.,

2006, 2007; Roohi et al., 2009). Gender could also affect the association between

CYP17 SNP628 genotypes and behavioural reactivity in the same way, thus explaining

the lack of such association in our female sheep and its presence in rams (Hough 2012).

Therefore, it is very important to test the effect of gender on the association of the two

SNPs with behavioural reactivity in future.

We detected our five SNPs only on basis of the mRNA sequence of the candidate genes.

Other regions of each gene, including the promoter region, the 5’- and 3’- untranslated

regions, and the introns could also affect the phenotype. For example, the previously

mentioned SNP218 (A/C) in Intron 7 and the SNPs in the promoter region of the TPH

gene, the -141C insertion/deletion in the promotor of DRD2 gene, the 30 bp repeats

polymorphism in the promoter, and a 128-bp allele in Intron 4 of the MAOA gene, have

all been found to be associated with substance addiction, aggressiveness, impulsiveness,

panic disorder, depression and antisocial behaviours (Nolan et al., 2000; Jonsson et al.,

2003; Newman et al., 2005; Liu et al., 2006; Wendland et al., 2006; Hong et al., 2008b;

Beaver et al., 2013; Gallardo-Pujol et al., 2013). Our study is a major step towards an

understanding of the association of polymorphisms in the candidate genes with the

temperament, but polymorphisms in other regions of the same genes now need to be

investigated.

In humans, temperament is thought to be an important sub-system of personality (Corr

2009) and is conceptualized in nine broad dimensions: level of activity,

approach/withdrawal, intensity, threshold, adaptability, rhythmicity, mood, persistence

of attention span, and distractibility (Thomas and Chess 1977). A similar sub-system

Page 122: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 8 General Discussion 112

could exist in animal personality (Reale et al., 2007; Gosling 2008; Weinstein et al.,

2008). Temperament has complex traits that include perception, emotion and behaviours

in both humans and animals. With respect to the effect of genes on emotional disorders

or behaviours, except for Huntington’s disease which is known to be single-gene effect

(Gusella et al., 1983), polygenic effects determine emotional disorders or behaviours,

including attention deficit hyperactivity, depression, substance addiction, aggression,

impulsiveness and novelty seeking, all of which are included under the temperament

‘umbrella’ (Bah Rosman 2008; Corr 2009).

In this thesis, we used an association study to investigate the four candidate genes that

were most likely to be associated with the well-characterised physiological and

behavioural differences between the ‘calm’ and ‘nervous’ lines that we have been

studying for many years. We found only two SNPs that were associated with the

temperament phenotype, so an obvious question is whether there are other genes or gene

polymorphisms associated the temperament. In addition to the genes in the HPA axis

and central neural system that we have focused on, others have been shown to be

involved in personality or temperament (Reif and Lesch 2003), but they have rarely

been studied in detail:

1) Noradrenergic genes – dopamineβ-hydroxylase (DBH; responsible for

norepinephrine synthesis), adrenergic receptor (ADRA2A) and norepinephrine

transporter (NET1), all suggested to play a role in ‘fight or flight’ response

(Major et al., 1980);

2) GABAergic genes – the GABA-A receptor gene has been shown to be involved

in anxiety disorders (Crestani et al., 1999);

3) Nitric oxide (NO) synthase – the gene has been proposed to be associated with

aggressive and sexual behaviour (Nelson et al., 1995);

4) Human transcription factor (AP-2β) has shown to be related to aggression

(Damberg et al., 2000).

So these genes remain attractive as candidates for further research. As an approach, it

would probably be best to use a genome-wide association study (GWAS) to target the

whole genome as a means to identify and investigate more functionally relevant

polymorphisms. This is our future goal for improving our knowledge of the specific

genes associated with temperament.

Page 123: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 8 General Discussion 113

There is an increasing number of studies investigating the relative contributions of

genes, environment and other factors to phenotype variance. Gartner (1990) was able to

show that some non-genetic variability was due to an epigenetic modification.

Epigenetic mechanisms, in which genes are modified by methylation and acetylation

without changing the DNA sequence, might also change gene expression in a way that

affects temperament phenotype. Evidence of the epigenetic mediated sources of

variation in genetically identical organisms can be found in the examples of human

twins (Fraga et al., 2005) and in isogenic mice (Morgan et al., 1999; Rakyan et al.,

2003). Traditionally, it has been thought that the epigenetic modification is set up

during cell differentiation and embryonic morphogenesis before birth, and after birth,

during the maturation of the germ line, gametes re-program their epigenetic status by

erasing the old and re-establishing a new epigenetic profile (Monk et al., 1987; Oswald

et al., 2000; Mayer et al., 2000; Surani 2001; Wong et al., 2005). Therefore, both

prenatal and postnatal challenges could induce epigenetic changes (Jablonka and Lamb

1995; Surani 2001; Sutherland and Costa 2003; Waterland and Jirtle 2003). A study by

Weaver et al. (2004) indicated that maternal behaviour can induce the epigenetic

modification (DNA methylation) of the gene for the cortisol receptor and therefore

affect the stress response in the offspring. Other studies have produced evidence that

epigenetic regulation of the expression of genes for the key steroidogenic enzymes (e.g.

CYP17) can affect steroid hormone biosynthesis and action (Martinez-Arguelles and

Papadopoulos 2010). In addition, there are indications that epigenetic modification

(DNA methylation) of the DRD2 gene plays a role in the regulation of DRD2

expression (Popendikyte et al., 1999; Frieling et al., 2010) and that such modifications

are associated with the psychiatric disorders and behaviours, such as schizophrenia,

bipolar disorder, eating disorder (Abdolmaleky et al., 2005, 2008; Frieling et al., 2010).

Therefore, we need to explore whether epigenetic modification of the two genes

associated with temperament in our sheep, CYP17 and DRD2, is associated with the

cortisol response and behavioural reactivity (temperament).

In conclusion, CYP17 SNP628 and DRD2 SNP939 are associated with temperament in

sheep. The DRD2 variant is specifically associated with behavioural reactivity and

cognitive learning ability, and the CYP17 variant is specifically associated with the

physiological cortisol response. These observations lead to the conclusion that the

Page 124: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Chapter 8 General Discussion 114

combination of DRD2 SNP939 C allele and the CYP17 SNP628 A/A genotype could be

used as a genetic marker for prediction of nervous temperament, whereas the

combination of DRD2 SNP939 T/T and CYP17 SNP628 G/G could be used as a genetic

marker for calm temperament. With these two SNPs, calm animals could be selected

and potentially be better adapted to intensive conditions whereas nervous animals could

be selected as better adapted to an extensive environment. Therefore, it is possible to

select sheep for temperament using a genotypic method instead of the complex and

time-consuming phenotypic method. Future studies using GWAS are needed to

investigate the association of other regions of these candidate genes, or other genes

along the HPA axis and central nervous systems, with temperament in sheep so we can

better understand the genetic association with temperament.

Page 125: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 115

References

Abdolmaleky, H. M., Smith, C. L., Zhou, J. R., Thiagalingam, S. (2008). Epigenetic

alterations of the dopaminergic system in major psychiatric disorders. In

Pharmacogenomics in Drug Discovery and Development. Humana Press. pp.

187-212.

Abdolmaleky, H. M., Thiagalingam, S., Wilcox, M. (2005). Genetics and epigenetics in

major psychiatric disorders. American Journal of Pharmacogenomics, 5: 149-160.

Alexander, G. (1977). Role of auditory and visual cues in mutual recognition between

ewes and lambs in Merino sheep. Applied Animal Ethology, 3: 65-81.

Anonymous. (2005). Merino S.A. http:// www.studbook.co.za/society/ merino/ history. asp.

Baca-Garcia, E., Salgado, B. R., Segal, H. D., Lorenzo, C. V., Acosta, M. N., Romero,

M. A., et al. (2005). A pilot genetic study of the continuum between compulsivity

and impulsivity in females: The serotonin transporter promoter polymorphism.

Progress in Neuro-Psychopharmacology and Biological Psychiatry, 29: 713-717.

Baerwald, C. G. O., Mok, C. C., Fife, M. S., Lau, C. S., Wordsworth, B. P., Ollier, B.,

Panayi, G. S., Lanchbury, J. S. (1999). Distribution of corticotropin-releasing

hormone promoter polymorphism in different ethnic groups: Evidence for natural

selection in human populations. Immunogenetics, 49: 894-899.

Bah Rosman, J. (2008). Influence of serotonin-related genes on behavior and body

weight. Sweden: University of Gothenburg.

Bailey, J. N., Breidenthal, S. E., Jorgensen, M. J., McCracken, J. T., Fairbanks, L. A.

(2007). The association of DRD4 and novelty seeking is found in a nonhuman

primate model. Psychiatric Genetics, 17: 23-27.

Baldwin, D., Rudge, S. (1995). The role of serotonin in depression and anxiety.

International Clinical Psychopharmacology, 9: 41-45.

Barnett, J. H., Scoriels, L., Munafo, M. R. (2008). Meta-analysis of the cognitive effects

of the catechol-O-methyltransferase gene Val158/108Met polymorphism.

Biological Psychiatry, 64: 137-144.

Barr, C. L., Xu, C., Kroft, J., Feng, Y., Wigg, K., Zai, G., Tannock, R., Schachar, R.,

Malone, M., Roberts, W., Nothen, M. M., GrUnhage, F., Vandenbergh, D. J., Uhl,

G., Sunohara, G., King, N., Kennedy, J. L. (2001). Haplotype study of three

polymorphisms at the dopamine transporter locus confirm linkage to attention

-deficit/hyperactivity disorder. Biological Psychiatry, 49: 333-339.

Page 126: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 116

Barr, C. S., Dvoskin, R. L., Gupte, M., Sommer, W., Sun, H., Schwandt, M. L., Lindella

S. G., Kasckowc, J. W., Suomid, S. J., Goldmanb, D., Higleye, J. D., Heilig, M.

(2009). Functional CRH variation increases stress-induced alcohol consumption in

primates. Proceedings of the National Academy of Sciences, 106: 14593-14598.

Bazely, D. R., Ensor, C. V. (1989). Discrimination learning in sheep with cues varying

in brightness and hue. Applied Animal Behaviour Science, 23: 293-299.

Beausoleil, N. J., Blache, D., Stafford, K. J., Mellor, D. J., Noble, A. D. L. (2008).

Exploring the basis of divergent selection for “temperament” in domestic sheep.

Applied Animal Behaviour Science, 109: 261-274.

Beaven, D. W., Espiner, E. A., Hart, D. S. (1964).The suppression of cortisol secretion

by steroids, and response to corticotrophin in sheep with adrenal transplants. The

Journal of Physiology, 171: 216-230.

Bechara, A., Dolan, S., Denburg, N., Hindes, A., Anderson, S. W., Nathan, P. E. (2001).

Decision-making deficits, linked to a dysfunctional ventromedial prefrontal cortex,

revealed in alcohol and stimulant abusers. Neuropsychologia, 39: 376-389.

Beerda, B., Schilder, M. B., van Hooff, J. A., de Vries, H. W., Mol, J. A. (1998).

Behavioural, saliva cortisol and heart rate responses to different types of stimuli in

dogs. Applied Animal Behaviour Science, 58: 365-381.

Beerda, B., Schilder, M. B., Bernadina, W., van Hooff, J. A., de Vries, H. W, Mol, J. A.

(1999). Chronic stress in dogs subjected to social and spatial restriction. II.

Hormonal and immunological responses. Physiology and Behavior, 66: 243-254.

Bennett, P. J., McMahon, W. M., Watabe, J., Achilles, J., Bacon, M., Coon, H., Grey, T.,

Keller, T., Tate, D., Tcaciuc, I., Workman, J., Gray, D. (2000).Tryptophan

hydroxylase polymorphisms in suicide victims. Psychiatric Genetics, 10: 13-17.

Bennett, A. J., Lesch, K. P., Heils, A., Long, J. C., Lorenz, J. G., Shoaf, S. E., Higley, J.

D. (2002). Early experience and serotonin transporter gene variation interact to

influence primate CNS function. Molecular Psychiatry, 7: 118-122.

Berman, S. M., Noble, E. P. (1997). The D2 dopamine receptor (DRD2) gene and

family stress: Interactive effects on cognitive functions in children. Behavior

Genetics, 27: 33-43.

Beuving, G., Jones, R. B., Blokhuis, H. J. (1989). Adrenocortical and heterophil/

lymphocyte responses to challenge in hens showing short or long tonic immobility

reactions. British Poultry Science, 30: 175-184.

Page 127: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 117

Bickell, S. L., Nowak, R., Poindron, P., Sebe, F., Chadwick, A., Ferguson, D., Blache,

D. (2009a). Temperament does not affect the overall establishment of mutual

preference between the mother and her young in sheep measured in a choice test.

Developmental Psychobiology, 51: 429-438.

Bickell, S. L., Poindron, P., Nowak, R., Chadwick, A., Ferguson, D., Blache, D.

(2009b). Genotype rather than non-genetic behavioural transmission determines

the temperament of Merino lambs. Animal Welfare, 18: 459-466.

Bickell, S.L., Nowak, R., Poindron, P., Chadwick, A., Ferguson, D., Blache, D. (2011).

Challenge by a novel object does not impair the capacity of ewes and lambs

selected for a nervous temperament to display early preference for each other.

Animal Production Science, 51: 575-581.

Binder, E. B., Nemeroff, C. B. (2010). The CRF system, stress, depression and

anxiety-insights from human genetic studies. Molecular Psychiatry, 15:574-588.

Birrell, J. M., Brown, V. J. (2000). Medial frontal cortex mediates perceptual attentional

set shifting in the rat. The Journal of Neuroscience, 20: 4320-4324.

Blache, D., Ferguson, D. (2005). Genetic estimates for temperament traits in sheep

breeds. Final report AHW.140. Meat and Livestock Australia. Sydney. p18.

Blache, D., Bickell, S. L. (2010).Temperament and reproductive biology: emotional

reactivity and reproduction in sheep. Revista Brasileira de Zootecnia, 39: 401-408.

Blache, D., Bickell, S.L. (2011). External and internal modulators of sheep reproduction.

Reproductive Biology, 11: 61-77.

Blier, P., de Montigny, C. (1999). Serotonin and drug-induced therapeutic responses in

major depression, obsessive-compulsive and panic disorders.

Neuropsychopharmacology, 21: 91-98.

Blier, P., Ward, N. M. (2003). Is there a role for 5-HT 1A agonists in the treatment of

depression?. Biological Psychiatry, 53: 193-203.

Blomeyer, D., Treutlein, J., Esser, G., Schmidt, M. H., Schumann, G., Laucht, M.

(2008). Interaction between CRHR1 gene and stressful life events predicts

adolescent heavy alcohol use. Biological Psychiatry, 63: 146-151.

