A post-GWAS replication study confirming the association of C1<?Pub Caret?>4H8orf33 gene with milk production traits in dairy cattle
Shaohua YANG, Chao QI, Yan XIE, Xiaogang CUI, Yahui GAO, Jianping JIANG, Li JIANG, Shengli ZHANG, Qin ZHANG, Dongxiao SUN
A post-GWAS replication study confirming the association of C1<?Pub Caret?>4H8orf33 gene with milk production traits in dairy cattle
Genome-wide association studies with an Illumina Bovine50K chip have detected 105 SNPs associated with one or multiple milk production traits in the Chinese Holstein population. Of these, 38 significant SNPs detected with high confidence by both L1-TDT and MMRA methods were selected to further mine potential key genes affecting milk yield and milk composition. By blasting the flanking sequences of these 38 SNPs with the bovine genome sequence combined with comparative genomics analysis, 26 genes were found to contain or be near to such SNPs. Among them, the C14H8orf33 gene is merely 87 bp away from the significant SNP, Hapmap30383-BTC-005848. Hence, we report herein genotype-phenotype associations to further validate the genetic effects of the C14H8orf33 gene. By pooled DNA sequencing of 14 unrelated Holstein sires, a total of 18 with seven novel SNPs were identified. Among them, nine SNPs were in the 5′ regulatory region, one in exon 6 and the other in the 3′ UTR and 3′ regulatory region. A total of nine of these identified SNPs were successfully genotyped and analyzed by mass spectrometry for association with five milk production traits in an independent resource population. The results showed that these SNPs were statistically significant for more than two traits [P<(0.0001-0.0267)]. In addition, mRNA expression analyses revealed that C14H8orf33 was ubiquitous in eight different tissues, with a relatively higher expression level in the mammary gland than in other tissues. These findings, therefore, provide strong evidence for association of C14H8orf33 variants with milk yield and milk composition traits and may be applied in Chinese Holstein breeding programs.
GWAS / functional annotation / Chinese Holstein / milk production traits / C14H8orf33 gene / single nucleotide polymorphisms / association study
[1] |
Georges M, Nielsen D, Mackinnon M, Mishra A, Okimoto R, Pasquino A T, Sargeant L S, Sorensen A, Steele M R, Zhao X, Womack J E, Hoeschele I. Mapping quantitative trait loci controlling milk production in dairy cattle by exploiting progeny testing. Genetics, 1995, 139(2): 907–920
Pubmed
|
[2] |
Khatkar M S, Thomson P C, Tammen I, Raadsma H W. Quantitative trait loci mapping in dairy cattle: review and meta-analysis. Genetics Selection Evolution, 2004, 36(2): 163–190
CrossRef
Pubmed
Google scholar
|
[3] |
Smaragdov M. Genetic mapping of loci responsible for milk production traits in dairy cattle. Russian Journal of Genetics, 2006, 42(1): 1–15
CrossRef
Google scholar
|
[4] |
Zhang H, Wang Z, Wang S, Li H. Progress of genome wide association study in domestic animals. Journal of Animal Science and Biotechnology, 2012, 3(1): 26
CrossRef
Pubmed
Google scholar
|
[5] |
Olsen H G, Lien S, Gautier M, Nilsen H, Roseth A, Berg P R, Sundsaasen K K, Svendsen M, Meuwissen T H. Mapping of a milk production quantitative trait locus to a 420kb region on bovine chromosome 6. Genetics, 2005, 169(1): 275–283
