Genome-wide association study for calving performance ...€¦ · Genome-wide association study for...

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Genome-wide association study for calving performance using HD genotypes in dairy & beef cattle Deirdre Purfield 1 , D.G Bradley 2 , R.D Evans 3 , J.F Kearney 3 & D.P Berry 1 1 Teagasc, Moorepark, Ireland 2 Trinity College Dublin, Ireland 3 Irish Cattle Breeding Federation, Bandon, Ireland [email protected]

Transcript of Genome-wide association study for calving performance ...€¦ · Genome-wide association study for...

Page 1: Genome-wide association study for calving performance ...€¦ · Genome-wide association study for calving performance using HD genotypes in dairy & beef cattle Deirdre Purfield1,

Genome-wide association study for calving performance using HD

genotypes in dairy & beef cattle

Deirdre Purfield1, D.G Bradley2, R.D Evans3,

J.F Kearney3 & D.P Berry1

1Teagasc, Moorepark, Ireland 2Trinity College Dublin, Ireland

3Irish Cattle Breeding Federation, Bandon, Ireland

[email protected]

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Dystocia

(Calving Difficulty)

Complex Quantitative

Traits

Lowly Heritable

Important Economic

Traits

National Breeding

Objectives

Objective: To elucidate the genomic variation behind calving difficulty in dairy & beef cattle

Calving Performance

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Materials & Methods • High density genotypes (777,962) available on 2,660 dairy and beef

sires

N= 927 770 963 SNPs 602,372 605,718 600,980

• EBVs obtained from ICBF •Deregressed & >30% reliability

• Two GWAS methods 1. Bayesian

• Meta-analysis

0

0.1

0.2

0.3

0.4

-4 -2 0 2 4

2.Single SNP Regression

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Multibreed GWAS

Dairy

Charolais

Multibreed GWAS

Limousin

Different breed effects

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Single SNP Regression Bayesian

Hol-FR

Charolais

Limousin

Bonferroni p-value= 5.5 x 10-4

BF= 3929.53

Bonferroni p-value= 9.9 x 10-6

BF= 3310.78

BF= 633.42 Bonferroni p-value= 7.4 x 10-4

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Meta-Analysis for direct calving difficulty

±283,042 ±284,509

Myostatin

Weighted Z-Score

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Refinement of genomic associations

1147 whole genome sequence data available from 1000 Bulls genomes project

27 breeds,11.0X genome coverage,35.2 million SNP variants

Imputed BTA18 in the Holstein-Friesians to sequence density

FImpute: 18,669 SNPs to 912,289 SNPs

16 gene/gene-products

4 highly significant missense variants (p<2.5 x10-8)

CTU1 possibly damaging (SIFT=0.06; Polyphen=0.95)

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Conclusions 1. Associations differed per breed

Impacting across-breed genomic selection??

Proportion of genetic variance common across breeds

2. Multiple strong associations detected for direct calving difficulty

Possibly change how genetic evaluations are computed

3. QTL on chromosome 18 most promising for dairy breed

3.1% of the genetic variation

CTU1 possible candidate gene

4. QTL on chromosome 2 impacting beef breeds

3.13% of the genetic variation

Myostatin

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Acknowledgements

Funding from the Research Stimulus Fund

Thank you for your attention

Questions?