Blum, K., Braverman, E. R., Wu, S., Cull, J. G., Eisenberg, A., Sherman, M., Schnautz,

N., Comings, D. E. (1997). Association of polymorphisms of dopamine D2

receptor (DRD2), and dopamine transporter (DAT1) genes with schizoid/ avoidant

behaviors (SAB). Molecular Psychiatry, 2: 239-246.

Blum, K., Liu, Y., Shriner, R., S Gold, M. (2011). Reward circuitry dopaminergic

Page 128: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 118

activation regulates food and drug craving behavior. Current Pharmaceutical

Design, 17: 1158-1167.

Boissy, A. (1995). Fear and fearfulness in animals. The Quarterly Review of Biology,

70: 165-191.

Boissy, A., Bouissou, M. F. (1995). Assessment of individual differences in behavioural

reaction of heifers exposed to various fear-eliciting situations. Applied Animal

Behaviour Science, 46: 17-31.

Boissy, A., Bouix, J., Orgeur, P., Poindron, P., Bibe, B., Neindre, P. L. (2005). Genetic

analysis of emotional reactivity in sheep: effects of the genotypes of the lambs and

of their dams. Genetics Selection Evolution, 37: 381-401.

Boissy, A., Fisher, A. D., Bouix, J., Hinch, G. N., Neindre, L. P. (2005). Genetics of

fear in ruminant livestock. Livestock Production Science, 93: 23-32.

Boissy, A., Neindre, L. P. (1990). Social influences on the reactivity of heifers:

implications for learning abilities in operant conditioning. Applied Animal

Behaviour Science, 25: 149-165.

Bouissou, M. F., Boissy, A., Neindre, L. P., Veissier, I. (2001).The social behaviour of

cattle, in: Keeling L.J., Gonyou H.W. (Eds.). Social Behaviour in Farm Animals,

CABI Publishing, Wallingford, UK, pp. 113-145.

Bradley, R. G., Binder, E. B., Epstein, M. P., Tang, Y., Nair, H. P., Liu, W., Gillespie,

C. F., Berg, T., Evces, M., Newport, D. J., Stowe, Z. N., Heim, C. M., Nemeroff, C.

B., Schwartz, A., Cubells, J. F., Ressler, K. J. (2008). Influence of child abuse on

adult depression: moderation by the corticotropin- releasing hormone receptor gene.

Archives of General Psychiatry, 65: 190-200.

Brookes, A. J. (1999). The essence of SNPs. Gene, 234: 177-186.

Broom, D. M. (2001). Coping with Challenge. Report of the 87th Dahlem Workshop on

Coping with Challenge-Welfare in Animals Including Humans. Dahlem University

Press, Berlin, Germany.

Broucek, J., Uhrincat, M., Soch, M., Kisac, P. (2008). Genetics of behaviour in cattle.

Slovak Journal of Animal Science, 41: 166-172.

Brown, D. J., Fogarty, N. M., Iker, C. L., Ferguson, D. M., Blache, D., Gaunt, G. M.

(2015). Genetic evaluation of maternal behaviour and temperament in Australian

sheep. Animal Production Science. http://dx.doi.org/10.1071/AN14945.

Brozoski, T. J., Brown, R. M., Rosvold, H. E., Goldman, P. S. (1979). Cognitive deficit

caused by regional depletion of dopamine in prefrontal cortex of rhesus monkey.

Page 129: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 119

Science, 205: 929-932.

Brunner, D., Hen, R. (1997). Insights into the neurobiology of impulsive behavior from

serotonin receptor knockout mice. Annals of the New York Academy of Sciences,

836: 81-105.

Brunner, H. G., Nelen, M., Breakefield, X. O., Ropers, H. H., van Oost, B. A. (1993).

Abnormal behavior associated with a point mutation in the structural gene for

monoamine oxidase A. Science, 262: 578-580.

Brunner, H. G., Nelen, M. R., van Zandvoort, P., Abeling, N. G., van Gennip, A. H.,

Wolters, E. C., Kuiper, M. A., Ropers, H. H., van Oost, B. A. (1993). X-linked

borderline mental retardation with prominent behavioral disturbance: phenotype,

genetic localization, and evidence for disturbed monoamine metabolism. American

Journal of Human Genetics, 52: 1032-1039.

Brush, F. R., Baron, S., Froehlich, J. C., Ison, J. R., Pellegrino, L. J., Phillips, D. S.,

Williams, V. N. (1985). Genetic differences in avoidance learning by Rattus

norvegicus: Escape/avoidance responding, sensitivity to electric shock,

discrimination learning, and open-field behavior. Journal of Comparative

Psychology, 99: 60.

Burdick, N. C., Carroll, J. A., Hulbert, L. E., Dailey, J. W., Willard, S. T., Vann, R. C.,

Welsh Jr, D. H., Randel, R. D. (2010). Relationships between temperament and

transportation with rectal temperature and serum concentrations of cortisol and

epinephrine in bulls. Livestock Science, 129: 166-172.

Burrow, H. M., Corbet, N. J. (2000). Genetic and environmental factors affecting

temperament of zebu and zebu-derived beef cattle grazed at pasture in the ropics.

Crop and Pasture Science, 51: 155-162.

Burrow, H. M., Seifert, G. W., Corbet, N. J. (1988). A new technique for measuring

temperament in cattle. Proceedings of the Australian Society of Animal Production,

17: 155.

Burrow, H. M. (1997). Measurements of temperament and their relation-ships with

performance traits of beef cattle. Animal Breeding, 65: 477-495.

Butts, K. A., Floresco, S. B., Phillips, A. G. (2013). Acute stress impairs setshifting but

not reversal learning. Behavioural Brain Research, 252: 222-229.

Cai, J. X., Arnsten, A. F. (1997). Dose-dependent effects of the dopamine D1 receptor

agonists A77636 or SKF81297 on spatial working memory in aged monkeys.

Journal of Pharmacology and Experimental Therapeutics, 283: 183-189.

Page 130: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 120

Cailhol, S., Mormede, P. (1999). Strain and sex differences in the locomotor response and

behavioral sensitization to cocaine in hyperactive rats. Brain Research, 842:

200-205.

Carere, C., Caramaschi, D., Fawcett, T. (2010). Covariation between personalities and

individual differences in coping with stress: converging evidence and hypotheses.

Current Zoology, 56: 728-740.

Carere, C., Groothuis, T. G. G., Mostl, E., Daan, S., Koolhaas, J. M. (2003). Fecal

corticosteroids in a territorial bird selected for different personalities: daily rhythm

and the response to social stress. Hormones and Behavior, 43: 540-548.

Caspi, A., McClay, J., Moffitt, T. E., Mill, J., Martin, J., Craig, I. W., .Taylor A., Poulton,

R. (2002). Role of genotype in the cycle of violence in maltreated children. Science,

297: 851-854.

Castellanos, F. X., Tannock, R. (2002). Neuroscience of attention-deficit/ hyperactivity

disorder: The search for endophenotypes. Nature Reviews Neuroscience, 3:

617-628.

Cichon, S., Nothen, M. M., Catalano, M., Di Bella, D., Maier, W., Lichtermann, D.,

Minges, J., Albus, M., Borrmann, M., Franzek, E., Stober, G., Weigelt, B., Korner,

J., Rietschel, M., Propping, P. (1995). Identification of two novel polymorphisms

and a rare deletion variant in the human dopamine D4 receptor gene. Psychiatric

Genetics, 5: 97-103.

Clark, J. D., Rager, D. R., Calpin, J. P. (1997). Animal well-being II. Stress and distress.

Journal of Comparative Medicine, 47: 571-579.

Cloninger, C. R. (1987). A systematic method for clinical description and classification

of personality variants. A proposal. Archives of General Psychiatry, 44: 573-588.

Cloninger, C. R. (1994). The genetic structure of personality and learning: a

phylogenetic model. Clinical Genetics, 46: 124-37.

Cockrem, J. F., Silverin, B. (2002). Variation within and between birds in corticosterone

responses of great tits (Parus major). General and Comparative Endocrinology, 125:

197-206.

Cohen, I. L., Liu, X., Schutz, C., White, B. N., Jenkins, E. C., Brown, W. T., Holden, J.

J. A. (2003). Association of autism severity with a monoamine oxidase A

functional polymorphism. Clinical Genetics, 64: 190-197.

Comings, D. E., Rosenthal, R. J., Lesieur, H. R., Rugle, L. J., Muhleman, D., Chiu, C.,

Dietz, G., Gade, R. (1996a). A study of the dopamine D2 receptor gene in

Page 131: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 121

pathological gambling. Pharmacogenetics, 6: 223-234.

Comings, D. E., Wu, S., Chiu, C., Ring, R. H., Gade, R., Ahn, C., et al. (1996b).

Polygenetic inheritance of Tourette syndrome, stuttering, attention deficit

hyperactivity, conduct and oppositional defiant disorder: The additive and

subtractive effect of the three dopaminergic genes: DRD2, DbH, and DAT1.

American Journal of Medical Genetics, 67: 264-288.

Congdon, E., Lesch, K. P., Canli, T. (2008). Analysis of DRD4 and DAT

polymorphisms and behavioral inhibition in healthy adults: Implications for

impulsivity. American Journal of Medical Genetics Part B: Neuropsychiatric

Genetics, 147B: 27-32.

Conrad, C. D., Galea, L. A., Kuroda, Y., McEwen, B. S. (1996). Chronic stress impairs

rat spatial memory on the Y maze, and this effect is blocked by tianeptine treatment.

Behavioral Neuroscience, 110: 1321-1334.

Conrad, C. D. (2010). A critical review of chronic stress effects on spatial learning and

memory. Progress in Neuro-Psychopharmacology, 34: 742-755.

Contini, V., Marques, F. Z., Garcia, C. E., Hutz, M. H., Bau, C. H. (2006).

MAOA-VNTR polymorphism in a Brazilian sample: Further support for the

association with impulsive behaviors and alcohol dependence. American Journal of

Medical Genetics Part B: Neuropsychiatric Genetics, 141: 305-308.

Cools, R., Stefanova, E., Barker, R. A., Robbins, T. W., Owen, A. M. (2002).

Dopaminergic modulation of high-level cognition in Parkinson’s disease: the role

of the prefrontal cortex revealed by PET. Brain, 125: 584-594.

Cools, R., Barker, R. A., Sahakian, B. J., Robbins, T. W. (2001). Enhanced or impaired

cognitive function in Parkinson’s disease as a function of dopaminergic medication

and task demands. Cereb Cortex, 11: 1136 -1143.

Cools, R., Lewis, S. J., Clark, L., Barker, R. A., Robbins, T. W. (2007). L-DOPA

disrupts activity in the nucleus accumbens during reversal learning in Parkinson’s

diseas. Neuropsychopharmacology, 32: 180-189.

Corr, P. J. (2009). The Cambridge handbook of personality psychology. Cambridge:

Cambridge University Press, p. 850.

Costa Jr, P., Terracciano, A., McCrae, R. R. (2001). Gender differences in personality

traits across cultures: robust and surprising findings. Journal of Personality and

Social Psychology, 81: 322.

Cottle, D. J. (2010). World sheep and wool production. In: The international sheep and

Page 132: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 122

wool handbook. Ed: Cottle DJ. Nottingham University press, Nottingham, p. 1-48.

Crestani, F., Lorez, M., Baer, K., Essrich, C., Benke, D., Laurent, J. P., Belzung, C.,

Fritschy, J. M., Luscher, B., Mohler, H. (1999). Decreased GABAA-receptor

clustering results in enhanced anxiety and a bias for threat cues. Nature

Neuroscience, 2: 833-839.

Crowley, S., Hindmarsh, P. C., Holownia, P., Honour, J. W., Brook, C. G. (1991). The

use of low doses of ACTH in the investigation of adrenal function in man. Journal

of Endocrinology, 130: 475-479.

Crowley, S., Hindmarsh, P. C., Honour, J. W., Brook, C. G. (1993). Reproducibility of

the cortisol response to stimulation with a low dose of ACTH (1-24): the effect of

basal cortisol levels and comparison of low-dose with high dose secretory

dynamics. Journal of Endocrinology, 136: 167-172.

Curley, K. O., Neuendorff, D. A., Lewis, A. W., Cleere, J. J., Welsh, T. H., Randel, R.

D. (2008). Functional characteristics of the bovine hypothalamic -pituitary- adrenal

axis vary with temperament. Hormones and Behavior, 53: 20-27.

Curran, S., Mill, J., Sham, P., Rijsdijk, F., Marusic, K., Taylor, E., et al. (2001). QTL

association analysis of the DRD4 exon 3 VNTR polymorphism in a population

sample of children screened with a parent rating scale for ADHD symptoms.

American Journal of Medical Genetics, 105: 387-393.

Daidoh, H., Morita, H., Mune, T., Murayama, M., Hanafusa, J., Ni, H., Shibata, H.,

Yasuda, K. (1995). Responses of plasma adrenocortical steroids to low dose ACTH

in normal subjects. Clinical Endocrinology, 43: 311-315.

Daly, G., Hawi, Z., Fitzgerald, M., Gill, M. (1999). Mapping susceptibility loci in

attention deficit hyperactivity disorder: preferential transmission of parental alleles

at DAT1, DBH and DRD5 to affected children. Molecular Psychiatry, 4: 192-196.

Damberg, M., Garpenstrand, H., Alfredsson, J., Ekblom, J., Forslund, K., Rylander, G.,

Oreland, L. (2000). A polymorphic region in the human transcription factor

AP-2beta gene is associated with specific personality traits. Molecular Psychiatry,

5: 220-224.

Darwin, C. (1872). The expression of the emotions in man and animals. London, John

Murray.

Deckersbach, T., Miller, K. K., Klibanski, A., Fischman, A., Dougherty, D. D., Blais, M.

A., Rauch, S. L. (2006). Regional cerebral brain metabolism correlates of

Neuroticism and Extraversion. Depression and Anxiety, 23: 133-138.

Page 133: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 123

Deckert, J., Catalano, M., Syagailo, Y. V., Bosi, M., Okladnova, O., Di Bella, D.,

Nothen, M. M., Maffei, P., Franke, P., Fritze, J., Maier, W., Propping, P.,

Beckmann, H., Bellodi, L., Lesch, K. P. (1999). Excess of high activity

monoamine oxidase A gene promoter alleles in female patients with panic disorder.

Human Molecular Genetics, 8: 621-624.

De Frias, C. M., Marklund, P., Eriksson, E., Larsson, A., Oman, L., Annerbrink, K.,

Nyberg, L. (2010). Influence of COMT gene polymorphism on fMRI-assessed

sustained and transient activity during a working memory task. Journal of

Cognitive Neuroscience, 22: 1614-1622.

De Mel, S., Nordlind, K., Holst, M., Frohm-Nilsson, M., Lonne-Rahm, S. B. (2012).

Polymorphisms in the serotonin transporter gene of patients with atopic

dermatitis-association with personality traits related to high level of anxiety.

