Raven Lesley-Ann, Cocks Benjamin G, Goddard Michael E, Pryce Jennie E, Hayes Ben J
Biosciences Research Division, Department of Primary Industries Victoria, AgriBio, 5 Ring Road, Bundoora 3086, Australia.
Genet Sel Evol. 2014 Apr 29;46(1):29. doi: 10.1186/1297-9686-46-29.
The maintenance of lactation in mammals is the result of a balance between competing signals from mammary development, prolactin signalling and involution pathways. Dairy cattle are an interesting case study to investigate the effect of polymorphisms that affect the function of genes in these pathways. In dairy cattle, lactation yields and milk composition (for example protein percentage and fat percentage) are routinely recorded, and these vary greatly between individuals. In this study, we test 8058 single nucleotide polymorphisms in or close to genes in these pathways for association with milk production traits and determine the proportion of variance explained by each pathway, using data on 16 812 dairy cattle, including Holstein-Friesian and Jersey bulls and cows.
Single nucleotide polymorphisms close to genes in the mammary development, prolactin signalling and involution pathways were significantly associated with milk production traits. The involution pathway explained the largest proportion of genetic variation for production traits. The mammary development pathway also explained additional genetic variation for milk volume, fat percentage and protein percentage.
Genetic variants in the involution pathway explained considerably more genetic variation in milk production traits than expected by chance. Many of the associations for single nucleotide polymorphisms in genes in this pathway have not been detected in conventional genome-wide association studies. The pathway approach used here allowed us to identify some novel candidates for further studies that will be aimed at refining the location of associated genomic regions and identifying polymorphisms contributing to variation in lactation volume and milk composition.
哺乳动物泌乳的维持是乳腺发育、催乳素信号传导和退化途径中相互竞争信号之间平衡的结果。奶牛是一个有趣的案例研究对象,可用于研究影响这些途径中基因功能的多态性的作用。在奶牛中,泌乳量和牛奶成分(例如蛋白质百分比和脂肪百分比)会被常规记录,并且个体之间差异很大。在本研究中,我们对这些途径中或其附近基因中的8058个单核苷酸多态性进行测试,以确定其与产奶性状的关联,并使用来自16812头奶牛(包括荷斯坦 - 弗里生公牛和母牛以及泽西公牛和母牛)的数据,确定每个途径所解释的变异比例。
乳腺发育、催乳素信号传导和退化途径中靠近基因的单核苷酸多态性与产奶性状显著相关。退化途径解释了生产性状遗传变异的最大比例。乳腺发育途径也解释了产奶量、脂肪百分比和蛋白质百分比的额外遗传变异。
退化途径中的遗传变异在产奶性状中所解释的遗传变异比偶然预期的要多得多。在传统的全基因组关联研究中尚未检测到该途径中基因的许多单核苷酸多态性关联。这里使用的途径方法使我们能够识别一些新的候选基因,以供进一步研究,这些研究将旨在细化相关基因组区域的位置,并识别导致泌乳量和牛奶成分变异的多态性。