r.l.quaas26 mar. 2004 meat animal research center clay center, ne
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26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Validating Genetic Tests for Quantitative Traits
Validating Genetic Tests for Quantitative Traits
Dick QuaasCornell
University
Dick QuaasCornell
University
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
QTL Project TeamQTL Project Team
Dick Quaas - Cornell
Mark Thallman – MARC
Rohan Luigi Fernando – Iowa State
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
QTL Project Team Objectives QTL Project Team Objectives
Develop protocol for validation (or not) of gene
marker or test results with independent (field)
data
Develop & test methods for incorporating
markers into national cattle evaluation
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Today’s ObjectivesToday’s Objectives
NOT to present NBCEC protocol for validation Has been superceded
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
BIF Molecular Technology Guidelines Committee Objectives
BIF Molecular Technology Guidelines Committee Objectives
Terminology and nomenclature,
Molecular sampling protocols,
Molecular test validation, and
Best use practices for incorporating molecular
testing into breed improvement programs and
ultimately National Cattle Evaluation.
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
BIF Molecular Technology Guidelines Committee
BIF Molecular Technology Guidelines Committee
Craig Huffhines - American Hereford Assoc. Sally Dolezal - American Angus Assoc. Robert Williams - International Charolais Larry Cundiff - USDA Mark Thallman - USDA Mark Allan - USDA Keith Bertrand - UGA Dan Moser - KSU Dick Quaas - Cornell
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Today’s ObjectivesToday’s Objectives
NOT to present NBCEC protocol for validation Discuss various studies of gene test data which
might be considered “validation” Share experience, not results
My analyses; input from Thallman & Fernando
Discuss how my notion of validation has changed
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
QTL Tests – available & ‘near’QTL Tests – available & ‘near’
Genetic Solutions GeneStar Marbling* – Thyroglobulin promoter GeneStar Tenderness – Calpastatin GeneStar Tenderness II
Calpain 1 (exon 9) & Calpastatin Merial – Quantum Genetics
ingenity LLeptin* (U. Saskatchewan research)
** RLQ Analysis
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
QTL Tests (continued)QTL Tests (continued)
Frontier Beef Systems TenderGene
mu-Calpaincodon 316 (exon 9) & codon 530 (exon 14)
MARC & NZ research MMI – NCBA – ???
Several microsatellite markers from CMP proj. Bovigen
Ohio State markers
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
NBCEC Taurus dataNBCEC Taurus data
Carcass phenotypes including (WBSF) &
genotypes on Simmental-sired cattle (mostly
commercial Angus dams) Some progeny of Angus & Red Angus sires
(not included in analysis thus far) Some genotypes on Simmental sires Source of data
CMP ASA progeny testing program
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
NBCEC Indicus dataNBCEC Indicus data
King Ranch Santa Gertrudis Carcass phenotypes incl. WBSF Genotyped by both Frontier Beef (GeneSeek)
& Genetic Solutions
ASA Simbrah Calpain genotypes
13 sires226 CMP carcasses with WBSF
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
AnalysesAnalyses
Mixed Model
Y = Genotype + CG + Sire + e
‘Genotype' includes category for
ungenotyped contemporaries
Sire random: REML estimates of VCs
Fixed Model
Y = Genotype + CG + e
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Validation: original viewValidation: original view
Genomic Company ready to market DNA test Data on test “published” in some form
Validation Test companies results/claims with
independent field dataGenotype effectsMode of action
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
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First AnalysisFirst Analysis
GeneSTAR® Marbling
“Validate” Genetic Solutions results found in US
calf-fed trial
Close to original vision
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
GenotypeGenetic
SolutionsNBCEC
2 star 370 527
1 star 369 517
0 star 358 516
2 vs. 0 star 12 11
NBCEC vs. Genetic SolutionsMarbling Score Least Squares MeansNBCEC vs. Genetic Solutions
Marbling Score Least Squares Means
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
mu-Calpainmu-Calpain
2 SNP in mu-calpain gene (also called calpain 1) SNP316 = exon 9
CC; CG; GG SNP530 = exon 14
AA; AG; GG Compared results to unpublished MARC results
from GPE-7 cattle
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
LS Means: 2 Additive Mu-Calpain Genotypes
LS Means: 2 Additive Mu-Calpain Genotypes
0
1
2
3
4
5
6
7
8
9
10
WB
Sh
ear
Fo
rce
(lb
s.)
316 CG 316 GG316 CC
530
AA
530
AA
530
AA
530
AG
530
AG
530
AG
530
GG
530
GG
530
GG
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
LeptinLeptin
Press Release Merial and Quantum Genetics, Inc. Sign Global Pact Wednesday July 23, 6:08 pm ET
SASKATOON, Sask., Canada; DULUTH, Ga., ... a Global Marketing Agreement ... provides Merial with exclusive rights to market Quantum's new patent-pending DNA test to determine an animal's leptin genotype, as well as the application of this knowledge.
The leptin protein is ... a major determinant of feed intake and energy balance in beef and dairy cattle. The test helps to
determine an animal's genetic propensity to "marble", ... helps
to determine an animal's genetic propensity for increased milk production.
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
http://sask.usask.ca/~schmutz/meat.htmlhttp://sask.usask.ca/~schmutz/meat.html
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
DGAT1DGAT1
Dairy cattle well documented for dairy production traits
Beef Cattle Thaller et al. (2003): K232A polymorphism of
DGAT1 has a significant effect on IMF. lysine polymorphism increases IMF in the
semitendinosus30 German Holsteins
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
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Types of TestsTypes of Tests
Previous (except for DGAT1 which is a DNP) SNPs in or close to a gene Probably not causal mutations
Very tightly linked marker
Next: Carcass Merit Project Microsatellites
Purely linked-markers
Combined Breed Analysis
+ (P<.10) ++ (P<.05) +++ (P<.01)
Level of Significance Quantitative Trait Locus
1 2 3 4 5 6 7 8 9 10 11Trait SF SF SF SF SF SF OT MB MB MB REAShear Force (SF) +++ ++Overall Tend.(OT) ++ ++Myofibrilar Tend. + ++Conn. Tiss. Tend. +++ +Juiciness + +++ ++ +Flavor + +Marbling (MB) +++Ribeye Area (REA) + ++ ++ +Fat Thick +++ ++Hot Carc Wt +++ +++KPH Fat + ++Yield Grade ++ +
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
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A Priori InformationA Priori Information
Can validate Estimates
From Genomics CoFrom research organization
Can follow up Reports of significant effects Qualitative statements of effects Qualitative statements of possible effects
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
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Real ValidationReal Validation
Statistical power Large nos. of animals
Multiple breeds Allele frequencies Breed differences in effects
Effects on as many other traits as available Additivity/Dominance Epistasis Duplicate samples for repeatability of test
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Real WorldReal World
Few $$ for validation Phenotypes & DNA from breed associations
or breedersWBSF … limits data source
Genotypes from genomics company Consequences
Not many breeds ~300-400 genotyped carcasses Lack of power
26 Mar. 2004 Meat Animal Research CenterClay Center, NE
R.L.Quaas
Real WorldReal World
Lack of power Greatly exacerbated by unequal allele freq
Eg., one homozygote represented by a single carcass in DGAT1 sample of 271
Other traitsThallman suggests testing with very
stringent criterionMy concern that any ‘positive’ result will
appear in an ad