Immunopharmacology and Immunotoxicology, 34: 534-538.

Denk, F., Walton, M. E., Jennings, K. A., Sharp, T., Rushworth, M. F. S., Bannerman, D.

M. (2005). Differential involvement of serotonin and dopamine systems in

cost-benefit decisions about delay or effort. Psychopharmacology, 179: 587-596.

De Palma, C., Viggiano, E., Barillari, E., Palme, R. B., Dufour, A., Fantini, C., Natoli, E.

(2005). Evaluating the temperament in shelter dogs. Behaviour, 142: 1307-1328.

De Quervain, D. J. F., McGaugh, J. L., Roozendaal, B. (1998). Stress and

glucocorticoids impair retrieval of long-term spatial memory. Nature, 394:

787-790.

Desautes, C., Bidanel, J. P., Mormede, P. (1997). Genetic study of behavioral and

pituitary-adrenocortical reactivity in response to an environmental challenge in

pigs. Physiology and Behavior, 62: 337-345.

Dettling, A. C., Gunnar, M. R., Donzella, B. (1999). Cortisol levels of young children in

full-day childcare centers: relations with age and temperament.

Psychoneuroendocrinology, 24: 519-536.

Devor, E. J., Cloninger, C. R., Hoffman, P. L., Tabakoff, B. (1993). Association of

monoamine oxidase (MAO) activity with alcoholism and alcoholic subtypes.

American Journal of Medical Genetics, 48: 209-213.

Dickerson, G. E. 1969. Techniques or research in quantitative animal genetics.

Techniques and Procedures in Animal Science Research. p. 36-79.

Dickson, D. P., Barr, G. R., Johnson, L. P., Wieckert, D. A. (1970). Social dominance

and temperament of Holstein cows. Journal of Dairy Science, 53: 904-907.

Page 134: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 124

Dickstein, G., Shechner, C., Nicholson, W. E., Rosner, I., Shen-Orr, Z., Adawi, F.,

Lahav, M. (1991). Adrenocorticotropin stimulation test: Effects of basal cortisol

level, time of day, and suggested new sensitive low dose test. Journal of Clinical

Endocrinology and Metabolism, 72: 773-778.

Dodd, C. L., Edwards, J. E. H., Hazel, S. J., Pitchford, W. S. (2014) Flight speed and

agitation in weaned lambs: genetic and non-genetic effects and relationships with

carcass quality. Livestock Science, 160: 12-20.

Dodd, C. L., Pitchford, W. S., Edwards, J. E. H., Hazel, S. J. (2012) Measures of

behavioural reactivity and their relationships with production traits in sheep: a

review. Applied Animal Behaviour Science, 140: 1-15.

Donzella, B., Gunnar, M. R., Krueger, W. K., Alwin, J. (2000). Cortisol and vagal tone

responses to competitive challenge in preschoolers: Associations with temperament.

Developmental Psychobiology, 37: 209-220.

Du, L., Faludi, G., Palkovits, M., Sotonyi, P., Bakish, D., Hrdina, P. D. (2002). High

activity-related allele of MAO-A gene associated with depressed suicide in males.

Neuroreport, 13: 1195-1198.

Duffy, D. L., Hsu, Y., Serpell, J. A. (2008). Breed differences in canine aggression.

Applied Animal Behaviour Science, 114: 441-460.

Dukas, R., Clark, C. W. (1995). Sustained vigilance and animal performance. Animal

Behavior, 49: 1259-1267.

Eensoo, D., Paaver, M., Harro, M., Harro, J. (2005). Predicting drunk driving:

contribution of alcohol use and related problems, traffic behaviour, personality and

platelet monoamine oxidase (MAO) activity. Alcohol and Alcoholism, 40:

140-146.

Eisenberg, D. T., Campbell, B., MacKillop, J., Lum, J. K., Wilson, D. S. (2007). Season

of birth and dopamine receptor gene associations with impulsivity, sensation

seeking and reproductive behaviors. PLoS One, 2: e1216.

Eisenberg, D. T., MacKillop, J., Modi, M., Beauchemin, J., Dang, D., Lisman, S. A.,

Wilson, D. S. (2007). Examining impulsivity as an endophenotype using a

behavioral approach: a DRD2 TaqI A and DRD4 48-bp VNTR association study.

Behavioral and Brain Functions, 3: 2.

Else-Quest, N. M., Hyde, J. S., Goldsmith, H. H., Van Hulle, C. A. (2006). Gender

differences in temperament: a meta-analysis. Psychological Bulletin, 132: 33.

Engelbrecht, Y., Herselman, T., Louw, A., Swart, P. (2000). Investigation of the

Page 135: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 125

primary cause of hypoadrenocorticism in South African Angora goats (Capra

aegagrus): a comparison with Boer goats (Capra hircus) and Merino sheep (Ovis

aries). Journal of Animal Science, 78: 371-379.

Engelbrecht, Y., Swart, P. (2000). Adrenal function in Angora goats: a comparative

study of adrenal steroidogenesis in Angora goats, Boer goats, and Merino sheep.

Journal of Animal Science, 78: 1036-1046.

Erhard, H. W., Boissy, A., Rae, M. T., Rhind, S. M. (2004). Effects of prenatal

undernutrition on emotional reactivity and cognitive flexibility in adult sheep.

Behavioural Brain Research, 151: 25-35.

Ersche, K. D., Fletcher, P. C., Lewis, S. J. G., Clark, L., Stocks-Gee, G., London, M.,

Deakin, J. B., Robbins, T. W., Sahakian, B. J. (2005). Abnormal frontal activations

related to decision-making in current and former amphetamine and opiate

dependent individuals. Psychopharmacology, 180: 612-623.

Esposito-Smythers, C., Spirito, A., Rizzo, C., McGeary, J. E., Knopik, V. S. (2009).

Associations of the DRD2 TaqIA polymorphism with impulsivity and substance

use: preliminary results from a clinical sample of adolescents. Pharmacology

Biochemistry and Behavior, 93: 306-312.

Fan, J. B., Chee, M.S., Gunderson, K. L. (2006). Highly parallel genomic assays.

Nature Reviews Genetics,7: 632-644.

Faraj, B. A., Davis, D. C., Camp, V. M., Mooney, A. J., Holloway, T., Barika, G.

(1994). Platelet monoamine oxidase activity in alcoholics, alcoholics with drug

dependence, and cocaine addicts. Alcohol Clinical and Experimental Research, 18:

1114-1120.

Faraone, S. V., Biederman, J., Weiffenbach, B., Keith, T., Chu, M. P., Weaver, A.,

Spencer, T. J., Wilens, T. E., Frazier, J., Cleves, M., Sakai, J. (1999). Dopamine D4

gene 7-repeat allele and attention deficit hyperactivity disorder. American Journal

of Psychiatry,156: 768-770.

Farde, L., Haldin, C., Stone-Elander, S., Sedvall, G. (1987). PET analysis of human

dopamine receptor subtypes using 11C-SCH 23390 and 11C-raclopride.

Psychopharmacology, 92: 278-284.Fernandez-Teruel, A., Escorihuela, R. M.,

Driscoll, P., Tobena, A., Battig, K. (1991). Infantile (handling) stimulation and

behavior in young Roman high-and low-avoidance rats. Physiology and Behavior,

50: 563-565.

Page 136: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 126

Fernandez-Teruel, A., Escorihuela, R. M., Nunez, J. F., Goma, M., Driscoll, P., Tobena,

A. (1992). Early stimulation effects on novelty-induced behavior in two

psychogenetically-selected rat lines with divergent emotionality profiles.

Neuroscience Letters, 137: 185-188.

Ferre, P., Fernandez-Teruel, A., Escorihuela, R. M., Driscoll, P., Corda, M. G., Giorgi,

O., Tobena, A. (1995). Behavior of the Roman/Verh high-and low-avoidance rat

lines in anxiety tests: relationship with defecation and self-grooming. Physiology

and Behavior, 58: 1209-1213.

Fidler, A. E., van Oers, K., Drent, P. J., Kuhn, S., Mueller, J. C., Kempenaers, B. (2007).

Drd4 gene polymorphisms are associated with personality variation in a passerine

bird. Proceedings of the Royal Society of London. Series B: Biological Sciences,

274: 1685-1691.

Fisher, A., Matthews, L. (2001). The social behaviour of sheep, in: Keeling L.J.,

Gonyou H.W. (Eds.). Social Behaviour in Farm Animals, CABI Publishing,

Wallingford, UK, p. 211-245.

Fiske, J. C., Potter, G. D. (1979). Discrimination reversal learning in yearling horses.

Journal of Animal Science, 49: 583-588.

Floresco, S. B., Phillips, A. G. (2001). Delay-dependent modulation of memory retrieval

by infusion of a dopamine D1 agonist into the rat medial prefrontal cortex.

Behavioral Neuroscience, 115: 934-939.

Floresco, S. B., Magyar, O. (2006). Mesocortical dopamine modulation of executive

functions: beyond working memory. Psychopharmacology, 188: 567-585.

Fraga, M. F., Ballestar, E., Paz, M. F., Ropero, S., Setien, F., Ballestar, M. L.,

Heine-Suner, D., Cigudosa, J. C., Urioste, M., Benitez, J., Boix-Chornet, M.,

Sanchez-Aguilera, A., Ling, C., Carisson, E., Poulsen, P., Vaag, A., Stephan, Z.,

Spector, T. D., Wu, Y. Z., Plass, C., Esteller, M. (2005). Epigenetic differences arise

during the lifetime of monozygotic twins. Proceedings of the National Academy of

Sciences, 102: 10604-10609.

Fraisse, F., Cockrem, J. F. (2006). Corticosterone and the measurement of stress and

fear in cage housed laying chickens. British Poultry Science, 47: 1-10.

Frieling, H., Romer, K. D., Scholz, S., Mittelbach, F., Wilhelm, J., De Zwaan, M.,

Bleich, S. (2010). Epigenetic dysregulation of dopaminergic genes in eating

disorders. International Journal of Eating Disorders, 43: 577-583.

Gartner, K. (1990). A third component causing random variability beside environment

Page 137: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 127

and genotype. A reason for the limited success of a 30 year long effort to

standardize laboratory animals? Laboratory Animals, 24: 71-77.

Gelez, H., Lindsay, D. R., Blache, D., Martin, G. B., Fabre-Nys, C. (2003).

Temperament and sexual experience affect female sexual behaviour in sheep.

Applied Animal Behaviour Science, 84: 81-87.

Giorgi, O., Corda, M. G., Carboni, G., Frau, V., Valentini, V., Di Chiara, G. (1997).

Effects of cocaine and morphine in rats from two psychogenetically selected lines:

a behavioral and brain dialysis study. Behavior Genetics, 27: 537-546.

Glazier, A. M., Nadeau, J. H., Aitman, T. J. (2002). Finding genes that underlie complex

traits. Science, 298: 2345-2349.

Glenske, K., Prinzenberg, E. M., Brandt, H., Gauly, M., Erharde, G. (2011). A

chromosome-wide QTL study on BTA29 affecting temperament traits in German

Angus beef cattle and mapping of DRD4.Animal, 5: 195-197.

Goddard, P. J., Fawcett, A. R., Macdonald, A. J., Reid, H. W. (2000). The behavioural,

physiological and immunological responses of lambs from two rearing systems and

two genotypes to exposure to humans. Applied Animal Behaviour Science, 66:

305-321.

Goldman-Rakic, P. S. (1987). Circuitry of primate prefrontal cortex and regulation of

behavior by representational memory. In: Handbook of physiology-the nervous

system, p. 373-417.

Goldman-Rakic, P. S., Lidow, M. S., Gallager, D. W. (1990).Overlap of dopaminergic,

adrenergic, and serotoninergic receptors and complementarity of their subtypes in

primate prefrontal cortex. The Journal of Neuroscience, 10: 2125-2138.

Golimbet, V. E., Alfimova, M. V., Shchebatykh, T. V., Abramova, L. I., Kaleda, V. G.,

Rogaev, E. I. (2004). Serotonin transporter polymorphism and depressive- related

symptoms in schizophrenia. American Journal of Medical Genetics Part B:

Neuropsychiatric Genetics, 126B: 1-7.

Gong, P., Zhang, H., Chi, W., Ge, W., Zhang, K., Zheng, A., et al. (2012). An

association study on the polymorphisms of dopaminergic genes with working

memory in a healthy Chinese Han population. Cellular and Molecular

Neurobiology, 32: 1011-1019.

Gosling, S. D. (2008). Personality in non-human Animals. Social and Personality

Psychology Compass, 2: 985-1001.

Grandin, T., Odde, K. G., Schutz, D. N., Behrns, L. M. (1994). The reluctance of cattle

Page 138: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 128

to change a learned choice may confound preference tests. Applied Animal

Behaviour Science, 39: 21-28.

Gray, J. (1996). Cultivating life on the Borders: Scottish hill sheep farms and the

European Community. Sociol Ruralis, 36: 27-50.

Graybeal, M. L., Fang, V. S. (1985). Physiological dosing of exogenous ACTH. Acta

Endocrinologica, 108: 401-406.

Greenberg, N., Carr, J. A., Summers, C. H. (2002). Causes and consequences of stress.

Integrative and Comparative Biology, 42: 508-516.

Greiveldinger, L., Veissier, I., Boissy, A. (2007). Emotional experience in sheep:

Predictability of a sudden event lowers subsequent emotional responses.

Physiology and Behavior, 92: 675-683.

Gunnar, M. R., Sebanc, A. M., Tout, K., Donzella, B., van Dulmen, M. M. (2003). Peer

rejection, temperament, and cortisol activity in preschoolers. Developmental

Psychobiology, 43: 346-358.

Gunnar, M. R., Tout, K., de Haan, M., Pierce, S., Stansbury, K. (1997). Temperament,

social competence, and adrenocortical activity in preschoolers. Developmental

Psychobiology, 31: 65-85.

Guscott, M., Bristow, L. J., Hadingham, K., Rosahl, T. W., Beer, M. S., Stanton, J. A.

Bromidge, F., Owens, A. P., Huscroft, I., Myers, J., Rupniak, N. M., Patel, S.,

Whiting, P. J., Hutson, P. H., Fone, K. C., Biello, S. M., Kulagowski J. J.,

McAllister, G. (2005). Genetic knockout and pharmacological blockade studies of

the 5-HT 7 receptor suggest therapeutic potential in depression.

Neuropharmacology, 48: 492-502.

Gusella, J. F., Wexler, N. S., Conneally, P. M., Naylor, S. L., Anderson, M. A., Tanzi, R.

E., Watkins, P. C., Ottina, K., Wallace, M. R., Sakaguchi, A. Y., Young, A. B.,

Shoulson, I., Bonilla, E., Martin, J. B. (1983). A polymorphic DNA marker

genetically linked to Huntington's disease. Nature, 306: 234-238.

