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美国荷斯坦奶牛对副结核分枝杆菌亚种感染易感性的全基因组关联分析。

Genome-wide association analysis for susceptibility to infection by Mycobacterium avium ssp. paratuberculosis in US Holsteins.

作者信息

Kirkpatrick B W, Cooke M E, Frie M, Sporer K R B, Lett B, Wells S J, Coussens P M

机构信息

Department of Animal and Dairy Sciences, University of Wisconsin-Madison, 1675 Observatory Drive, Madison 53706.

Department of Animal and Dairy Sciences, University of Wisconsin-Madison, 1675 Observatory Drive, Madison 53706.

出版信息

J Dairy Sci. 2022 May;105(5):4301-4313. doi: 10.3168/jds.2021-21276. Epub 2022 Mar 17.

Abstract

Paratuberculosis, or Johne's disease, is a chronic, granulomatous, gastrointestinal tract disease of cattle and other ruminants caused by the bacterium Mycobacterium avium subspecies paratuberculosis (MAP). Control of Johne's disease is based on programs of testing and culling animals positive for infection with MAP and concurrently modifying management to reduce the likelihood of infection. The current study was motivated by the hypothesis that genetic variation in host susceptibility to MAP infection can be dissected and quantifiable associations with genetic markers identified. Two separate GWAS analyses were conducted, the first using 897 genotyped Holstein artificial insemination sires with phenotypes derived from incidence of MAP infection among daughters based on milk ELISA testing records. The second GWAS analysis was a case-control design using US Holstein cows phenotyped for MAP infection by serum ELISA or fecal culture tests. Cases included cows positive for either serum ELISA, fecal culture, or both. Controls consisted of animals negative for all tests conducted. A total of 376 samples (70 cases and 306 controls) from a University of Minnesota Johne's management demonstration project and 184 samples (76 cases and 108 controls) from a Michigan State University study were used. Medium-density (sires) and high-density (cows) genotype data were imputed to full genome sequence for the analyses. Marker-trait associations were analyzed using the single-step (ss)GWAS procedure implemented in the BLUPF90 suite of programs. Evidence of significant genomic contributions for susceptibility to MAP infection were observed on multiple chromosomes. Results were combined across studies in a meta-analysis, and increased support for genomic regions on BTA7 and BTA21 were observed. Gene set enrichment analysis suggested pathways for antigen processing and presentation, antimicrobial peptides and natural killer cell-mediated cytotoxicity are relevant to variation in host susceptibility to MAP infection, among others. Genomic prediction was evaluated using a 5-fold cross-validation, and moderate correlations were observed between genomic breeding value predictions and daughter averages (∼0.43 to 0.53) for MAP infection in testing data sets. These results suggest that genomic selection against susceptibility to MAP infection is feasible in Holstein cattle.

摘要

副结核病,或称约内氏病,是一种由鸟分枝杆菌副结核亚种(MAP)引起的牛和其他反刍动物的慢性、肉芽肿性胃肠道疾病。约内氏病的防控基于检测和扑杀MAP感染呈阳性的动物的计划,同时调整管理措施以降低感染可能性。当前的研究基于这样一个假设,即宿主对MAP感染易感性的遗传变异可以被剖析出来,并确定与遗传标记的可量化关联。进行了两项独立的全基因组关联研究(GWAS)分析,第一项分析使用了897头基因分型的荷斯坦人工授精公牛,其表型来自基于牛奶ELISA检测记录的女儿中MAP感染发生率。第二项GWAS分析采用病例对照设计,使用通过血清ELISA或粪便培养检测确定MAP感染表型的美国荷斯坦奶牛。病例包括血清ELISA、粪便培养或两者均呈阳性的奶牛。对照由所有检测均为阴性的动物组成。使用了来自明尼苏达大学约内氏病管理示范项目的376个样本(70例病例和306例对照)以及来自密歇根州立大学研究的184个样本(76例病例和108例对照)。中等密度(公牛)和高密度(奶牛)基因型数据被推算至全基因组序列用于分析。使用BLUPF90程序套件中实施的单步(ss)GWAS程序分析标记-性状关联。在多条染色体上观察到了对MAP感染易感性有显著基因组贡献的证据。研究结果在一项荟萃分析中进行了合并,并且观察到对BTA7和BTA21上基因组区域的支持增加。基因集富集分析表明,抗原加工和呈递、抗菌肽以及自然杀伤细胞介导的细胞毒性等途径与宿主对MAP感染易感性的变异相关。使用5折交叉验证评估了基因组预测,在测试数据集中,基因组育种值预测与女儿平均感染率(约0.43至0.53)之间观察到了中等程度的相关性。这些结果表明,针对荷斯坦奶牛对MAP感染的易感性进行基因组选择是可行的。

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