便微生物负载是肠道微生物组变异的主要决定因素,也是疾病关联的混因素
Suguru Nishijima1, Evelina Stankevic2, Oliver Aasmets3
1Molecular Systems Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.
Cell
|November 14, 2024
概括
便中的微生物负荷,即微生物细胞的总数, 显著影响肠道微生物组合. 机器学习可以从相对丰富的数据中预测这种负载, 揭示它是健康和疾病研究的关键因素.
科学领域:
- 微生物学
- 生物信息学
- 计算生物学
背景情况:
- 微生物组研究通常依赖于相对丰度数据,而这些数据并未捕捉到微生物细胞总数.
- 了解微生物的绝对丰度对于准确解释肠道微生物组合和变异至关重要.
研究的目的:
- 从相对丰度数据开发一个机器学习模型来预测便微生物负载 (每克微生物细胞).
- 调查便微生物负载作为肠道微生物组变化的决定因素及其与宿主因素和疾病的关联.
主要方法:
- 开发了一种机器学习方法,仅使用相对丰度数据来预测绝对微生物负载.
- 该预测模型应用于大规模的元基因组数据集 (n = 34,539).
- 进行了统计分析,以评估微生物负载与宿主因素和疾病状况的关联.
主要成果:
- 便微生物负载被确定为肠道微生物组变化的主要决定因素.
- 微生物负载与年龄,饮食和药物等宿主因素有显著关联.
- 微生物负荷的变化,比疾病状况更重要,解释了患者的微生物组变化,减少了与疾病相关的物种的意义.
结论:
- 在微生物组研究中,便微生物负荷是一个关键的,经常被忽视的因素.
- 准确评估微生物负载对于了解健康和疾病中的微生物组动态至关重要.
- 微生物负载是微生物组研究的主要混因素,需要进行调整以获得可靠的结果.
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