Genome-wide association and functional genomic analyses for udder conformation traits derived from data recorded by robotic milking systems in American Holstein cattle.

IF 4.4 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Gabriel C Medeiros, Jose Bento S Ferraz, Luis Paulo B Sousa, Shi-Yi Chen, Aroa Suárez-Vega, Victor B Pedrosa, Hinayah R Oliveira, Luiz F Brito
{"title":"Genome-wide association and functional genomic analyses for udder conformation traits derived from data recorded by robotic milking systems in American Holstein cattle.","authors":"Gabriel C Medeiros, Jose Bento S Ferraz, Luis Paulo B Sousa, Shi-Yi Chen, Aroa Suárez-Vega, Victor B Pedrosa, Hinayah R Oliveira, Luiz F Brito","doi":"10.3168/jds.2025-26906","DOIUrl":null,"url":null,"abstract":"<p><p>The implementation of automatic milking systems (AMS) in modern dairy farming has significantly facilitated genetic evaluation of udder conformation traits in dairy cattle. As AMS-based udder conformation traits are highly heritable in Holstein cattle, this study aimed to identify genomic regions, QTL, and genes significantly associated with 3 udder conformation traits derived from Cartesian coordinates recorded by AMS in American Holstein cows. The traits evaluated included udder depth (UD), udder balance (UB), and distance front-rear (DFR). Phenotypic data consisted of 4,232,026 visit records to 36 Lely Astronaut A5 AMS robots for 4,280 American Holstein cows. A total of 4,118 cows also had genomic information for 57,598 SNPs. The SNP effects, together with their approximate P-values and proportion of the total additive genetic variance explained by them, were back solved from the GEBV using the POSTGSF90 software. Multiple testing correction was applied using a modified Bonferroni method based on the number of independent chromosomal segments, and functional enrichment analyses were performed for the candidate positional genes and QTL. We identified 5 (BTA4, BTA22, and BTA29), 15 (BTA2, BTA8, BTA9, BTA15, BTA18, BTA23, and BTA26), and 19 (BTA1, BTA4, BTA6, BTA9, BTA10, BTA14, BTA17, BTA18, BTA23, and BTA25) genome-wide SNPs significantly associated with UB, DFR, and UD, respectively. There were no significant SNPs capturing more than 0.5% of the total additive genetic variance, highlighting the highly polygenic nature of these traits. The candidate genes overlapping with these genomic regions were previously reported to have biological functions that included but were not limited to transcription regulation, DNA repair mechanisms, inflammatory responses, epithelial differentiation processes, nutrient transport, extracellular matrix stabilization, cell division, and immune regulation. The strongest candidate genes associated with udder conformation traits are AFM, AFP, CREBBP, NLRP12, SP3, EBF2, B4GALT1, HDAC9, CDK13, and KDM2A. Furthermore, many QTL known to be associated with various milk production, reproduction, and health traits overlapped with the significant SNPs identified in this study. In summary, we identified significant genetic markers, candidate genes, and genomic regions associated with these traits, offering insights into the genetic architecture underlying udder conformation in Holstein cattle and its implications for dairy production.</p>","PeriodicalId":354,"journal":{"name":"Journal of Dairy Science","volume":" ","pages":""},"PeriodicalIF":4.4000,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Dairy Science","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.3168/jds.2025-26906","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURE, DAIRY & ANIMAL SCIENCE","Score":null,"Total":0}
引用次数: 0