Haas, B. W., Omura, K., Constable, R. T., Canli, T. (2007). Emotional conflict and

Neuroticism: personality-dependent activation in the amygdala and subgenual

anterior cingulated. Behavioural Neuroscience, 121: 249-256.

Haber, S. N., Fudge, J. L., McFarland, N. R. (2000). Striatonigrostriatal pathways in

primates form an ascending spiral from the shell to the dorsolateral striatum. The

Journal of Neuroscience, 20: 2369-2382.

Ham, B. J., Kim, Y. H., Choi, M. J., Cha, J. H., Choi, Y. K., Lee, M. S. (2004).

Page 139: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 129

Serotonergic genes and personality traits in the Korean population. Neuroscience

Letters, 354: 2-5.

Hamidovic, A., Dlugos, A., Skol, A., Palmer, A. A., de Wit, H. (2009). Evaluation of

genetic variability in the dopamine receptor D2 in relation to behavioral inhibition

and impulsivity/sensation seeking: an exploratory study with d-amphetamine in

healthy participants. Experimental and Clinical Psychopharmacology, 17: 374-383.

Han, D. H., Lee, Y. S., Yang, K. C., Kim, E. Y., Lyoo, I. K., Renshaw, P. F. (2007).

Dopamine genes and reward dependence in adolescents with excessive internet

video game play. Journal of Addiction Medicine, 1: 133-138.

Hargreaves, A. L., Hutson, G. D. (1990a). The effect of gentling on heart rate, flight

distance and aversion of sheep to a handling procedure. Applied Animal Behaviour

Science, 26: 243-252.

Hargreaves, A. L., Hutson, G. D. (1990b). Some effects of repeated handling on stress

responses in sheep, Applied Animal Behaviour Science, 26: 253-265.

Hart, K. W., Chadwick, A., Sebe, F., Poindron, P., Nowak, R., Blache, D. (2006).

Colostrum quality of ewes of calm temperament is not responsible for low lamb

mortality. Animal Production Science, 46: 827-829.

Hart, K., Van Lier, E., Vinoles, C., Paganoni, B., Blache, D. (2008) (suppl 3). Calm

Merino ewes have more multiple pregnancies than nervous Merino ewes due to

higher ovulation rate. Reproduction in Domestic Animals, 43: 88-88.

Hawken, P. A. R., Luckinsi, N., Tilbrook, A., Fiol, C., Martin, G. B., Blache, D.

(2013).Genetic selection for temperament affects behavior and the secretion of

adrenal and reproductive hormones in sheep subjected to stress. Stress, 16:

130-142.

Heffelfinger, A. K., Newcomer, J. W. (2001). Glucocorticoid effects on memory

function over the human life span. Development and Psychopathology, 13:

491-513.

Heird, J. C., Lokey, C. E., Cogan, D. C. (1986). Repeatability and comparison of two

maze tests to measure learning ability in horses. Applied Animal Behaviour

Science, 16: 103-119.

Heisler, L. K., Chu, H. M., Brennan, T. J., Danao, J. A., Bajwa, P., Parsons, L. H.,

Tecott, L. H. (1998). Elevated anxiety and antidepressant-like responses in

serotonin 5-HT1A receptor mutant mice. Proceedings of the National Academy of

Sciences, 95: 15049-15054.

Page 140: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 130

Hennessy, M. B., Voith, V. L., Mazzei, S. J., Buttram, J., Miller, D. D., Linden, F.

(2001). Behavior and cortisol levels of dogs in a public animal shelter, and an

exploration of the ability of these measures to predict problem behavior after

adoption. Applied Animal Behaviour Science, 73: 217-233.

Herrero, A. I., Sandi, C., Venero, C. (2006). Individual differences in anxiety trait are

related to spatial learning abilities and hippocampal expression of

mineralocorticoid receptors. Neurobiology of Learning and Memory, 86: 150-159.

Herselman, M. J., Vanloggerenberg, A. A. (1995). Further evidence of

hypoadrenocorticism in Angora goat kids. Proceedings of 34th Congress of the

South African Society of Animal Production, South Africa.

Hocking Edwards, J. E., Brien, F. D., Hebart, M. L., Hinch, G. N., Hoad, J., Hart, K. W.,

Gaunt, G., Robertson, M. W., Refshauge, G., Bird-Gardiner, T. L. (2011). Genetic

and phenotypic parameters for temperament in weaned lambs. Proceedings of the

Association for the Advancement of Animal Breeding and Genetics, 19: 163-166.

Holmes, C., Arranz, M. J., Powell, J. F., Collier, D. A., Lovestone, S. (1998). 5-HT2A

and 5-HT2C receptor polymorphisms and psychopathology in late onset

Alzheimer’s disease. Human Molecular Genetics, 7: 1507-1509.

Holmes, J., Payton, A., Barrett, J. H., Hever, T., Fitzpatrick, H., Trumper, A. L., Thapar,

A. (2000). A family-based and case control association study of the dopamine D4

receptor gene and dopamine transporter gene in attention deficit hyperactivity

disorder. Molecular Psychiatry, 5: 523-530.

Hong, K. W., Inoue-Murayama, M., Nakamura, A., Nagao, K., Ito, S. (2008).

Characterization of two microsatellites in chicken monoamine oxidase A. Animal

Science Journal, 79: 641-643.

Hooker, K., Frazier, L. D., Monahan, D. J. (1994). Personality and coping among

caregivers of spouses with dementia. Gerontologist, 34: 386-392.

Horton, B. J., Miller, D. R. (2011). Validation of an algorithm for real-time

measurement of sheep activity in confinement by recording movement within a

commercial weighing crate. Applied Animal Behaviour Science, 129: 74-82.

Hough, D. (2012). An investigation into the correlation between cytochrome P450 17ɑ

-hydroxylase/ 17,20-lyase isoforms and induced stress tolerance in Merino sheep.

South Africa: University of Stellenbosch.

Hough, D., Cloete, S. W. P., Storbeck, K., Swart, A. C., Swart, P. (2013). Cortisol

production in sheep is influenced by the functional expression of two cytochrome

Page 141: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 131

P450 17α-hydroxylase/17,20-lyase (CYP17) isoformsl. Journal of Animal Science,

91: 1193-206.

Hough, D., Storbeck, K., Cloete, S. W. P., Swart, A. C., Swart, P. (2015). Relative

contribution of P450c17 towards the acute cortisol response: lessons from sheep

and goats. Molecular and Cellular Endocrinology, 408: 107-113.

Howery, L. D., Cibils, A. F., Anderson, D. M. (2013). Potential for using visual,

auditory and olfactory cues to manage foraging behaviour and spatial distribution

of rangeland livestock. CAB Reviews, 8: 1-10.

Hoyer, D., Martin, G. R. (1996). Classification and nomenclature of 5-HT receptors: a

comment on current issues. Behavior Brain Research, 73: 263-268.

Hsu, Y. P. P., Loh, E. W., Chen, W. J., Chen, C. C., Yu, J. M., Cheng, A. T. (1996).

Association of monoamine oxidase A alleles with alcoholism among male Chinese

in Taiwan. American Journal of Psychiatry, 153: 1209-1211.

Hunter, R. F. (1962). Hill sheep and their pasture: a study of sheep-grazing in south-east

Scotland. Journal of Ecology, 50: 651-680.

Hutson, G. D. (1985). The influence of barley food rewards on sheep movement

through a handling system. Applied Animal Behavior Science, 14: 263-273.

Ito, H., Hamajima, N., Matsuo, K., Okuma, K., Sato, S., Ueda, R., Tajima, K. (2003).

Monoamine oxidase polymorphisms and smoking behavior in Japanese.

Pharmacogenetics, 13: 73-79.

Ito, H., Nara, H., Inoue-Murayama, M., Shimada, M. K., Koshimura, A., Ueda, Y., ITO,

S. I. (2004). Allele frequency distribution of the canine dopamine receptor D4 gene

Exon III and I in 23 breeds. Journal of Veterinary Medical Science, 66: 815-820.

Jablonka, E., Lamb, M. (1995). Epigenetic Inheritance and Evolution. Oxford

University Press, UK.

Jacobs, B. L., Klemfuss, H. (1975). Brain stem and spinal cord mediation of a

serotonergic behavioral syndrome. Brain Research, 100: 450-457.

Jacobs, B. L., Azmitia, E. C. (1992). Structure and function of the brain serotonin

system. Physiological Reviews, 72: 165-229.

Jeffreys, A. J., Wilson, V., Thein, S. L. (1985). Hypervariable 'minisatellite' regions in

human DNA. Nature, 314: 67-73.

Jin, H., Oksenberg, D., Ashkenazi, A., Peroutka, S. J., Duncan, A. M., Rozmahel, R.,

O'Dowd, B. F. (1992). Characterization of the human 5-hydroxytryptamine1B

receptor. Journal of Biological Chemistry, 267: 5735-5738.

Page 142: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 132

Jin, Y., Chen, D., Hu, Y., Guo, S., Sun, H., Lu, A., Li, L. (2006). Association between

monoamine oxidase gene polymorphisms and smoking behaviour in Chinese males.

The International Journal of Neuropsychopharmacology, 9: 557-564.

Jocham, G., Klein, T. A., Neumann, J., von Cramon, D. Y., Reuter, M., Ullsperger, M.

(2009). Dopamine DRD2 polymorphism alters reversal learning and associated

neural activity. Journal of Neuroscience, 29: 3695-3704.

Johansen, E. B., Aase, H., Meyer, A., Sagvolden, T. (2002). Attention-deficit

/hyperactivity disorder (ADHD) behaviour explained by dysfunctioning

reinforcement and extinction processes. Behavioural Brain Research, 130: 37-45.

Johnson, P. M., Kenny, P. J. (2010). Dopamine D2 receptors in addiction-like reward

dysfunction and compulsive eating in obese rats. Nature Neuroscience, 13: 635-

641.

Johnson, T. B., Stanton, M. E., Goodlett, C. R., Cudd, T. A. (2012). T-maze learning in

weanling lambs. Development and Psychobiology, 54: 785-797.

Jones, R. B., Blokhuis, H. J., Beuving, G. (1995). Open‐field and tonic immobility

responses in domestic chicks of two genetic lines differing in their propensity to

feather peck. British Poultry Science, 36: 525-530.

Jones, R. B., Mills, A. D., Faure, J. M., Williams, J. B. (1994a). Restraint, fear, and

distress in Japanese quail genetically selected for long or short tonic immobility

reactions. Physiology and Behavior, 56: 529-534.

Jones, R. B., Satterlee, D. G., Ryder, F. H. (1994b). Fear of humans in Japanese quail

selected for low or high adrenocortical response. Physiology and Behavior, 56:

379-383.

Jones, R. B., Satterlee, D. G., Ryder, F. H. (1992). Open-field behaviour of Japanese

quail chicks genetically selected for low or high plasma corticosterone response to

immobilization stress. Poultry Science, 71: 1403-1407.

Jonsson, E. G., Cichon, S., Gustavsson, J. P., Grunhage, F., Forslund, K., Mattila-

Evenden, M., Rylandera, G., Asberga, M., Fardea, L., Proppingb, P., Nothenb, M.

M. (2003). Association between a promoter dopamine D2 receptor gene variant

and the personality trait detachment. Biological Psychiatry, 53: 577-584.

Jorm, A. F., Henderson, A. S., Jacomb, P. A., Christensen, H., Korten, A. E., Rodgers,

B., Tan, X., Easteal, S. (2000). Association of a functional polymorphism of the

monoamine oxidase A gene promoter with personality and psychiatric symptoms.

Psychiatric Genetics, 10: 87-90.

Page 143: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 133

Kalin, N. H., Larson, C., Shelton, S. E., Davidson, R. J. (1998). Asymmetric frontal

brain activity, cortisol, and behavior associated with fearful temperament in rhesus

monkeys. Behavioral Neuroscience, 112: 286-292.

Kawamura, Y., Takahashi, T., Liu, X., Nishida, N., Noda, Y., Yoshikawa, A., Umekage,

T., Sasaki, T. (2013). Variation in the DRD2 gene affects impulsivity in

intertemporal choice. Open Journal of Psychiatry, 3: 26-31.

Keck, M. E. (2006). Corticotropin-releasing factor, vasopressin and receptor systems in

depression and anxiety. Amino Acids, 31: 241-250.

Keck, M. E., Kern, N., Erhardt, A., Unschuld, P. G., Ising, M., Salyakina, D., Muller, M.

B., Knorr, C. C., Lieb, R., Hohoff, C., Krakowitzky, P., Maier, W., Bandelow, B.,

Fritze, J., Deckert, J., Holsboer, F., Muller-Myhsok, B., Binder, E. B. (2008).

Combined effects of exonic polymorphisms in CRHR1 and AVPR1B genes in a

case/control study for panic disorder. American Journal of Medical Genetics Part B:

Neuropsychiatric Genetics, 147B: 1196-1204.

Keil, F. C., Wilson, R. A. (2000). Explanation and cognition. MIT press, Massachusetts,

America.

Kellendonk, C., Simpson, E. H., Polan, H. J., Malleret, G., Vronskaya, S., Winiger, V.,

Moore, H., Kandel, E. R. (2006) Transient and selective overexpression of

dopamine D2 receptors in the striatum causes persistent abnormalities in prefrontal

cortex functioning. Neuron, 49: 603-615.

Keltikangas-Jarvinen, L., Elovainio, M., Kivimaki, M., Lichtermann, D., Ekelund, J.,

Peltonen, L. (2003). Association between the type 4 dopamine receptor gene

polymorphism and novelty seeking. Psychosomatic Medicine, 65: 471-476.

Kendrick, K. M., Broad, K. D., Atkins, K., Hinton, M. R., Keverne, B., Fabre-Nys, C.

(1995). Facial and vocal discrimination in sheep. Animal Behavior, 49:1665-1676.

Kendrick, K. M., da Costa, A. P., Leigh, A. E., Hinton, M. R., Peirce, J. W. (2001).

Sheep don't forget a face. Nature, 414: 165-166.

Kilpatrick, D. G., Koenen, K. C., Ruggiero, K. J., Acierno, R., Galea, S., Resnick, H. S.,

Roitzsch, J., Boyle, J., Gelernter, J. (2007). The serotonin transporter genotype and

social support and Moderation of posttraumatic stress disorder and depression in

hurricane-exposed adults. The American Journal of Psychiatry, 164: 1693-1699.

King, T., Hemsworth, P. H., Coleman, G. J. (2003). Fear of novel and startling stimuli

in domestic dogs. Applied Animal Behaviour Science, 82: 45-64.

Kirley, A., Lowe, N., Mullins, C., McCarron, M., Daly, G., Waldman, I., Fitzgerald, M.,

Page 144: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 134

Gill, M., Hawi, Z. (2004). Phenotype studies of the DRD4 gene polymorphisms in

ADHD: Association with oppositional defiant disorder and positive family history.

American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 131B:

38-42.

