Genome-wide association and functional genomic analyses for body conformation traits in North American Holstein cattle.

IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Frontiers in Genetics Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI:10.3389/fgene.2024.1478788
Luis Paulo B Sousa Junior, Luis Fernando B Pinto, Valdecy A R Cruz, Gerson A Oliveira Junior, Hinayah R Oliveira, Tatiane S Chud, Victor B Pedrosa, Filippo Miglior, Flávio S Schenkel, Luiz F Brito
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Abstract

Body conformation traits are directly associated with longevity, fertility, health, and workability in dairy cows and have been under direct genetic selection for many decades in various countries worldwide. The main objectives of this study were to perform genome-wide association studies and functional enrichment analyses for fourteen body conformation traits using imputed high-density single nucleotide polymorphism (SNP) genotypes. The traits analyzed include body condition score (BCS), body depth (BD), bone quality (BQ), chest width (CW), dairy capacity (DC), foot angle (FAN), front legs view (FLV), heel depth (HDe), height at front end (HFE), locomotion (LOC), rear legs rear view (RLRV), rear legs side view (RLSV), stature (ST), and a composite feet and legs score index (FL) of Holstein cows scored in Canada. De-regressed estimated breeding values from a dataset of 39,135 North American Holstein animals were used as pseudo-phenotypes in the genome-wide association analyses. A mixed linear model was used to estimate the SNP effects, which ranged from 239,533 to 242,747 markers depending on the trait analyzed. Genes and quantitative trait loci (QTL) located up to 100 Kb upstream or downstream of the significant SNPs previously cited in the Animal QTLdb were detected, and functional enrichment analyses were performed for the candidate genes identified for each trait. A total of 20, 60, 13, 17, 27, 8, 7, 19, 4, 10, 13, 15, 7, and 13 genome-wide statistically significant SNPs for Bonferroni correction based on independent chromosomal segments were identified for BCS, BD, BQ, CW, DC, FAN, FLV, HDe, HFE, LOC, RLRV, RLSV, ST, and FL, respectively. The significant SNPs were located across the whole genome, except on chromosomes BTA24, BTA27, and BTA29. Four markers (for BCS, BD, HDe, and RLRV) were statistically significant when considering a much stricter threshold for the Bonferroni correction for multiple tests. Moreover, the genomic regions identified overlap with various QTL previously reported for the trait groups of exterior, health, meat and carcass, milk, production, and reproduction. The functional enrichment analyses revealed 27 significant gene ontology terms. These enriched genomic regions harbor various candidate genes previously reported as linked to bone development, metabolism, as well as infectious and immunological diseases.

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北美荷斯坦牛体型特征的全基因组关联和功能基因组分析。
体型性状与奶牛的寿命、繁殖力、健康和工作能力直接相关,几十年来世界各国一直在对奶牛进行直接遗传选择。本研究的主要目的是利用估算的高密度单核苷酸多态性(SNP)基因型对十四个体型性状进行全基因组关联研究和功能富集分析。分析的性状包括体况评分(BCS)、体深(BD)、骨质(BQ)、胸宽(CW)、奶量(DC)、足角(FAN)、前腿视图(FLV)、足跟深度(HDe)、前端高度(HFE)、运动量(LOC)、后腿后视图(RLRV)、后腿侧视图(RLSV)、身材(ST)以及加拿大荷斯坦奶牛的足腿综合评分指数(FL)。在全基因组关联分析中,39,135 头北美荷斯坦奶牛数据集中的去回归估计育种值被用作伪表型。采用混合线性模型估计 SNP 效应,根据分析的性状,SNP 效应介于 239,533 到 242,747 个标记之间。检测了位于动物 QTLdb 中之前引用的重要 SNPs 上游或下游 100 Kb 的基因和数量性状位点(QTL),并对每个性状确定的候选基因进行了功能富集分析。根据独立染色体片段,分别为 BCS、BD、BQ、CW、DC、FAN、FLV、HDe、HFE、LOC、RLRV、RLSV、ST 和 FL 鉴定出了 20、60、13、17、27、8、7、19、4、10、13、15、7 和 13 个经 Bonferroni 校正的全基因组统计显著 SNP。除 BTA24、BTA27 和 BTA29 染色体外,重要的 SNP 位于整个基因组。在对多重检验进行更严格的 Bonferroni 校正时,四个标记(BCS、BD、HDe 和 RLRV)具有统计学意义。此外,所发现的基因组区域与之前报道的外观、健康、肉质和胴体、乳汁、生产和繁殖等性状组的各种 QTL 重叠。功能富集分析发现了 27 个重要的基因本体术语。这些富集的基因组区域含有以前报道过的与骨骼发育、新陈代谢以及传染病和免疫病有关的各种候选基因。
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来源期刊
Frontiers in Genetics
Frontiers in Genetics Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍: Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public. The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.
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