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全基因组关联研究揭示了荷斯坦奶牛非感染性蹄爪病变的易感基因座。

Genome-Wide Association Studies Reveal Susceptibility Loci for Noninfectious Claw Lesions in Holstein Dairy Cattle.

作者信息

Lai Ellen, Danner Alexa L, Famula Thomas R, Oberbauer Anita M

机构信息

Animal Science Department, University of California, Davis, Davis, CA, United States.

出版信息

Front Genet. 2021 May 28;12:657375. doi: 10.3389/fgene.2021.657375. eCollection 2021.

Abstract

Sole ulcers (SUs) and white line disease (WLD) are two common noninfectious claw lesions (NICL) that arise due to a compromised horn production and are frequent causes of lameness in dairy cattle, imposing welfare and profitability concerns. Low to moderate heritability estimates of SU and WLD susceptibility indicate that genetic selection could reduce their prevalence. To identify the susceptibility loci for SU, WLD, SU and/or WLD, and any type of noninfectious claw lesion, genome-wide association studies (GWAS) were performed using generalized linear mixed model (GLMM) regression, chunk-based association testing (CBAT), and a random forest (RF) approach. Cows from five commercial dairies in California were classified as controls having no lameness records and ≥6 years old ( = 102) or cases having SU ( = 152), WLD ( = 117), SU and/or WLD (SU + WLD, = 198), or any type of noninfectious claw lesion ( = 217). The top single nucleotide polymorphisms (SNPs) were defined as those passing the Bonferroni-corrected suggestive and significance thresholds in the GLMM analysis or those that a validated RF model considered important. Effects of the top SNPs were quantified using Bayesian estimation. Linkage disequilibrium (LD) blocks defined by the top SNPs were explored for candidate genes and previously identified, functionally relevant quantitative trait loci. The GLMM and CBAT approaches revealed the same regions of association on BTA8 for SU and BTA13 common to WLD, SU + WLD, and NICL. These SNPs had effects significantly different from zero, and the LD blocks they defined explained a significant amount of phenotypic variance for each dataset (6.1-8.1%, < 0.05), indicating the small but notable contribution of these regions to susceptibility. These regions contained candidate genes involved in wound healing, skin lesions, bone growth and mineralization, adipose tissue, and keratinization. The LD block defined by the most significant SNP on BTA8 for SU included a SNP previously associated with SU. The RF models were overfitted, indicating that the SNP effects were very small, thereby preventing meaningful interpretation of SNPs and any downstream analyses. These findings suggested that variants associated with various physiological systems may contribute to susceptibility for NICL, demonstrating the complexity of genetic predisposition.

摘要

蹄底溃疡(SUs)和白线病(WLD)是两种常见的非感染性蹄爪病变(NICL),它们是由于角蛋白生成受损而产生的,并且是奶牛跛行的常见原因,引发了对奶牛福利和盈利能力的担忧。对SUs和WLD易感性的低至中等遗传力估计表明,基因选择可以降低它们的发生率。为了确定SUs、WLD、SUs和/或WLD以及任何类型的非感染性蹄爪病变的易感基因座,使用广义线性混合模型(GLMM)回归、基于数据块的关联测试(CBAT)和随机森林(RF)方法进行了全基因组关联研究(GWAS)。来自加利福尼亚州五个商业奶牛场的奶牛被分类为无跛行记录且年龄≥6岁的对照组(n = 102)或患有SUs(n = 152)、WLD(n = 117)、SUs和/或WLD(SUs + WLD,n = 198)或任何类型非感染性蹄爪病变(n = 217)的病例组。顶级单核苷酸多态性(SNPs)被定义为在GLMM分析中通过Bonferroni校正的提示性和显著性阈值的SNPs,或经过验证的RF模型认为重要的SNPs。使用贝叶斯估计对顶级SNPs的效应进行量化。探索由顶级SNPs定义的连锁不平衡(LD)块,以寻找候选基因和先前确定的、功能相关的数量性状基因座。GLMM和CBAT方法揭示了SUs在BTA8上以及WLD、SUs + WLD和NICL共有的BTA13上的相同关联区域。这些SNPs的效应显著不同于零,并且它们定义的LD块解释了每个数据集显著比例的表型变异(6.1 - 8.1%,P < 0.05),表明这些区域对易感性有小但显著的贡献。这些区域包含参与伤口愈合、皮肤病变、骨骼生长和矿化、脂肪组织和角质化的候选基因。SUs在BTA8上最显著的SNP定义的LD块包含一个先前与SUs相关的SNP。RF模型存在过拟合现象,表明SNP效应非常小,从而妨碍了对SNP的有意义解释和任何下游分析。这些发现表明,与各种生理系统相关的变异可能导致对NICL的易感性,证明了遗传易感性的复杂性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b964/8194352/c608e8602ddb/fgene-12-657375-g001.jpg

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