Kleen, J. K., Sitomer, M. T., Killeen, P. R., Conrad, C. D. (2006). Chronic stress impairs

spatial memory and motivation for reward without disrupting motor ability and

motivation to explore. Behavioural Neuroscience, 120: 842.

Klumpers, F., Heitland, I., Oosting, R. S., Kenemans, J. L., Baas, J. M. (2012). Genetic

variation in serotonin transporter function affects human fear expression indexed

by fear-potentiated startle. Biological Psychology, 89: 277-282.

Koller, G., Bondy, B., Preuss, U. W., Bottlender, M., Soyka, M. (2003). No association

between a polymorphism in the promoter region of the MAOA gene with antisocial

personality traits in alcoholics. Alcohol and Alcoholism, 38: 31-34.

Koolhaas, J. M., De Boer, S. F., Coppens, C. M., Buwalda, B. (2010).

Neuroendocrinology of coping styles: towards understanding the biology of

individual variation. Frontiers in Neuroendocrinology, 31: 307-321.

Korte, S. M., Beuving, G., Ruesink, W., Blokhuis, H. J. (1997). Plasma catecholamine

and corticosterone levels during manual restraint in chicks from a high and low

feather pecking line of laying hens. Physiology and Behavior, 62: 437-441.

Kramer, U. M., Rojo, N., Schule, R., Cunillera, T., Schols, L., Marco-Pallares, J.,

Cucurell, D., Camara E., Rodriguez-Fornells, A., Munte, T. F. (2009). ADHD

candidate gene (DRD4 exon III) affects inhibitory control in a healthy sample.

BMC Neuroscience, 10: 150-160.

Krueger, R. F., Johnson, W. (2008). Behavioral genetics and personality: A new look at

the integration of nature and nurture. In: John OP, Robins RW, Pervin LA, eds.

Handbook of personality: Theory and research. 3rd ed. New York: Guilford Press,

p. 287-310.

Kruzich, P. J., Grandy, D. K. (2004). Dopamine D2 receptors mediate two-odor

discrimination and reversal learning in C57BL/6 mice. BMC Neuroscience, 5: 12.

Lahoste, G. J., Swanson, J. M., Wigal, S. B., Glabe, C., Wigal, T., King, N., Kennedy, J.

L. (1996). Dopamine D4 receptor gene polymorphism is associated with attention

deficit hyperactivity disorder. Molecular Psychiatry, 1: 121-124.

Lan, N. C., Heinzmann, C., Gal, A., Klisak, I., Orth, U., Lai, E., Grimsby, J., Sparkes, R.

S., Mohandas, T., Shih, J. C. (1989). Human monoamine oxidase A and B genes

Page 145: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 135

map to Xp 11.23 and are deleted in a patient with Norrie disease. Genomics, 4:

552-559.

Lansade, L., Simon, F. (2010). Horses’ learning performances are under the influence of

several temperamental dimensions. Applied Animal Behaviour Science, 125:

30-37.

Lappalainen, J., Long, J. C., Eggert, M., Ozaki, N., Robin, R. W., Brown, G. L.,

Naukkarinen, H., Virkkunen, M., Linnoila, M., Goldman, D. (1998). Linkage of

antisocial alcoholism to the serotonin 5-HT1B receptor gene in 2 populations.

Archives of General Psychiatry, 55: 989-994.

Lappalainen, J., Zhang, L., Dean, M., Oz, M., Ozaki, N., Yu, D. H., Goldman, D. (1995).

Identification, expression, and pharmacology of a Cys23-Ser23 substitution in the

human 5-HT2c receptor gene (HTR2C). Genomics, 27: 274-279.

Lawford, B. R., Young, R. M., Rowell, J. A., Gibson, J. N., Feeney, G. F., Ritchie, T. L.,

Syndulko, K., Noble, E. P. (1997). Association of the D2 dopamine receptor A1

allele with alcoholism: Medical severity of alcoholism and type of controls.

Biological Psychiatry, 41: 386-393.

Lay, D. C., Friend, T. H., Randel, R. D., Jenkins, O. C., Neuendorff, D. A., Kapp, G. M.,

Bushong, D. M. (1996). Adrenocorticotropic hormone dose response and some

physiological effects of transporation on pregnant Brahman cattle. Journal of

Animal Science, 74: 1806-1811.

Lazarus, R. S., Folkman, S. (1984). Stress, appraisal and coping. New York: Springer.

Lee, B., Groman, S., London, E. D., Jentsch, J. D. (2007). Dopamine D-2/D-3 receptors

play a specific role in the reversal of a learned visual discrimination in monkeys.

Neuropsychopharmacology, 32: 2125-2134.

Lee, C., Colegate, S., Fisher, A. D. (2006) Development of a maze test and its

application to assess spatial learning and memory in Merino sheep. Applied Animal

Behavior Science, 96: 43-51.

Lee, S. H., Ham, B. J., Cho, Y. H., Lee, S. M., Shim, S. H. (2007). Association Study of

Dopamine Receptor D 2 Taq I A Polymorphism and Reward-Related Personalit

Traits in Healthy Korean Young Females. Neuropsychobiology, 56: 146-151.

Lesch, K. P., Bengel, D., Heils, A., Sabol, S. Z., Greenberg, B. D., Petri, S., Benjamin,

J., Muller, C. R., Hamer, D. H., Murphy, D. L. (1996). Association of

anxiety-related traits with a polymorphism in the serotonin transporter gene

regulatory region. Science, 274: 1527-1531.

Page 146: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 136

Lewis, D. A., Campbell, M. J., Foote, S. L., Morrison, J. H. (1986).The

monoaminergic innervation of primate neocortex. Human Neurobiology, 5:

181-188.

Licinio, J., O’Kirwan, F., Irizarry, K., Merriman, B., Thakur, S., Jepson, R., Lake, S.,

Tantisira, K. G., Weiss, S. T., Wong, M. L. (2004). Association of a

corticotrophin- releasing hormone receptor 1 haplotype and antidepressant

treatment response in Mexican-Americans. Molecular Psychiatry, 9: 1075-1082.

Lidow, M. S., Goldman-Rakic, P. S., Gallager, D. W., Rakic, P. (1991). Distribution of

dopaminergic receptors in the primate cerebral cortex: quantitative

autoradiographic analysis using [3H]raclopride, [3H]spiperone and [3H]SCH23390.

Neuroscience, 40: 657-671.

Lindberg, A. C., Kelland, A., Nicol, C. J. (1999). Effects of observational learning on

acquisition of an operant response in horses. Applied Animal Behaviour Science,

61: 187-199.

Liu, I. S., Seeman, P., Sanyal, S., Ulpian, C., Rodgers-Johnson, P. E. (1996). Dopamine

D4 receptor variant in Africans, D4valine194glycine, is insensitive to dopamine

and clozapine: report of a homozygous individual. American Journal of Medical

Genetics, 61: 277-282.

Liu, X., Li, H., Qin, W., He, G., Li, D., Shen, Y., Gu, N., Feng, G., He, L. (2006).

Association of TPH1 with suicidal behaviour and psychiatric disorders in the

Chinese population. Electronic letters. Journal of Medical Genetics, 43: e04.

Liu, Z., Zhu, F., Wang, G., Xiao, Z., Wang, H., Tang, J., Li, W. (2006). Association of

corticotropin-releasing hormone receptor1 gene SNP and haplotype with major

depression. Neuroscience Letters, 404: 358-362.

Liu, Z., Zhu, F., Wang, G., Xiao, Z., Tang, J., Liu, W. (2007). Association study of

corticotropin-releasing hormone receptor1 gene polymorphisms and antidepressant

response in major depressive disorders. Neuroscience Letters, 414: 155-158.

Lonsdorf, T. B., Ruck, C., Bergstrom, J., Andersson, G., Ohman, A., Schalling, M.,

Lindefors, N. (2009). The symptomatic profile of panic disorder is shaped by the

5-HTTLPR polymorphism. Progress in Neuro-Psychopharmacology and

Biological Psychiatry, 33: 1479-1483.

Louvart, H., Maccari, S., Darnaudery, M. (2005). Prenatal stress affects behavioral

reactivity to an intense stress in adult female rats. Brain Research, 1031: 67-73.

Lyons, D. M., Price, E. O., Moberg, G. P. (1993). Social grouping tendencies and

Page 147: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 137

separation-induced distress in juvenile sheep and goats. Development and

Psychobiology, 26: 251-259.

Mader, D. R., Price, E. O. (1980). Discrimination learning in horses: effects of breed,

age and social dominance. Journal of Animal Science, 50: 962-965.

Major, L. F., Lerner, P., Goodwin, F. K., Ballenger, J. C., Brown, G. L., Lovenberg, W.

(1980). Dopamine beta-hydroxylase in CSF. Relationship to personality measures.

Archives of General Psychiatry, 37: 308-310.

Mann, J. J. (1999). Role of the serotonergic system in the pathogenesis of major

depression and suicidal behavior. Neuropsychopharmacology, 2: 99-105.

Manuck, S. B., Flory, J. D., Ferrell, R. E., Mann, J. J., Muldoon, M. E. (2000). A

regulatory polymorphism of the monoamine oxidase-A gene may be associated

with variability in aggression, impulsivity, and central nervous system serotonergic

responsivity. Psychiatry Research, 95: 9-23.

Manuck, S. B., Flory, J. D., Muldoon, M. E., Ferrell, R. E. (2002). Central nervous

system serotonergic responsivity and aggressive disposition in men. Physiology

and Behavior, 77: 705-709.

Markowitz, T. M., Dally, M. R., Gursky, K., Price, E. O. (1998). Early handling

increases lamb affinity for humans. Animal Behaviour, 55: 573-587.

Martinez-Arguelles, D. B., Papadopoulos, V. (2010). Epigenetic regulation of the

expression of genes involved in steroid hormone biosynthesis and action. Steroids,

75: 467-476.

Mason, I. L. (1996). A world dictionary of livestock breeds, types and varieties. Fourth

edition. CAB International. Wallingford, UK.

Mateo, J. M., Estep, D. Q., McCann, J. S. (1991). Effects of differential handling on the

behaviour of domestic ewes (Ovies aries). Applied Animal Behaviour Science, 32:

45-54.

Mayer, W., Niveleau, A., Walter, J., Fundele, R., Haaf, T. (2000). Demethylation of the

zygotic paternal genome. Nature, 403: 501-502.

McManis, M. H., Bradley, M. M., Berg, W. K., Cuthbert, B. N., Lang, P. J. (2001).

Emotional reactions in children: Verbal, physiological, and behavioral responses to

affective pictures. Psychophysiology, 38: 222-231.

Mendl, M. (1999). Performing under pressure: stress and cognitive function. Applied

Animal Behavior Science, 65: 221-244.

Page 148: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 138

Mendl, M., Laughlin, K., Hitchcock, D. (1997). Pigs in space: spatial memory and its

susceptibility to interference. Animal Behaviour, 54: 1491-1508.

McAlonan, K., Brown, V. J. (2003). Orbital prefrontal cortex mediates reversal learning

and not attentional set shifting in the rat. Behavioural Brain Research, 146: 97-103.

McCrae, R. R., Costa, P. T. (1986). Personality, coping, and coping effectiveness in an

adult sample. Journal of Personality, 54: 385-405.

McCrae, R. R., Costa, P. T. (1987). Validation of the five-factor model of personality

across instruments and observers. Journal of Personality and Social Psychology, 52:

81-90.

McCrae, R. R., John, O. P. (1992). An introduction to the five-factor model and its

applications. Special Issue: the five-factor model: issues and applications. Journal

of Personality, 60: 175-215.

Mendl, M. (1999). Performing under pressure: stress and cognitive function. Applied

Animal Behaviour Science, 65: 221-244.

Mervielde, I., Clercq, B. D., De Fruyt, F., Van Leeuwen, K. (2005). Temperament,

personality, and developmental psychopathology as childhood of personality

disorders. Journal of Personality Disorders, 19: 171-201.

Miglia, P., Jain, U., Macciardi, F., Kennedy, J. L. (2000). Adult attention deficit

hyperactivity disorder and the dopamine D4 receptor gene. American Journal of

Medical Genetics, 96: 273-277.

Mill, J., Curran, S., Kent, L., Richards, S., Gould, A., Virdee, V., Asherson, P. (2001).

Attention deficit hyperactivity disorder (ADHD) and the dopamine D4 receptor

gene: evidence of association but no linkage in a UK sample. Molecular Psychiatry,

6: 440-444.

Missale, C., Nash, S. R., Robinson, S. W., Jaber, M., Caron, M. G. (1998). Dopamine

receptors: from structure to function. Physiological Reviews, 78: 189-225.

Miyajima, F., Ollier, W., Mayes, A., Jackson, A., Thacker, N., Rabbitt, P., Pendleton, N.,

Horan, M., Payton, A. (2008). Brain-derived neurotrophic factor polymorphism

Val66Met influences cognitive abilities in the elderly. Genes, Brain and Behavior,

7: 411-417.

Momozawa, Y., Takeuchi, Y., Kusunose, R., Kikusui, T., Mori, Y. (2005). Association

between equine temperament and polymorphisms in dopamine D4 receptor gene.

Mammalian Genome, 16: 538-544.

Monk, M., Boubelik, M., Lehnert, S. (1987). Temporal and regional changes in DNA

Page 149: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 139

methylation in the embryonic, extraembryonic and germ cell lineages during mouse

embryo development. Development, 99: 371-382.

Moore, R. Y., Bloom, F. E. (1978). Central catecholamine neuron systems: anatomy and

physiology of the dopamine systems. Annual Review of Neuroscience, 1: 129-169.

Morgan, H. D., Sutherland, H. G., Martin, D. I., Whitelaw, E. (1999). Epigenetic

inheritance at the agouti locus in the mouse. Nature Genetics, 23: 314-318.

Morris, C. A., Cullen, N. G., Kilgour, R., Bremner, K. J. (1994). Some genetic factors

affecting temperament in Bos taurus cattle. New Zealand Journal of Agriculture

Research, 37: 167-175.

Morton, A. J., Avanzo, L. (2011). Executive Decision-Making in the Domestic Sheep.

PLoS ONE 6: e15752. doi:10.1371/journal.pone.0015752.

Moustgaard, A., Arnfred, S. M., Lind, N. M., Hansen, A. K., Hemmingsen, R. (2004).

Discriminations, reversals, and extra-dimensional shifts in the Gottingen minipig.

Behavioural Processes, 67: 27-37.

Muller, M. B., Wurst, W. (2004).Getting closer to affective disorders: the role of CRH

receptor systems. Trends in Molecular Medicine, 10: 409-415.

Muller, U., von Cramon, D. Y., Pollman, S. (1998). D1- versus D2-receptor modulation

of visuospatial working memory in humans. The Journal of Neuroscience, 18:

2720-2728.

