TY - JOUR
T1 - Genome-wide association for milk production and lactation curve parameters in Holstein dairy cows
AU - Atashi, Hadi
AU - Salavati, Mazdak
AU - De Koster, Jenne
AU - Ehrlich, Jim
AU - Crowe, Mark
AU - Opsomer, Geert
AU - Hostens, Miel
AU - McLoughlin, Niamh
AU - Fahey, Alan
AU - Matthews, Elizabeth
AU - Santoro, Andreia
AU - Byrne, Colin
AU - Rudd, Pauline
AU - O'Flaherty, Roisin
AU - Hallinan, Sinead
AU - Wathes, Claire
AU - Cheng, Zhangrui
AU - Fouladi, Ali
AU - Pollott, Geoff
AU - Werling, Dirk
AU - Bernardo, Beatriz Sanz
AU - Wylie, Alistair
AU - Bell, Matt
AU - Vaneetvelde, Mieke
AU - Hermans, Kristof
AU - Moerman, Sander
AU - Bogaert, Hannes
AU - Vandepitte, Jan
AU - Vandevelde, Leila
AU - Vanranst, Bonny
AU - Hoglund, Johanna
AU - Dahl, Susanne
AU - Ostergaard, Soren
AU - Rothmann, Janne
AU - Krogh, Mogens
AU - Meyer, Else
AU - Gaillard, Charlotte
AU - Ettema, Jehan
AU - Rousing, Tine
AU - Signorelli, Federica
AU - Napolitano, Francesco
AU - Moioli, Bianca
AU - Crisà, Alessandra
AU - Buttazzoni, Luca
AU - McClure, Jennifer
AU - Matthews, Daragh
AU - Kearney, Francis
AU - Cromie, Andrew
AU - McClure, Matt
AU - Zhang, Shujun
AU - Chen, Xing
AU - Chen, Huanchun
AU - Zhao, Junlong
AU - Yang, Liguo
AU - Hua, Guohua
AU - Tan, Chen
AU - Wang, Guiqiang
AU - Bonneau, Michel
AU - Pompozzi, Andrea
AU - Pearn, Armin
AU - Evertson, Arnold
AU - Kosten, Linda
AU - Fogh, Anders
AU - Andersen, Thomas
AU - Lucey, Matthew
AU - Elsik, Chris
AU - Conant, Gavin
AU - Taylor, Jerry
AU - Gengler, Nicolas
AU - Georges, Michel
AU - Colinet, Frédéric
AU - Pamplona, Marilou Ramos
AU - Hammami, Hedi
AU - Bastin, Catherine
AU - Takeda, Haruko
AU - Laine, Aurelie
AU - Van Laere, Anne Sophie
AU - Schulze, Martin
AU - Vera, Sergio Palma
AU - Ferris, Conrad
AU - the GplusE Consortium
N1 - © 2019 The Authors. Journal of Animal Breeding and Genetics published by Blackwell Verlag GmbH.
PY - 2020/5/1
Y1 - 2020/5/1
N2 - The aim of this study was to identify genomic regions associated with 305-day milk yield and lactation curve parameters on primiparous (n = 9,910) and multiparous (n = 11,158) Holstein cows. The SNP solutions were estimated using a weighted single-step genomic BLUP approach and imputed high-density panel (777k) genotypes. The proportion of genetic variance explained by windows of 50 consecutive SNP (with an average of 165 Kb) was calculated, and regions that accounted for more than 0.50% of the variance were used to search for candidate genes. Estimated heritabilities were 0.37, 0.34, 0.17, 0.12, 0.30 and 0.19, respectively, for 305-day milk yield, peak yield, peak time, ramp, scale and decay for primiparous cows. Genetic correlations of 305-day milk yield with peak yield, peak time, ramp, scale and decay in primiparous cows were 0.99, 0.63, 0.20, 0.97 and −0.52, respectively. The results identified three windows on BTA14 associated with 305-day milk yield and the parameters of lactation curve in primi- and multiparous cows. Previously proposed candidate genes for milk yield supported by this work include GRINA, CYHR1, FOXH1, TONSL, PPP1R16A, ARHGAP39, MAF1, OPLAH and MROH1, whereas newly identified candidate genes are MIR2308, ZNF7, ZNF34, SLURP1, MAFA and KIFC2 (BTA14). The protein lipidation biological process term, which plays a key role in controlling protein localization and function, was identified as the most important term enriched by the identified genes.
AB - The aim of this study was to identify genomic regions associated with 305-day milk yield and lactation curve parameters on primiparous (n = 9,910) and multiparous (n = 11,158) Holstein cows. The SNP solutions were estimated using a weighted single-step genomic BLUP approach and imputed high-density panel (777k) genotypes. The proportion of genetic variance explained by windows of 50 consecutive SNP (with an average of 165 Kb) was calculated, and regions that accounted for more than 0.50% of the variance were used to search for candidate genes. Estimated heritabilities were 0.37, 0.34, 0.17, 0.12, 0.30 and 0.19, respectively, for 305-day milk yield, peak yield, peak time, ramp, scale and decay for primiparous cows. Genetic correlations of 305-day milk yield with peak yield, peak time, ramp, scale and decay in primiparous cows were 0.99, 0.63, 0.20, 0.97 and −0.52, respectively. The results identified three windows on BTA14 associated with 305-day milk yield and the parameters of lactation curve in primi- and multiparous cows. Previously proposed candidate genes for milk yield supported by this work include GRINA, CYHR1, FOXH1, TONSL, PPP1R16A, ARHGAP39, MAF1, OPLAH and MROH1, whereas newly identified candidate genes are MIR2308, ZNF7, ZNF34, SLURP1, MAFA and KIFC2 (BTA14). The protein lipidation biological process term, which plays a key role in controlling protein localization and function, was identified as the most important term enriched by the identified genes.
KW - genome-wide association study
KW - Holstein
KW - lactation curve
KW - milk yield
KW - Genome-Wide Association Study
KW - Genotype
KW - Lactation/genetics
KW - Pregnancy
KW - Phenotype
KW - Polymorphism, Single Nucleotide/genetics
KW - Animals
KW - Genome/genetics
KW - Cattle
KW - Dairying
KW - Female
KW - Parity/genetics
KW - Milk
UR - http://www.scopus.com/inward/record.url?scp=85073945400&partnerID=8YFLogxK
U2 - 10.1111/jbg.12442
DO - 10.1111/jbg.12442
M3 - Article
C2 - 31576624
AN - SCOPUS:85073945400
SN - 0931-2668
VL - 137
SP - 292
EP - 304
JO - Journal of Animal Breeding and Genetics
JF - Journal of Animal Breeding and Genetics
IS - 3
ER -