人体肠道微生物群中的功能原型揭示了代谢多样性,稳定性,并影响了与疾病相关的特征
Mohamed Meawad1, Dalwinder Singh1, Alice Deng1,2
1Department of Anatomy and Cell Biology, Western University, London, Canada.
Microbiome
|November 27, 2025
概括
研究人员使用深度学习在成年肠道微生物群中确定了三种功能原型. 这些原型有助于解释微生物群的变异性和疾病研究中的潜在混因素.
科学领域:
- 微生物组研究的研究.
- 转基因组学是指转基因组学.
- 系统生物学 系统生物学
背景情况:
- 肠道微生物群的功能多样性对于理解人类健康和疾病至关重要.
- 传统的分类学方法理解功能配置.
- 这项研究引入了一种新的深度学习框架,用于微生物组功能原型分析.
研究的目的:
- 识别和描述成年人肠道微生物组中的功能原型.
- 提供对个人间变异性和微生物群稳定性的洞察.
- 研究功能多样性在与疾病相关的微生物特征中的混作用.
主要方法:
- 分析了来自29个国家的9838个健康成年人的全基因组基因组样本.
- 应用深度学习框架与原型分析相结合.
- 代谢潜力的表征,定义每个原型.
主要成果:
- 确定了三种不同的功能原型,定义了肠道微生物组的功能空间.
- 原型的特点是具有独特的代谢潜力 (例如,糖代谢,脂肪酸代谢,氨基酸代谢).
- 与原型的接近与微生物组的稳定性相关,原型2是最有弹性.
- 功能原型在2型糖尿病,结肠直肠癌和IBD等疾病中出现了混因素.
结论:
- 已识别的功能原型为处理微生物组研究中的变异性和混提供了一个框架.
- 整合原型可以减少变异性,提高微生物向干预措施的精度.
- 深度学习框架适用于其他与宿主相关的微生物生态系统,以获得健康见解.
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