Muly, E. C., Szigeti, K., Goldman-Rakic, P. S. (1998). D1 Receptor in interneurons of

macaque prefrontal cortex: distribution and subcellular localization. The Journal of

Neuroscience, 18: 10553-65.

Munafo, M. R., Yalcin, B., Willis-Owen, S. A., Flint, J. (2008). Association of the

dopamine D4 receptor (DRD4) gene and approach-related personality traits:

meta-analysis and new data. Biologicalpsychiatry, 63: 197-206.

Murphy, B. L., Arnsten, A. F. T., Goldman-Rakic, P. S., Roth, R. H. (1996). Increased

dopamine turnover in the prefrontal cortex impairs spatial working memory

performance in rats and monkeys. Proceedings of the National Academy of

Sciences, 93: 1325-1329.

Murphy, J., Arkins, S. (2007). Equine learning behavior. Behavioural Processes, 76:

1-13.

Murphy, P. M., Purvis, J. W., Lindsay, D. R., Le Neindre, P. (1994). Measures of

temperament are highly repeatable in Merino sheep and some are related to

maternal behaviour. In proceedings-Australian Society of Animal Production, 20:

Page 150: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 140

247-250.

Murphy, P. M. (1999). Maternal behaviour and rearing ability of Merino ewes can be

improved by strategic feed supplementation during late pregnancy and selection for

calm temperament. Perth: The University of Western Australia.

Murphy, D. L., Wright, C., Buchsbaum, M., Nichols, A., Costa, J. L., Wyatt, R. J.

(1976). Platelet and plasma amine oxidase activity in 680 normals: Sex and age

differences and stability over time. Biochemical Medicine, 16: 254-65.

Murray, T. L., Blache, D. B., Bencini, R. (2009). The selection of dairy sheep on calm

temperament before milking and its effect on management and milk production.

Small Ruminant Research, 87: 45-49.

Nakajin, S., Shively, J., Yuan, P.M., Hall, P. F. (1981). Microsomal cytochrome P-450

from neonatal pig testis: two enzymic activities (17α-hydroxalase and C17,20

associated with one protein. Biochemistry, 20: 4037-42.

Nakamura, Y., Leppert, M., O’Connell, P., Wolff, R., Holm, T., Culver, M., Kumlin, E.

(1987). Variable number of tandem repeat (VNTR) markers for human gene

mapping. Science, 235: 1616-1622.

Negra, J. A., Porcionato, M. A., de Passille, A. M., Rushen, J. (2004). Cortisol in Saliva

and Plasma of Cattle after ACTH Administration and Milking. Journal of Dairy

Science, 87: 1713-1718.

Neindre, L. P., Trillat, G., Sapa, J., Menissier, F., Bonnet, J. N., Chupin, J. M. (1995).

Individual differences in docility in Limousin cattle. Journal of Animal Science,

73: 2249-2253.

Nelson, R. J., Demas, G. E., Huang, P. L., Fishman, M. C., Dawson, V. L., Dawson, T.

M., Snyder, S. H. (1995). Behavioural abnormalities in male mice lacking neuronal

nitric oxide synthase. Nature, 378: 383-386.

Netto, W. J., Planta, D. J. (1997). Behavioural testing for aggression in the domestic

dog. Applied Animal Behaviour Science, 52: 243-263.

New, A. S., Gelernter, J., Yovell, Y., Trestman, R. L., Nielsen, D. A., Silverman, J.,

Siever, L. J. (1998). Tryptophan hydroxylase genotype is associated with

impulsive-aggression measures: a preliminary study. American Journal of Medical

Genetics, 81: 13-17.

Newman, T. K., Syagailo, Y. V., Barr, C. S., Wendland, J. R., Champoux, M., Graessle,

M., Lesch, K. P. (2005). Monoamine oxidase A gene promoter variation and

rearing experience influences aggressive behavior in rhesus monkeys. Biological

Page 151: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 141

Psychiatry, 57: 167-172.

Nielsen, D. A., Jenkins, G. L., Stefanisko, K. M., Jefferson, K. K., Goldman, D. (1997).

Sequence, splice site and population frequency distribution analyses of the

polymorphic human tryptophan hydroxylase intron 7. Molecular Brain Research,

45: 145-148.

Nielsen, D. A., Virkkunen, M., Lappalainen, J., Eggert, M., Brown, G. L., Long, J. C.,

Goldman, D., Linnoila, M. (1998). A tryptophan hydroxylase gene marker for

suicidality and alcoholism. Archives of General Psychiatry, 55: 593-602.

Nielsen, D. A., Goldman, D., Virkkunen, M., Tokola, R., Rawlings, R., Linnoila, M.

(1994). Suicidality and 5-hydroxyindoleacetic acid concentration associated with a

tryptophan hydroxylase polymorphism. Archives of General Psychiatry, 51: 34-38.

Niimi, Y., Inoue-Murayama, M., Murayama, Y., Ito, S., Iwasaki, T. (1999). Allelic

variation of the D4 dopamine receptor polymorphic region in two dog breeds,

Golden retriever and Shiba. Journal of Veterinary Medical Sciences, 61: 1281-1286.

Nilsson, K. W., Sjoberg, R. L., Damberg, M., Leppert, J., Ohrvik, J., Alm, P. O.,

Lindstrom L., Oreland, L. (2006). Role of monoamine oxidase A genotype and

psychosocial factors in male adolescent criminal activity. Biological Psychiatry, 59:

121-127.

Nilsson, K. W., Sjoberg, R. L., Wargelius, H. L., Leppert, J., Lindstrom, L., Oreland, L.

(2007). The monoamine oxidase A (MAO-A) gene, family function and

maltreatment as predictors of destructive behaviour during male adolescent alcohol

consumption. Addiction, 102: 389-398.

Noble, E. P., Berman, S. M., Ozkaragoz, T. Z., Ritchie, T. (1994a). Prolonged P300

latency in children with the D2 dopamine receptor A1 allele. American Journal of

Human Genetics, 54: 658-668.

Noble, E. P., Blum, K., Ritchie, T., Montgomery, A., Sheridan, P. J. (1991). Allelic

association of the D2 dopamine receptor gene with receptor binding characteristics

in alcoholism. Archives of General Psychiatry, 48: 648-654.

Noble, E. P., Gottschalk, L. A., Fallon, J. H., Ritchie, T. L., Wu, J. C. (1997). D2

dopamine polymorphism and brain regional glucose metabolism. American Journal

of Medical Genetics, 74: 162-166.

Noble, E. P., St Jeor, S. T., Ritchie, T., Syndulko, K., St Jeor, S. C., Ritch, R. J.,

Brunner, R. L., Sparkes, R. S. (1994a). D2 dopamine receptor gene and cigarette

smoking: A reward gene? Medical Hypotheses, 42: 257-260.

Page 152: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 142

Noble, E. P., Syndulko, K., Fitch, R. J., Ritchie, T., Bohlman, M. C., Guth, P., Blum, K.

(1994b). D2 dopamine receptor TaqI A alleles in medically ill alcoholic and

nonalcoholic patients. Alcohol, 29: 729-744.

Noble, E. P., Ozkaragoz, T. Z., Ritchie, T. L., Zhang, X., Belin, T. R., Sparkes, R. S.

(1998). D2 and D4 dopamine receptor polymorphisms and personality. American

Journal of Medical Genetics, 81: 257-267.

Noblett, K. L., Coccaro, E. F. (2005). Molecular Genetics of Personality. Current

Psychiatry Reports, 7: 73-80.

Nolan, K. A., Volavka, J., Lachman, H. M., Saito, T. (2000). An association between a

polymorphism of the tryptophan hydroxylase gene and aggression in schizophrenia

and schizoaffective disorder. Psychiatric Genetics, 10: 109-115.

Nowak, R., Poindron, P., Neindre, L. P., Putu, I. G. (1987). Ability of 12-hour-old

Merino and crossbred lambs to recognise their mothers. Applied Animal Behavior

Science, 17: 263-271.

Nowak, R., Lindsay, D. R. (1990). Effect of genotype and litter size on discrimination of

mothers by their twelve-hour-old lambs. Behaviour, 115: 1-13.

Nowak, R., Lindsay, D. R. (1992). Discrimination of Merino ewes by their newborn

lambs: important for survival? Applied Animal Behavior Science, 34: 61-74.

O’bleness, G. V., Van Vleck, L. D., Henderson, C. R. (1960). Heritabilities of some

type appraisal traits and their genetic and phenotypic correlations with production.

Journal of Dairy Science, 43: 1490-1498.

Ono,Y., Manki, H., Yoshimura, K., Muramatsu, T., Mizushima, H., Higuchi, S., Yagi,

G., Kanba, S., Asai, M. (1997). Association between dopamine D4 receptor

(D4DR) exon III polymorphism and novelty seeking in Japanese subjects.

American Journal of Medical Genetics, 74: 501-503.

Oswald, J., Engemann, S., Lane, N., Mayer, W., Olek, A., Fundele, R., Dean, W., Reik,

W., Walter, J. (2000). Active demethylation of the paternal genome in the mouse

zygote. Current Biology, 10: 475-478.

Overstreet, D. H., Commissaris, R. C., De La Garza, R., File, S. E., Knapp, D. J., Seiden,

L. S. (2003). Involvement of 5-HT1A receptors in animal tests of anxiety and

depression: evidence from genetic models. Stress (Amsterdam, Netherlands), 6:

101-110.

Owen, A. M., Roberts, A. C., Polkey, C. E., Sahakian, B. J., Robbins, T. W. (1991).

Extra-dimensional versus intra-dimensional set shifting performance following

Page 153: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 143

frontal lobe excisions, temporal lobe excisions or amygdalo-hippocampectomy in

man. Neuropsychologia, 29: 993-1006.

Owen, A. M., Roberts, A. C., Hodges, J. R., Robbins, T. W. (1993). Contrasting

mechanisms of impaired attentional set-shifting in patients with frontal lobe

damage or Parkinson’s disease. Brain, 116: 1159-1175.

Pajor, F., Muranyi, A., Szentleleki, A., Tozser, J., Poti, P. (2010). Effect of temperament

of ewes on their maternal ability and their lambs' postweaning traits in Tsigai breed.

Archiv Tierzucht, 53: 465-474.

Pappa, I., Mileva-Seitz, V. R., Szekely, E., Verhulst, F. C., Bakermans-Kranenburg, M.

J., Jaddoe,V. W., Hofman, A., Tiemeier, H., van IJzendoorn, M. H. (2014). DRD4

VNTRs, observed stranger fear in preschoolers and later ADHD symptoms.

Psychiatry Research, 220: 982-986.

Park, Y. J., Park, K. S., Kim, J. H., Shin, C. S., Kim, S. Y., Lee, H. K. (1999).

Reproducibility of the cortisol response to stimulation with the low dose (1ug) of

ACTH. Clinical Endocrinology, 51: 153-158.

Parks, C. L., Robinson, P. S., Sibille, E., Shenk, T., Toth, M. (1998). Increased anxiety

of mice lacking the serotonin1A receptor. Proceedings of the National Academy of

Sciences, 95: 10734-10739.

Parrott, R. F., Misson, B. H., Baldwin, B. A. (1989). Salivary cortisol in pigs following

adrenocotrophic hormone stimulation: comparison with plasma levels. The British

Veterinary Journal, 145: 362-366.

Parsian, A., Zhang, Z. H. (1997). Human dopamine transporter gene polymorphism

(VNTR) and alcoholism. American Journal of Medical Genetics, 74: 480-482.

Parsian, A., Cloninger, C. R., Sinha, R., Zhang, Z. H. (2003). Functional variation in

promoter region of monoamine oxidase A and subtypes of alcoholism: haplotype

analysis. American Journal of Medical Genetics, 117B: 46-50.

Persson, M. L., Wasserman, D., Jonsson, E. G., Bergman, H., Terenius, L., Gyllander,

A., Geijer, T. (2000). Search for the influence of the tyrosine hydroxylase

(TCAT)(n) repeat polymorphism on personality traits. Psychiatry Research, 95: 1-8

Phocas, F., Boivin, X., Sapa, J., Trillat, G., Boissy, A., Le Neindre, P. (2006). Genetic

correlations between temperament and breeding traits in Limousin heifers. Animal

Science, 82: 805-811.

Plush, K., Hebart, M., Brien, F., Hynd, P. (2011). The genetics of temperament in

Merino sheep and relationships with lamb survival. Applied Animal Behaviour

Page 154: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 144

Science, 134: 130-135.

Pollard, J. C., Littlejohn, R. P., Suttie, J. M. (1994). Responses of red deer to restraint in

a y-maze preference test. Applied Animal Behaviour Science, 39: 63-71.

Popendikyte, V., Laurinavicius, A., Paterson, A. D., Macciardi, F., Kennedy, J. L.,

Petronis, A. (1999). DNA methylation at the putative promoter region of the

human dopamine D2 receptor gene. Neuroreport, 10: 1249-1255.

Posner, M. I., Petersen, S. E. (1990).The attention system of the human brain. Annual

Review of Neuroscience, 13: 25-42.

Price, E. O. (2002). Animal domestication and behavior. Wallingford: CAB

International, 320.

Przegalinski, E., Moryl, E., Papp, M. (1995). The effect of 5-HT 1A receptor ligands in

a chronic mild stress model of depression. Neuropharmacology, 34: 1305-1310.

Provenza, F. D. (1995). Tracking variable environments: there is more than one kind of

memory. Journal of Chemical Ecology, 21: 911-923.

Pruessner, J. C., Kirschbaum, C., Meinlschmid, G., Hellhammer, D. H. (2003). Two

formulas for computation of the area under the curve represent measures of total

hormone concentration versus time-dependent change. Psychoneuroendocrinology,

28: 916-31.

Quinn, J. L., Patrick, S. C., Bouwhuis, S., Wilkin, T. A., Sheldon, B. C. (2009).

Heterogeneous selection on a heritable temperament trait in a variable environment.

Journal of Animal Ecology, 78: 1203-1215.

Rakyan, V. K., Chong, S., Champ, M. E., Cuthbert, P. C., Morgan, H. D., Luu, K. V.,

Whitelaw, E. (2003). Transgenerational inheritance of epigenetic states at the

murine AxinFu allele occurs after maternal and paternal transmission. Proceedings

of the National Academy of Sciences, 100: 2538-2543.

Ramboz, S., Oosting, R., Amara, D. A., Kung, H. F., Blier, P., Mendelsohn, M., Hen, R.

(1998). Serotonin receptor 1A knockout: an animal model of anxiety-related

disorder. Proceedings of the National Academy of Sciences, 95: 14476-14481.

Rapport, M. M., Green, A. A., Page, I. H. (1948). Serum vasoconstrictor (serotonin) IV.

Isolation and characterization. Journal of Biological Chemistry, 176: 1243-1251.

Reale, D., Reader, S. M., Sol, D., McDougall, P. T., Dingemanse, N. J. (2007).

Integrating animal temperament within ecology and evolution. Biological Reviews,

82: 291-318.