CrossRef
Pubmed
Google scholar
|
[6] |
Gutiérrez-Gil B, Williams J L, Homer D, Burton D, Haley C S, Wiener P. Search for quantitative trait loci affecting growth and carcass traits in a cross population of beef and dairy cattle. Journal of Animal Science, 2009, 87(1): 24–36
CrossRef
Pubmed
Google scholar
|
[7] |
Kneeland J, Li C, Basarab J, Snelling W M, Benkel B, Murdoch B, Hansen C, Moore S S. Identification and fine mapping of quantitative trait loci for growth traits on bovine chromosomes 2, 6, 14, 19, 21, and 23 within one commercial line of Bos taurus. Journal of Animal Science, 2004, 82(12): 3405–3414
Pubmed
|
[8] |
Bolormaa S, Pryce J E, Hayes B J, Goddard M E. Multivariate analysis of a genome-wide association study in dairy cattle. Journal of Dairy Science, 2010, 93(8): 3818–3833
CrossRef
Pubmed
Google scholar
|
[9] |
Mai M D, Sahana G, Christiansen F B, Guldbrandtsen B. A genome-wide association study for milk production traits in Danish Jersey cattle using a 50K single nucleotide polymorphism chip. Journal of Animal Science, 2010, 88(11): 3522–3528
CrossRef
Pubmed
Google scholar
|
[10] |
Hampe J, Franke A, Rosenstiel P, Till A, Teuber M, Huse K, Albrecht M, Mayr G, De La Vega F M, Briggs J, Günther S, Prescott N J, Onnie C M, Häsler R, Sipos B, Fölsch U R, Lengauer T, Platzer M, Mathew C G, Krawczak M, Schreiber S. A genome-wide association scan of nonsynonymous SNPs identifies a susceptibility variant for Crohn disease in ATG16L1. Nature Genetics, 2007, 39(2): 207–211
CrossRef
Pubmed
Google scholar
|
[11] |
Sun L D, Xiao F L, Li Y, Zhou W M, Tang H Y, Tang X F, Zhang H, Schaarschmidt H, Zuo X B, Foelster-Holst R, He S M, Shi M, Liu Q, Lv Y M, Chen X L, Zhu K J, Guo Y F, Hu D Y, Li M, Li M, Zhang Y H, Zhang X, Tang J P, Guo B R, Wang H, Liu Y, Zou X Y, Zhou F S, Liu X Y, Chen G, Ma L, Zhang S M, Jiang A P, Zheng X D, Gao X H, Li P, Tu C X, Yin X Y, Han X P, Ren Y Q, Song S P, Lu Z Y, Zhang X L, Cui Y, Chang J, Gao M, Luo X Y, Wang P G, Dai X, Su W, Li H, Shen C P, Liu S X, Feng X B, Yang C J, Lin G S, Wang Z X, Huang J Q, Fan X, Wang Y, Bao Y X, Yang S, Liu J J, Franke A, Weidinger S, Yao Z R, Zhang X J. Genome-wide association study identifies two new susceptibility loci for atopic dermatitis in the Chinese Han population. Nature Genetics, 2011, 43(7): 690–694
CrossRef
Pubmed
Google scholar
|
[12] |
García-Gámez E, Gutiérrez-Gil B, Sahana G, Sánchez J P, Bayón Y, Arranz J J. GWA analysis for milk production traits in dairy sheep and genetic support for a QTN influencing milk protein percentage in the LALBA gene. PLoS ONE, 2012, 7(10): e47782
CrossRef
Pubmed
Google scholar
|
[13] |
Magwire M M, Fabian D K, Schweyen H, Cao C, Longdon B, Bayer F, Jiggins F M. Genome-wide association studies reveal a simple genetic basis of resistance to naturally coevolving viruses in Drosophila melanogaster. PLOS Genetics, 2012, 8(11): e1003057
CrossRef
Pubmed
Google scholar
|
[14] |
Jiang L, Liu J, Sun D, Ma P, Ding X, Yu Y, Zhang Q. Genome wide association studies for milk production traits in Chinese Holstein population. PLoS ONE, 2010, 5(10): e13661
CrossRef
Pubmed
Google scholar
|
[15] |
Hirschhorn J N. Genomewide association studies—illuminating biologic pathways. The New England Journal of Medicine, 2009, 360(17): 1699–1701
CrossRef
Pubmed
Google scholar
|
[16] |
