genetic parameters of novel mid-infrared predicted …...genetic parameters of novel mid-infrared...

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Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK 1,2 , F.G. COLINET 1 , A. MINEUR 1 , R.R MOTA 1 , N. GENGLER 1 , H. HAMMAMI 1 1 Gembloux Agro-Bio Tech, ULiège, B-5030 Gembloux, Belgium 2 [email protected] EAAP 2018 MEETING DUBROVNIK 1

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Page 1: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose

cattle breeds

S. VANDERICK1,2, F.G. COLINET1, A. MINEUR1, R.R MOTA1,N. GENGLER1, H. HAMMAMI1

1 Gembloux Agro-B io Tech, UL iège, B-5030 Gembloux, Be lg ium

2 sy lv ie .vander ick@ul iege.be

EAAP 2018 MEETING DUBROVNIK 1

Page 2: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Dual-purpose cattle

EAAP 2018 MEETING DUBROVNIK 2

Dual-purpose Belgian Blue

(dpBB)

Montbéliarde(MON)

Normande(NOR)

Page 3: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Dual-purpose cattle

EAAP 2018 MEETING DUBROVNIK 3

Difficulty in gathering relevant large-scale data in routine

• Small sized cattle populations

• (Organic) pasture based production systems

Page 4: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 4

Usefulness of mid-infrared spectra (MIR)

Milk samples

(milk payment, milk recording)

Raw data = MIR spectra

Calibration equations

Quantification

wide range of novel phenotypes !

MIR analysisFOSS

Page 5: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Genetic parameters of 39 novel MIR predicted

milk traits

How MIR traits can predict longevity at early

stages?

Any help from genomics?

EAAP 2018 MEETING DUBROVNIK 5

Objectives

Page 6: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

dpBB MON NOR

Cows in production 2,988 1,330 621

1st lactation test-day 21,287 10,062 4,637

2nd lactation test-day 11,771 6,716 2,532

3rd lactation test-day 6,246 4,217 1,370

Pedigree 7,744 3,807 2,304

EAAP 2018 MEETING DUBROVNIK 6

Data

Page 7: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Cheese properties: 8

Groups of fatty acids (FA): 14

Minerals: 5

Protein components: 8

Ketone bodies: 3

Methane (CH4)

EAAP 2018 MEETING DUBROVNIK 7

MIR predicted milk traits

single-trait multi-lactation

random regression test-day model

Page 8: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 8

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Avera

ge d

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dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 9: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 9

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Avera

ge d

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dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 10: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 10

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Avera

ge d

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dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 11: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 11

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Avera

ge d

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dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 12: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 12

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Avera

ge d

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dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 13: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 13

production & novel MIR traits

Prediction of longevity at early

stages ?

Page 14: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 14

EBV & GEBV for production &

novel MIR traits

Prediction of longevity at early

stages ?

21,287 test-day records

2,988 primiparousdpBB cows

7,744 animals in pedigree

314 genotyped animals (108 ♀ and 206 ♂ )

Page 15: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 15

EBV & GEBV for production &

novel MIR traits

Prediction of longevity at early

stages ?

Different scenarios without and with

genomics

Partial least squares analyses

(high correlated traits)

21,287 test-day records

2,988 primiparousdpBB cows

7,744 animals in pedigree

314 genotyped animals (108 ♀ and 206 ♂ )

Page 16: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Scenarios EBV (r) GEBV (r)

S1: Milk, fat & protein yields 0.25 0.19

S2: Acetone, citrates & BHB 0.22 0.37

S3: S1 +S2 0.34 0.41

S4: S1 + UFA + SCFA + MCFA 0.42 0.29

S5: S2 + UFA + SCFA + MCFA 0.37 0.42

S6: S3 + UFA + SCFA + MCFA 0.51 0.47

EAAP 2018 MEETING DUBROVNIK 16

Longevity from MIR traits?

Based on genotyped dpBB bulls with ≥ 10 daughters (N=160)

Page 17: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Scenarios EBV (r) GEBV (r)

S1: Milk, fat & protein yields 0.25 0.19

S2: Acetone, citrates & BHB 0.22 0.37

S3: S1 +S2 0.34 0.41

S4: S1 + UFA + SCFA + MCFA 0.42 0.29

S5: S2 + UFA + SCFA + MCFA 0.37 0.42

S6: S3 + UFA + SCFA + MCFA 0.51 0.47

EAAP 2018 MEETING DUBROVNIK 17

Longevity from MIR traits?

Based on genotyped dpBB bulls with ≥ 10 daughters (N=160)

Page 18: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Scenarios EBV (r) GEBV (r)

S1: Milk, fat & protein yields 0.25 0.19

S2: Acetone, citrates & BHB 0.22 0.37

S3: S1 +S2 0.34 0.41

S4: S1 + UFA + SCFA + MCFA 0.42 0.29

S5: S2 + UFA + SCFA + MCFA 0.37 0.42

S6: S3 + UFA + SCFA + MCFA 0.51 0.47

EAAP 2018 MEETING DUBROVNIK 18

Longevity from MIR traits?

Based on genotyped dpBB bulls with ≥ 10 daughters (N=160)

Page 19: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Scenarios EBV (r) GEBV (r)

S1: Milk, fat & protein yields 0.25 0.19

S2: Acetone, citrates & BHB 0.22 0.37

S3: S1 +S2 0.34 0.41

S4: S1 + UFA + SCFA + MCFA 0.42 0.29

S5: S2 + UFA + SCFA + MCFA 0.37 0.42

S6: S3 + UFA + SCFA + MCFA 0.51 0.47

EAAP 2018 MEETING DUBROVNIK 19

Longevity from MIR traits?

Based on genotyped dpBB bulls with ≥ 10 daughters (N=160)

Page 20: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Novel MIR predicted milk traits for dual-purpose cattle:

heritable selection

promising early indicators of longevity (for dpBB)

Use of genomics:

Slight increase of reliabilities (not shown)

GEBV for novel MIR traits tend to be better predictors of longevity

EAAP 2018 MEETING DUBROVNIK 20

Take home messages

MIR traits ~ useful in 3 dual-purpose cattle breeds

Page 21: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Acknowledgements

EAAP 2018 MEETING DUBROVNIK 21

Page 22: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose

cattle breeds

S. VANDERICK1,2, F.G. COLINET1, A. MINEUR1, R.R MOTA1,N. GENGLER1, H. HAMMAMI1

1 Gembloux Agro-B io Tech, UL iège, B-5030 Gembloux, Be lg ium

2 sy lv ie .vander ick@ul iege.be

EAAP 2018 MEETING DUBROVNIK 22

Page 23: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

EAAP 2018 MEETING DUBROVNIK 23

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

Avera

ge d

aily

dpBB MON NOR

Groups of FACheese

propertiesMinerals Proteins

Ketone bodies

CH4

Conventional Production

traits

Page 24: Genetic parameters of novel mid-infrared predicted …...Genetic parameters of novel mid-infrared predicted milk traits in three dual-purpose cattle breeds S. VANDERICK1,2, F.G. COLINET

min max

Cheese properties 0.44 0.78

Groups of FA 0.77 0.99

Minerals 0.44 0.82

Proteins 0.69 0.77

Ketone bodies 0.62 0.89

CH4 0.70

EAAP 2018 MEETING DUBROVNIK 24

R² of calibration equation