Page 155: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 145

Regolin, L., Vallortigara, G., Zanforlin, M. (1995). Detour behaviour in the domestic

chick: searching for a disappearing prey or a disappearing social partner. Animal

Behaviour, 50: 203-211.

Rehkamper, G., Gorlach, A. (1997). Visual discrimination in adult dairy bulls. Journal

of Dairy Science, 80: 1613-1621.

Reif, A., Lesch, K. P. (2003). Toward a molecular architecture of personality.

Behavioural Brain Research, 139: 1-20.

Reiner, I., Spangler, G. (2011). Dopamine D4 Receptor Exon III Polymorphism,

Adverse Life Events and Personality Traits in a Nonclinical German Adult Sample.

Neuropsychobiology, 63: 52-58.

Retz, W., Retz-Junginger, P., Supprian, T., Thome, J., Roster, M. (2004). Association of

serotonin transporter promoter gene polymorphism with violence: relation with

personality disorders, impulsivity, and childhood ADHD psychopathology.

Behavioral Sciences and the Law, 22: 415-425.

Richard, S., Davies, D. C., Faure, J. M. (2000). The role of fear in one-trial passive

avoidance learning in Japanese quail chicks genetically selected for long or short

duration of the tonic immobility reaction. Behavioural Processes, 48: 165-170.

Ridley, R. M., Haystead, T. A., Baker, H. F. (1981). An analysis of visual object

reversal-learning in the marmoset after amphetamine and haloperidol.

Pharmacology Biochemistry and Behavior, 14: 345-351.

Roberts, A. C., De Salvia, M. A., Wilkinson, L. S., Collins, P., Muir, J. L., Everitt, B. J.

Robbins, T. W. (1994). 6-Hydroxydopamine lesions of the prefrontal cortex in

monkeys enhance performance on an analog of the Wisconsin Card Sort Test:

possible interactions with subcortical dopamine. The Journal of Neuroscience, 14:

2531-2544.

Rocha, B. A., Scearce-Levie, K., Lucas, J. J., Hiroi, N., Castanon, N., Crabbe, J. C.,

Nestler, E. J., Hen, R. (1998). Increased vulnerability to cocaine in mice lacking

the serotonin-1B receptor. Nature, 393: 175-178.

Roman, T., Schmitz, M., Polanczyk, G., Eizirik, M., Rohde, L. A., Hutz, M. H. (2001).

Attention-deficit hyperactivity disorder: a study of association with both the

dopamine transporter gene and the dopamine D4 receptor gene. American Journal

of Medical Genetics, 105: 471-478.

Romeyer, A., Bouissou, M. F. (1992). Assessment of fear reactions in domestic sheep and

influence of breed and rearing conditions. Applied Animal Behaviour Science, 34:

Page 156: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 146

93-119.

Roohi, J., DeVincent, C. J., Hatchwell, E., Gadow, K. D. (2009). Association of a

monoamine oxidase-A gene promoter polymorphism with ADHD and anxiety in

boys with autism spectrum disorder. Journal of Autism and Developmental

Disorders, 39: 67-74.

Roth, B. L. (1994). Multiple serotonin receptors: clinical and experimental aspects.

Annals of Clinical Psychiatry, 6: 67-78.

Rothbart, M. K., Ahadi, S. A., Hershey, K. L. (1994). Temperament and social behavior

in childhood. Merrill-Palmer Quarterly, 1982: 21-39.

Rothbart, M. K., Ahadi, S. A., Evans, D. E. (2000). Temperament and personality:

origins and outcomes. Journal of Personality and Social Psychology, 78: 122.

Rothbart, M. K. (2007). Temperament, development, and personality. Current

Directions in Psychological Science, 16: 207-212.

Rotondo, A., Mazzanti, C., Dell’Osso, L., Rucci, P., Sullivan, P., Bouanani, S., Cassano,

G. B. (2002). Catechol o-methyltransferase, serotonin transporter, and tryptophan

hydroxylase gene polymorphisms in bipolar disorder patients with and without

comorbid panic disorder. American Journal of Psychiatry, 159: 23-29.

Rowe, D. C., Stever, C., Giedinghagen, L. N., Gard, J. M., Cleveland, H. H., Terris, S.

T., Waldman, I. D. (1998). Dopamine DRD4 receptor polymorphism and attention

deficit hyperactivity disorder. Molecular Psychiatry, 3: 419-426.

Rowe, D. C., Van den Oord, E. J., Stever, C., Giedinghagen, L. N., Gard, J. M.,

Cleveland, H. H., Waldman, I. D. (1999). The DRD2 TaqI polymorphism and

symptoms of attention deficit hyperactivity disorder. Molecular Psychiatry, 4:

580-586.

Rubia, K., Overmeyer, S., Taylor, E., Brammer, M., Williams, S. C., Simmons, A.,

Bullmore, E. T. (1999). Hypofrontality in attention deficit hyperactivity disorder

during higher-order motor control: a study with functional MRI. American Journal

of Psychiatry, 156: 891-896.

Rubinstein, M., Phillips, T. J., Bunzow, J. R., Falzone, T. L., Dziewczapolski, G., Fang,

Y., Grandy, D. K. (1997). Mice lacking dopamine D4 receptors are supersensitive to

ethanol, cocaine, and methamphetamine. Cell, 90: 991-1001.

Rushen, J. (1986). Aversion of sheep for handling treatments: paired-choice studies.

Applied Animal Behaviour Science, 16: 363-370.

Page 157: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 147

Rushton, J. P., Jensen, A. R. (2005). Thirty years of research on race differences in

cognitive ability. Psychology Public Policy and Law, 11: 235.

Rybakowski, J. K., Borkowska, A., Czerski, P. M., Skibinska, M., Hauser, J. (2003).

Polymorphism of the brain-derived neurotrophic factor gene and performance on a

cognitive prefrontal test in bipolar patients. Bipolar Disorder, 5: 468-472.

Ryder, M. L. (1984). Sheep. In: Evolution of Domestic Animals (Ed. by Mason IL),

Longman, London, p. 63-85.

Sabol, S. Z., Hu, S., Hamer, D. (1998). A functional polymorphism in the monoamine

oxidase A gene promoter. Human Genetics, 103: 273-279.

Sabol, S. Z., Nelson, M. L., Fisher, C., Gunzerath, L., Brody, C. L., Hu, S., Hamer, D.

H. (1999). A genetic association for cigarette smoking behavior. Health

Psychology, 18: 7-13.

Safwate, A., Richet, E., Barlet, J. P., Delost, P. (1982). ACTH and plasma corticosteroid

levels in young calves. Journal of Physiology, 78: 195-197.

Sagvolden, T., Sergeant, J. A. (1998). Attention deficit/hyperactivity disorder-from brain

dysfunctions to behaviour. Behavioural Brain Research, 94: 1-10.

Sahakian, B. J., Sarna, G. S., Kantamaneni, B. D., Jackson, A., Hutson, P. H., Curzon, G.

(1985). Association between learning and cortical catecholamines in

non-drug-treated rats. Psychopharmacology, 86: 339-343.

Saito, T., Lachman, H. M., Diaz, L., Hallikainen, T., Kauhanen, J., Salonen, J. T.,

Ryynanenc, O. P., Karvonene, M. K., Syvalahtie, E., Pohjalainene, T., Hietala, J.,

Tiihonen, J. (2002). Analysis of monoamine oxidase A (MAOA) promoter

polymorphism in Finnish male alcoholics. Psychiatry Research, 109: 113-119.

Sato, S. (1981). Factors associated with temperament of beef cattle. Japanese Journal of

Zootechnical Science, 52: 595-605.

Satterlee, D. G., Johnson, W. A. (1988). Selection of Japanese quail for contrasting

blood corticosterone response to immobilization. Poultry Science, 67: 25-32.

Saudino, K. J. (2005). Behavioral genetics and child temperament. Journal of

Developmental and Behavioral Pediatrics, 26: 214-223.

Sawaguchi, T., Goldman-Rakic, P. S. (1991). D1 dopamine receptors in prefrontal

cortex: involvement in working memory. Science, 251: 947-950.

Sawaguchi, T., Goldman-Rakic, P. S. (1994). The role of D1-dopamine receptor in

working memory: local injections of dopamine antagonists into the prefrontal

cortex of rhesus monkeys performing an oculomotor delayed-response task.

Page 158: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 148

Journal of Neurophysiology, 71: 515-528.

Schultz, W. (2002). Getting formal with dopamine and reward. Neuron, 36: 241-263.

Scott, J., Fuller, J. (1965). Genetics and Social Behavior of the Dog. University of

Chicago Press, Chicago, America.

Selye, H. (1946). The general adaptation syndrome and the diseases of adaption. Journal

of Clinical Endocrinology and Metabolism, 6: 117-230.

Sena, H. D. S., Santos, K., Silva, M. X., McMannus, C., Ramos, A. F., Bernal, F. E. M.

(2013). Learning, memory and stress evaluation in lambs weaned at different ages.

Journal of Animal Science Advances, 3: 431-438.

Schmid, B., Blomeyer, D., Treutlein, J., Zimmermann, U. S., Buchmann, A. F., Schmidt,

M. H, Laucht, M. (2010). Interacting effects of CRHR1 gene and stressful life

events on drinking initiation and progression among 19-year-olds. The

International Journal of Neuropsychopharmacology, 13: 703-714.

Schreiber, R., De Vry, J. (1993). 5-HT 1A receptor ligands in animal models of anxiety,

impulsivity and depression: multiple mechanisms of action?. Progress in

Neuro-Psychopharmacology and Biological Psychiatry, 17: 87-104.

Schultz, W. (2002). Getting formal with dopamine and reward. Neuron, 36: 241-263.

Schulze, T. G., Muller, D. J., Krauss, H., Scherk, H., Ohlraun, S., Syagailo, Y. V.,

Rietschel, M. (2000). Association between a functional polymorphism in the

monoamine oxidase A gene promoter and major depressive disorder. American

Journal of Medical Genetics, 96: 801-803.

Shettleworth, S. J. (2001). Animal cognition and animal behavior. Animal Behaviour,

61: 277-286.

Shih, J. C., Thompson, R. F. (1999). Monoamine oxidase in neuropsychiatry and

behavior. American Journal of Human Genetics, 65: 593-598.

Shillito, E., Alexander, G. (1975). Mutual recognition amongst ewes and lambs of four

breeds of sheep (Ovis aries). Applied Animal Ethology, 1: 151-165.

Shiner, R. L., DeYoung, C. G. (2013). The structure of temperament and personality

traits: a developmental perspective. In: Zelazo PD, ed. Oxford Handbook of

Developmental Psychology. New York: Oxford University Press, p. 113-141.

Shrode, R. R., Hammack, S. P. (1971). Chute behavior of yearling beef cattle. Journal

of Animal Science, 33: 193.

Shurman, B., Horan, W. P., Nuechterlein, K. H. (2005). Schizophrenia patients

demonstrate a distinctive pattern of decision-making impairment on the Iowa

Page 159: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 149

Gambling Task. Schizophrenia Research, 72: 215-224.

Simitzis, P., Petrou, M., Demiris, N., Deligeorgis, S. (2012). Effect of pre-weaning

isolation within different age periods on the early post-weaning behaviour of

juvenile lambs. Applied Animal Behavior Science, 141: 43-48.

Slabbert, J. T. (2003). Identification of two CYP17 alleles in the South African Angora

goat. South Africa: University of Stellenbosch.

Slotten, H. A., Kalinichev, M., Hagan, J. J., Marsden, C. A., Fone, K. C. (2006).

Long-lasting changes in behavioural and neuroendocrine indices in the rat

following neonatal maternal separation: gender-dependent effects. Brain Research,

1097: 123-132.

Smalley, S. L., Baliey, J. N., Palmer, C. G., Cantwell, D. P., McGough, J. J.,

Del’Homme, M. A., Nelson, S. F. (1998). Evidence that the dopamine D4 receptor

is a susceptibility gene in attention deficit hyperactivity disorder. Molecular

Psychiatry, 3: 427-430.

Smith, A. G., Neill, J. C., Costall, B. (1999). The dopamine D-3/D-2 receptor agonist

7-OH-DPAT induces cognitive impairment in the marmoset. Pharmacology

Biochemistry and Behavior, 63: 201-211.

Smith, J. D., Kinman, M. L. (1965). The use of parent-offspring regression as an

estimator of heritability. Crop Science, 5: 595-596.

Sobel, E., Corbett, D. (1984). Axonal branching of ventral tegmental and raphe

projections to the frontal cortex in the rat. Neuroscience Letters, 48: 121-125.

Spinelli, S., Schwandt, M. L., Lindell, S. G., Newman, T. K., Heilig, M., Suomi, S. J.,

Higley, J. D., Goldman, D., Barr, C. S. (2007). Association between the

recombinant human serotonin transporter linked promoter region polymorphism

and behavior in rhesus macaques during a separation paradigm. Development and

Psychopathology, 19: 977-987.

Storbeck, K., Swart, A. C., Slabbert, J. T., Swart, P. (2007). The identification of two

CYP17 alleles in the South African Angora goat. Drug Metablism Review, 39:

467-480.

Storbeck, K., Swart, A. C., Snyman, M. A., Swart, P. (2008). Two CYP17 genes in the

South African Angora goat (Capra hircus) – the identification of three genotypes

that differ in copy number and steroidogenic output. FEBS Journal, 275:

3934-3943.

Storbeck, K., Swart, A. C., Swart, P. (2009). CYP17 causes hypocortisolism in the

Page 160: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 150

South African Angora goat. Molecular and Cellular Endocrinology, 300: 121-125.

Strelau, J. (1987).The concept of temperament in personality research. European Journal

of Personality, 1: 107-117.

Stricklin, W. R., Heisler, C. E., Wilson, L. L. (1980). Heritability of temperament in

beef cattle. Journal of Animal Science, 51: 109.

Strobel, A., Wehr, A., Michel, A., Brocke, B. (1999). Association between the

dopamine D4 receptor (DRD4) exon III polymorphism and measures of Novelty

Seeking in a German population. Molecular Psychiatry, 4: 378.

Sugiyama, A., Inoue-Murayama, M., Miwa, M., Ohashi, R., Kayang, B. B., Mizutani,

M., Ito, S. (2004). Polymorphism of dopamine receptor D4 exon I corresponding

region in chicken. Zoological Science, 21: 941-946.

Sullivan, J. L., Baenziger, J. C., Wagner, D. L., Rauscher, F. P., Nurnberger, J. I.,

Holmes, J. S. (1990). Platelet MAO in subtypes of alcoholism. Biological

Psychiatry, 27: 911-922.

Sullivan, D., Pinsonneault, J. K., Papp, A. C., Zhu, H., Lemeshow, S., Mash, D. C.,

Sadee, W. (2013). Dopamine transporter DAT and receptor DRD2 variants affect

risk of lethal cocaine abuse: a gene–gene–environment interaction. Translational

Psychiatry, 3: e222.

