母猪阴道微生物群的分歧与生育能力有关
Lauren Fletcher1, Xiaoshu Zhan1,2, Yashu Song1
1Department of Animal Biosciences, University of Guelph, Guelph, Ontario, Canada.
概括
阴道微生物群在高生育性母猪和不育母猪之间存在差异. 这种微生物差异表明,通过机器学习选择具有更好的生殖表现的猪是有希望的.
科学领域:
- 动物科学动物科学
- 微生物学 微生物学
- 遗传学 遗传学 是一个
背景情况:
- 目前用于生育的猪选方法落后于其他生产特征.
- 需要用于母猪生育的生物标志物,以提高猪肉行业的生殖潜力.
研究的目的:
- 研究不同生育能力的母猪的阴道微生物群组成.
- 确定潜在的阴道微生物群生物标志物用于母猪生育能力.
主要方法:
- 高生殖能力 (HRP) 的母猪 (n=52) 和不孕 (INF) 的母猪 (n=23) 的阴道微生物群的比较.
- 通过测序和部分最小平方差异分析 (PLS-DA) 分析了微生物社区的差异.
- 开发了一个支持向量机器模型用于生育分类.
主要成果:
- 在HRP和INF母猪之间,阴道微生物群β多样性和属级组成的显著差异.
- 在INF母猪中,Lachnospiraceae XPB1014组的数量更高;在HRP母猪中,Aerococcus和Staphylococcus的数量更高.
- 机器学习模型在分类母猪生育率方面实现了93.3%的准确性.
结论:
- 阴道微生物群的组成是母猪生育能力的潜在指标.
- 确定了候选生物标志物,可以帮助选择猪以提高生殖性能.
- 需要进一步的验证,用于行业应用在繁殖群的选择.
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