Abstract

The implementation of automatic milking systems (AMS) in modern dairy farming has significantly facilitated genetic evaluation of udder conformation traits in dairy cattle. As AMS-based udder conformation traits are highly heritable in Holstein cattle, this study aimed to identify genomic regions, QTL, and genes significantly associated with 3 udder conformation traits derived from Cartesian coordinates recorded by AMS in American Holstein cows. The traits evaluated included udder depth (UD), udder balance (UB), and distance front-rear (DFR). Phenotypic data consisted of 4,232,026 visit records to 36 Lely Astronaut A5 AMS robots for 4,280 American Holstein cows. A total of 4,118 cows also had genomic information for 57,598 SNPs. The SNP effects, together with their approximate P-values and proportion of the total additive genetic variance explained by them, were back solved from the GEBV using the POSTGSF90 software. Multiple testing correction was applied using a modified Bonferroni method based on the number of independent chromosomal segments, and functional enrichment analyses were performed for the candidate positional genes and QTL. We identified 5 (BTA4, BTA22, and BTA29), 15 (BTA2, BTA8, BTA9, BTA15, BTA18, BTA23, and BTA26), and 19 (BTA1, BTA4, BTA6, BTA9, BTA10, BTA14, BTA17, BTA18, BTA23, and BTA25) genome-wide SNPs significantly associated with UB, DFR, and UD, respectively. There were no significant SNPs capturing more than 0.5% of the total additive genetic variance, highlighting the highly polygenic nature of these traits. The candidate genes overlapping with these genomic regions were previously reported to have biological functions that included but were not limited to transcription regulation, DNA repair mechanisms, inflammatory responses, epithelial differentiation processes, nutrient transport, extracellular matrix stabilization, cell division, and immune regulation. The strongest candidate genes associated with udder conformation traits are AFM, AFP, CREBBP, NLRP12, SP3, EBF2, B4GALT1, HDAC9, CDK13, and KDM2A. Furthermore, many QTL known to be associated with various milk production, reproduction, and health traits overlapped with the significant SNPs identified in this study. In summary, we identified significant genetic markers, candidate genes, and genomic regions associated with these traits, offering insights into the genetic architecture underlying udder conformation in Holstein cattle and its implications for dairy production.

来自美国荷斯坦牛自动挤奶系统记录的数据的全基因组关联和乳房构象特征功能基因组分析。
自动挤奶系统(AMS)在现代奶牛养殖中的应用,极大地促进了奶牛乳房构象性状的遗传评价。鉴于荷斯坦牛基于AMS的乳房构象性状具有较高的遗传性,本研究旨在鉴定美国荷斯坦牛基于AMS记录的笛卡尔坐标导出的3个乳房构象性状的基因组区域、QTL和显著相关基因。评价指标包括乳房深度(UD)、乳房平衡(UB)和前后距离(DFR)。表型数据包括4280头美国荷斯坦奶牛的36台Lely Astronaut A5 AMS机器人的4232026次访问记录。共有4118头奶牛拥有57598个snp的基因组信息。利用POSTGSF90软件从GEBV中反演出SNP效应及其近似p值和占总加性遗传方差的比例。采用改进的Bonferroni方法基于独立染色体片段数进行多重检验校正,并对候选位置基因和QTL进行功能富集分析。我们鉴定出5个(BTA4、BTA22和BTA29), 15个(BTA2、BTA8、BTA9、BTA15、BTA18、BTA23和BTA26)和19个(BTA1、BTA4、BTA6、BTA9、BTA10、BTA14、BTA17、BTA18、BTA23和BTA25)全基因组snp分别与UB、DFR和UD显著相关。没有显著的snp捕获超过总加性遗传变异的0.5%,突出了这些性状的高度多基因性质。与这些基因组区域重叠的候选基因先前被报道具有生物学功能,包括但不限于转录调节、DNA修复机制、炎症反应、上皮分化过程、营养转运、细胞外基质稳定、细胞分裂和免疫调节。与乳房构象性状相关的最强候选基因是AFM、AFP、CREBBP、NLRP12、SP3、EBF2、B4GALT1、HDAC9、CDK13和KDM2A。此外,许多已知与产奶量、繁殖和健康性状相关的QTL与本研究中发现的重要snp重叠。总之,我们确定了与这些性状相关的重要遗传标记、候选基因和基因组区域,为了解荷斯坦牛乳房构象的遗传结构及其对乳制品生产的影响提供了见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Dairy Science
Journal of Dairy Science 农林科学-奶制品与动物科学
CiteScore
7.90
自引率
17.10%
发文量
784
审稿时长
4.2 months
期刊介绍: The official journal of the American Dairy Science Association®, Journal of Dairy Science® (JDS) is the leading peer-reviewed general dairy research journal in the world. JDS readers represent education, industry, and government agencies in more than 70 countries with interests in biochemistry, breeding, economics, engineering, environment, food science, genetics, microbiology, nutrition, pathology, physiology, processing, public health, quality assurance, and sanitation.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信