Sunohara, G. A., Roberts, W., Malone, M., Schachar, R. J., Tannock, R., Basile, V. S.,

Barr, C. L. (2000). Linkage of the dopamine D4 receptor gene and attention-deficit

/hyperactivity disorder. Journal of the American Academy of Child and Adolescent

Psychiatry, 39: 1537-1542.

Surani, M. A. (2001). Reprogramming of genome function through epigenetic

inheritance. Nature, 414: 122-128.

Sutherland, J. E., Costa, M. (2003). Epigenetics and the environment. Annals of the

New York Academy of Sciences, 983: 151-160.

Svartberg, K. (2002). Shyness-boldness predicts performance in working dogs. Applied

Animal Behaviour Science, 79: 157-174.

Svartberg, K. (2006). Breed-typical behaviour in dogs-Historical remnants or recent

constructs?. Applied Animal Behaviour Science, 96: 293-313.

Swanson, J. M., Sunohara, G. A., Kennedy, J. L., Regino, R., Fineberg, E., Wigal, T.

(1998). Association of the dopamine receptor D4 (DRD4) gene with a refined

phenotype of attention deficit hyperactivity disorder (ADHD): a family- based

approach. Molecular Psychiatry, 3: 38-41.

Page 161: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 151

Swanson, L. W. (1982). The projections of the ventral tegmental area and adjacent

regions: A combined fluorescent retrograde tracer and immunofluorescence study

in the rat. Brain Research Bulletin, 9: 321-353.

Taghzouti, K., Louilot, A., Herman, J. P., Le Moal, M., Simon, H. (1985). Alternation

behavior, spatial discrimination, and reversal disturbances following

6-hydroxydopamine lesions in the nucleus accumbens of the rat. Behavioral and

Neural Biology, 44: 354-363.

Tahir, E., Yazgan, Y., Cirakoglu, B., Ozbay, F., Waldman, I., Asherson, P. J. (2000).

Association and linkage of DRD4 and DRD5 with attention deficit hyperactivity

disorder (ADHD) in a sample of Turkish children. Molecular Psychiatry, 5:

396-404.

Tanaka, T., Hashimoto, A., Tanida, H., Yoshimoto, T. (1995). Studies on the visual

acuity of sheep using shape discrimination learning. Journal of Ethology, 13: 69-75

Tanksley, S. D., Young, N. D., Paterson, A. H., Bonierbale, M. W. (1989). RFLP

Mapping in Plant Breeding: New Tools for an Old Science. Nature Biotechnology,

7: 257-264.

Tecott, L. H., Sun, L. M., Akana, S. F., Strack, A. M., Lowenstein, D. H., Dallman, M.

F., Julius, D. (1995). Eating disorder and epilepsy in mice lacking 5-HT2c

serotonin receptors. Nature, 374: 542-546.

Teskey, G. C., Ossenkopp, K. P., Kavaliers, M., Innis, N. K., Boon, F. H. (1998).

Individual differences in radial maze performance and locomotor activity in the

meadow vole, Microtus pennsylvanicus. Physiology and Behavior, 65: 555-561

Thomas, A., Chess, S. (1977). Temperament and development. New York:

Bruner/Mazel.

Tilbrook, A. J., Clarke, I. J. (2006). Neuroendocrine mechanisms of innate states of

attenuated responsiveness of the hypothalamo-pituitary adrenal axis to stress.

Frontiers in Neuroendocrinology, 27: 285-307.

Tork, I. (1990). Anatomy of the Serotonergic Systema. Annals of the New York

Academy of Sciences, 600: 9-34.

Toth, M. (2003). 5-HT 1A receptor knockout mouse as a genetic model of anxiety.

European Journal of Pharmacology, 463: 177-184.

Tout, K., Haan, M., Canpbell, E. K., Gunnar, M. R. (1998). Social behavior correlates

of adrenocortical activity in daycare: gender differences and time-of-day effects.

Child Development, 69: 1247-1262.

Page 162: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 152

Tsuang, H. C., Chen, W. J., Lin, S. H., Chen, T. Y., Chang, Y. L., Huang, K. H., Lane,

H. Y. (2013). Impaired impulse control is associated with a 5-HT2A receptor

polymorphism in schizophrenia. Psychiatry Research, 208: 105-110.

Turner, A. I., Keating, C. L., Tilbrook, A. J. (2012). Sex Differences and the Role of

Sex Steroids in Sympatho-Adrenal Medullary System and Hypothalamo- Pituitary

Adrenal Axis Responses to Stress. InTech, p. 115-136.

Turner, S. P., Gibbons, J. M., Haskell, M. J. (2011). Developing and validating

measures of temperament in livestock. In From genes to animal behavior: social

structures, personalities, communication by color (ed. M InoueMurayama, S

Kawamura and A Weiss). Springer, Tokyo, Japan. p. 201-224.

Tzschentke, T. M. (2001). Pharmacology and behavioral pharmacology of the

mesocortical dopamine system. Progress in Neurobiology, 63: 241-320.

Ueno, S., Nakamura, M., Mikami, M., Kondoh, K., Ishiguro, H., Arinami, T., Tanabe,

H. (1999). Identification of a novel polymorphism of the human dopamine

transporter (DAT1) gene and the significant association with alcoholism.

Molecular Psychiatry, 4: 552-557.

Vallone, D., Picetti, R., Borrelli, E. (2000). Structure and function of dopamine

receptors. Neuroscience and Biobehavioral Reviews, 24: 125-132.

Vandenheede, M., Bouissou, M. F., Picard, M. (1998). Interpretation of behavioural

reactions of sheep towards fear-eliciting situations. Applied Animal Behaviour

Science, 58: 293-310.

Vander Walt, D., Cloete, S. W. P., Storbeck, K., Swart, P. (2009). The role of

cytochrome P450 17α-hydroxylase/17, 20-lyase (CYP17) in the stress coping

ability of a divergently selected Merino sheep population. In:18th Association for the

Advancement of Animal Breeding and Genetics Conference, Barossa Valley, South

Australia. p. 100-103.

Van Lier, E., Carriquiry, M., Meikle, A. (2014). Sex steroid modulation of cortisol

secretion in sheep. Animal, 8: 960-967.

Van Rooijen, J., Metz, J. H. M. (1987). A preliminary experiment on t-maze choice tests.

Applied Animal Behaviour Science, 19: 51-56.

Van Vleck, L. D., Bradford, G. E. (1965). Comparison of heritability estimates from

daughter-dam regression and paternal half-sib correlation. Journal of Dairy Science,

48: 1372-1375.

Page 163: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 153

Veissier, I., Boissy, A. (2007). Stress and welfare: Two complementary concepts that

are intrinsically related to the animal's point of view. Physiology and Behavior, 92:

429-433.

Veissier, I., Le Neindre, P. (1988). Cortisol responses to physical and pharmacological

stimuli in heifers. Reproduction, Nutrition and Development, 28: 553-562.

Verhagen, M., Van Der Meij, A., Janzing, J. G., Arias-Vasguez, A., Buitelaar, J. K.,

Franke, B. (2009). Effect of the 5-HTTLPR polymorphism in the serotonin

transporter gene on major depressive disorder and related comorbid disorders.

Psychiatric Genetics, 19: 39-44.

Verkes, R. J., Van der Mast, R. C., Kerkhof, A. J., Fekkes, D., Hengeveld, M. W., Tuyl,

J. P., Van Kempen, G. M. (1998). Platelet serotonin, monoamine oxidase activity,

and [3H] paroxetine binding related to impulsive suicide attempts and borderline

personality disorder. Biological Psychiatry, 43: 740-746.

Vincent, I.C., Michell, A.R. (1992). Comparison of cortisol concentrations in saliva and

plasma of dogs. Research of Veterinary Science, 53: 342-345.

Virkkunen, M., Goldman, D., Linnoila, M. (2008). Serotonin in alcoholic violent

offenders. Genetics of Criminal and Antisocial Behaviour, 775: 168.

Visser, E. K., Van Reenen, C. G., Schilder, M. B. H., Barneveld, A., Blokhuis, H. J.

(2003). Learning performances in young horses using two different learning tests.

Applied Animal Behaviour Science, 80: 311-326.

Visser, E. K., Van Reenen, C. G., Rundgren, M., Zetterqvist, M., Morgan, K., Blokhuis,

H. J. (2003). Responses of horses in behavioural tests correlate with temperament

assessed by riders. Equine Veterinary Journal, 35: 176-183.

Walser, E. S., Walters, D. E. (1987). Vocal responses of lambs to sound recordings of

ewe bleats. Behaviour, 100: 50-60.

Wang, S. S., Kamphuis, W., Huitinga, I., Zhou, J. N., Swaab, D. F. (2008). Gene

expression analysis in the human hypothalamus in depression by laser

microdissection and real-time PCR: the presence of multiple receptor imbalances.

Molecular Psychiatry, 13: 786-799.

Wang, F., Simen, A., Arias, A., Lu, Q. W., Zhang, H. (2013). A large-scale

meta-analysis of the association between the ANKK1/DRD2 Taq1A polymorphism

and alcohol dependence. Human Genetics, 132: 347-358.

Wasserman, D., Sokolowski, M., Rozanov, V., Wasserman, J. (2008). The CRHR1 gene:

a marker for suicidality in depressed males exposed to low stress. Genes, Brain and

Page 164: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 154

Behavior, 7: 14-19.

Wasserman, D., Wasserman, J., Rozanov, V., Sokolowski, M. (2009). Depression in

suicidal males: genetic risk-variants in the CRHR1 gene. Genes, Brain and

Behavior, 8: 72-79.

Waterland, R. A., Jirtle, R. L. (2003). Transposable elements: targets for early

nutritional effects on epigenetic gene regulation. Molecular and Cellular Biology,

23: 5293-530.

Watson, J. D., Crick, F. H. (1953). Molecular structure of nucleic acids; a structure for

deoxyribose nucleic acid. Nature, 171: 737-738.

Weaver, I. C., Cervoni, N., Champagne, F. A., D’Alessio, A. C., Sharma, S., Seckl, J.

R., Dymov, S., Szyf, M., Meaney, M. J. (2004). Epigenetic programming by

maternal behavior. Nature Neuroscience, 7: 847-854.

Weinstein, T. A., Capitanio, J. P., Gosling, S. D. (2008). Personality in animals.

Handbook of personality: Theory and Research, 3: 328-348.

Weiss, I. C., Pryce, C. R., Jongen-Relo, A. L., Nanz-Bahr, N. I., Feldon, J. (2004).

Effect of social isolation on stress-related behavioural and neuroendocrine state in

the rat. Behavioural Brain Research, 152: 279-295.

Wendland, J. R., Lesch, K. P., Newman, T. K., Timme, A., Gachot-Neveu, H., Thierry,

B., Suomi, S. J. (2006). Differential functional variability of serotonin transporter

and monoamine oxidase a genes in macaque species displaying contrasting levels

of aggression- related behavior. Behavior Genetics, 36: 163-172.

Wentzel, D., Viljoen, K. S., Botha, L. J. J. (1979). Physiological and endocrinological

reactions to cold stress in the Angora goat. Agroanimalia, 11: 19-22.

Wesley, F., Klopfer, F. D. (1962). Visual discrimination learning in swine. Zeitschrift fur

Tierpsychologie, 19: 93-104.

Wesołowska, A., Nikiforuk, A., Stachowicz, K., Tatarczynska, E. (2006). Effect of the

selective 5-HT 7 receptor antagonist SB 269970 in animal models of anxiety and

depression. Neuropharmacology, 51: 578-586.

Weyler, W., Hsu, Y. P., Breakafield, X. O. (1990). Biochemistry and genetics of

monoamine oxidase. Pharmacol and Therapeutics, 47: 391-417.

White, M. J., Lawford, B. R., Morris, C. P., Young, R. M. (2009). Interaction between

DRD2 C957T polymorphism and an acute psychosocial stressor on reward-related

behavioral impulsivity. Behavior Genetics, 39: 285-295.

Williams, G. V., Goldman-Rakic, P. S. (1995). Modulation of memory fields by

Page 165: Gene polymorphisms associated with temperament in Merino ...methods section of my journal paper, and gave me great support in my experiments. I also want to express my heartfelt appreciation

Reference 155

dopamine Dl receptors in prefrontal cortex. Nature, 376: 572-575.

Williams, J., Spurlock, G., McGuffin, P., Mallet, J., Nothen, M. M., Gill, M., Owen, M.

J. (1996). Association between schizophrenia and T102C polymorphism of the

5-hydroxytryptamine type 2a-receptor gene. Lancet, 347: 1294 -1296.

Williams, J., McGuffin, P., Nothern, M., Owen, M. J. (1997). Meta-analysis of

association between the 5-HT2a receptor T102C polymorphism and schizophrenia.

Lancet, 349: 1221-1223.

Winstanley, C. A., Theobald, D. E., Dalley, J. W., Cardinal, R. N., Robbins, T. W. (2006).

Double dissociation between serotonergic and dopaminergic modulation of medial

prefrontal and orbitofrontal cortex during a test of impulsive choice. Cerebral

Cortex, 16: 106-114.

Wise, R. A., Rompre, P. P. (1989). Brain dopamine and reward. Annual Review of

Psychology, 40: 191-225.

Wohlt, J. E., Allyn, M. E ., Zajac, P. K., Katz, L. S. (1994). Cortisol increases in plasma

of Holstein heifer calves from handling and method of electrical dehorning.

Journal of Dairy Science, 77: 3725-3729.

Wong, A. H., Gottesman, I. I., Petronis, A. (2005). Phenotypic differences in genetically

identical organisms: the epigenetic perspective. Human Molecular Genetics, 14:

11-18.

Xu, H., Kellendonk, C. B., Simpson, E. H., Keilp, J. G., Bruder, G. E., Polan, H. J.,

Kandel, E. R., Gilliam, T. C. (2007). DRD2 C957T polymorphism interacts with

the COMT Val158Met polymorphism in human working memory ability.

Schizophrenia Research, 90: 104-107.

Yang, P., Chung, L. C., Chen, C. S., Chen, C. C. (2004). Rapid improvement in

academic grades following methylphenidate treatment in attention- deficit

hyperactivity disorder. Psychiatry and Clinical Neurosciences, 58: 37- 41.

Zai, C. C., Ehteshan, S., Choi, E., Nowrouzi, B., de Luca, V., Stankovich, L., Davidge,

K., Freeman, N., King, N., Kennedy, J. L., Beitchman, J. H. (2012). Dopaminergic

system genes in childhood aggression: possible role for DRD2. The World Journal

of Biological Psychiatry, 13: 65-74.

Zambra, N., Gimeno, D., Blache, D., van Lier, E. (2015). Temperament and its

heritability in Corriedale and Merino lambs. Animal, 9: 373-379.