Hardy J, Singleton A. Genomewide association studies and human disease. The New England Journal of Medicine, 2009, 360(17): 1759–1768
CrossRef
Pubmed
Google scholar
|
[17] |
Grisart B, Farnir F, Karim L, Cambisano N, Kim J J, Kvasz A, Mni M, Simon P, Frère J M, Coppieters W, Georges M. Genetic and functional confirmation of the causality of the DGAT1 K232A quantitative trait nucleotide in affecting milk yield and composition. Proceedings of the National Academy of Sciences of the United States of America, 2004, 101(8): 2398–2403
CrossRef
Pubmed
Google scholar
|
[18] |
Blott S, Kim J J, Moisio S, Schmidt-Küntzel A, Cornet A, Berzi P, Cambisano N, Ford C, Grisart B, Johnson D, Karim L, Simon P, Snell R, Spelman R, Wong J, Vilkki J, Georges M, Farnir F, Coppieters W. Molecular dissection of a quantitative trait locus: a phenylalanine-to-tyrosine substitution in the transmembrane domain of the bovine growth hormone receptor is associated with a major effect on milk yield and composition. Genetics, 2003, 163(1): 253–266
Pubmed
|
[19] |
Coppieters W, Riquet J, Arranz J J, Berzi P, Cambisano N, Grisart B, Karim L, Marcq F, Moreau L, Nezer C, Simon P, Vanmanshoven P, Wagenaar D, Georges M. A QTL with major effect on milk yield and composition maps to bovine chromosome 14. Mammalian Genome, 1998, 9(7): 540–544
CrossRef
Pubmed
Google scholar
|
[20] |
Sun D, Jia J, Ma Y, Zhang Y, Wang Y, Yu Y, Zhang Y. Effects of DGAT1 and GHR on milk yield and milk composition in the Chinese dairy population. Animal Genetics, 2009, 40(6): 997–1000
CrossRef
Pubmed
Google scholar
|
[21] |
Riquet J, Coppieters W, Cambisano N, Arranz J J, Berzi P, Davis S K, Grisart B, Farnir F, Karim L, Mni M, Simon P, Taylor J F, Vanmanshoven P, Wagenaar D, Womack J E, Georges M. Fine-mapping of quantitative trait loci by identity by descent in outbred populations: application to milk production in dairy cattle. Proceedings of the National Academy of Sciences of the United States of America, 1999, 96(16): 9252–9257
CrossRef
Pubmed
Google scholar
|
[22] |
Looft C, Reinsch N, Karall-Albrecht C, Paul S, Brink M, Thomsen H, Brockmann G, Kühn C, Schwerin M, Kalm E. A mammary gland EST showing linkage disequilibrium to a milk production QTL on bovine Chromosome 14. Mammalian Genome, 2001, 12(8): 646–650
CrossRef
Pubmed
Google scholar
|
[23] |
Wang H, Jiang L, Liu X, Yang J, Wei J, Xu J, Zhang Q, Liu J F. A post-GWAS replication study confirming the PTK2 gene associated with milk production traits in Chinese Holstein. PLoS ONE, 2013, 8(12): e83625
CrossRef
Pubmed
Google scholar
|
[24] |
Cases S, Smith S J, Zheng Y W, Myers H M, Lear S R, Sande E, Novak S, Collins C, Welch C B, Lusis A J, Erickson S K, Farese R V Jr. Identification of a gene encoding an acyl CoA:diacylglycerol acyltransferase, a key enzyme in triacylglycerol synthesis. Proceedings of the National Academy of Sciences of the United States of America, 1998, 95(22): 13018–13023
CrossRef
Pubmed
Google scholar
|
[25] |
Bionaz M, Loor J J. Gene networks driving bovine milk fat synthesis during the lactation cycle. BMC Genomics, 2008, 9(1): 366
CrossRef
Pubmed
Google scholar
|
[26] |
Lengi A J, Corl B A. Identification and characterization of a novel bovine stearoyl-CoA desaturase isoform with homology to human SCD5. Lipids, 2007, 42(6): 499–508
CrossRef
Pubmed
Google scholar
|
/
〈 | 〉 |