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斯洛文尼亚荷斯坦弗里生奶牛乳体细胞评分的全基因组关联研究

Genome-Wide Association Study for Milk Somatic Cell Score in Holstein Friesian Cows in Slovenia.

作者信息

Ashja Ali, Zorc Minja, Dovc Peter

机构信息

Biotechnical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia.

出版信息

Animals (Basel). 2024 Sep 19;14(18):2713. doi: 10.3390/ani14182713.

Abstract

Mastitis is a serious challenge for the dairy industry, leading to economic losses and affecting milk quality. The aim of this study is to identify genetic factors associated with mastitis resistance by conducting a genome-wide association study (GWAS) for the somatic cell score (SCS). Phenotypic records of 350 Holstein Friesian cows were obtained from the Slovenian Cattle Recording Scheme Database and consisted of around 1500 lactation data from 2012 to 2023 collected on a single farm in Slovenia. Corresponding genotypic data were also retrieved from the same database and genotyped using the Illumina BovineSNP50 BeadChip (Illumina, Inc., San Diego, CA, USA). For the association study, three SCS parameters were considered, including lactation mean somatic cell score (LM_SCS), maximum SCS value (SCSMAX), and top three mean value of SCS (TOP3). After performing a GWAS using FarmCPU and BLINK models, five significant SNPs associated with the TOP3 trait were found on BTA 14, 15, 22, and 29. The identified SNP markers were closely linked to six known candidate genes (, , , , , CD44). These results indicate potential genetic markers associated with SCS in the Slovenian Holstein Friesian population.

摘要

乳腺炎是乳制品行业面临的一项严峻挑战,会导致经济损失并影响牛奶质量。本研究的目的是通过对体细胞评分(SCS)进行全基因组关联研究(GWAS),来识别与乳腺炎抗性相关的遗传因素。350头荷斯坦弗里生奶牛的表型记录取自斯洛文尼亚牛只记录计划数据库,包括2012年至2023年在斯洛文尼亚一个农场收集的约1500条泌乳数据。相应的基因型数据也从同一数据库中检索得到,并使用Illumina BovineSNP50 BeadChip(美国加利福尼亚州圣地亚哥市的Illumina公司)进行基因分型。在关联研究中,考虑了三个SCS参数,包括泌乳期平均体细胞评分(LM_SCS)、最大SCS值(SCSMAX)以及SCS的前三个平均值(TOP3)。在使用FarmCPU和BLINK模型进行GWAS后,在BTA 14、15、22和29号染色体上发现了五个与TOP3性状相关的显著单核苷酸多态性(SNP)。所鉴定的SNP标记与六个已知候选基因(、、、、、CD44)紧密连锁。这些结果表明了斯洛文尼亚荷斯坦弗里生种群中与SCS相关的潜在遗传标记。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b9c/11429251/b6a6273cc4f6/animals-14-02713-g001.jpg

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