Genomewide association for a dominant pigmentation gene in sheep

被引:30
作者
Kijas, J. W. [1 ]
Serrano, M. [2 ]
McCulloch, R. [1 ]
Li, Y. [1 ]
Salces Ortiz, J. [2 ]
Calvo, J. H. [3 ,4 ]
Perez-Guzman, M. D. [5 ]
机构
[1] CSIRO Anim Food & Hlth Sci, Brisbane, Qld, Australia
[2] INIA, Dept Mejora Genet Anim, Madrid, Spain
[3] CITA, Unidad Tecnol Prod Anim, Zaragoza, Spain
[4] ARAID Fdn, Zaragoza, Spain
[5] CERSYRA Valdepenas, Ciudad Real, Spain
关键词
Sheep; genomewide association studies; pigmentation; SNP50; chip; COLOR;
D O I
10.1111/jbg.12048
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Most published genomewide association studies (GWAS) in sheep have investigated recessively inherited monogenic traits. The objective here was to assess the feasibility of performing GWAS for a dominant trait for which the genetic basis was already known. A total of 42 Manchega and Rasa Aragonesa sheep that segregate solid black or white coat pigmentation were genotyped using the SNP50 BeadChip. Previous analysis in Manchegas demonstrated a complete association between the pigmentation trait and alleles of the MC1R gene, setting an a priori expectation for GWAS. Multiple methods were used to identify and quantify the strength of population substructure between black and white animals, before allelic association testing was performed for 49034 SNPs. Following correction for substructure, GWAS identified the most strongly associated SNP (s26449) was also the closest to the MC1R gene. The finding was strongly supported by the permutation tree-based random forest (RF) analysis. Importantly, GWAS identified unlinked SNP with only slightly lower p-values than for s26449. Random forest analysis indicated these were false positives, suggesting interpretation based on both approaches was beneficial. The results indicate that a combined analytical approach can be successful in studies where a modest number of animals are available and substantial population stratification exists.
引用
收藏
页码:468 / 475
页数:8
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