肠道微生物群作为B型肝炎病毒和肝细胞癌之间的中介和调节者:一项前性研究
Bingren Hu1,2, Yi Yang3, Jiangqiao Yao1
1Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
Cancer medicine
|December 20, 2024
概括
肠道微生物在与乙型肝炎病毒 (HBV) 相关的肝癌 (HCC) 中发挥着关键作用. 使用肠道微生物的机器学习模型显示出预测HCC风险的前景.
科学领域:
- 微生物学 微生物学
- 肝病学 肝病学是一种肝病学.
- 在瘤学瘤学.
背景情况:
- 肠道微生物组与乙型肝炎病毒 (HBV) 相关的肝细胞癌 (HCC) 之间的关系尚不清楚.
- 了解这种联系对于开发新的诊断和治疗策略至关重要.
研究的目的:
- 调查肠道微生物组组成与与HBV相关的HCC之间的相关性.
- 开发机器学习 (ML) 模型,利用肠道微生物特征进行HCC风险预测.
主要方法:
- 有望招募640名患有慢性肝病或HCC的患者.
- 便样本的16S rRNA基因测序用于肠道微生物组分析.
- 应用物流回归和各种ML方法用于模型构建和验证.
主要成果:
- 细菌杆菌和细菌杆菌表现出HBV和HCC之间的中介作用.
- 确定了独立的风险因素,包括HBV,alpha-fetoprotein和Child-Pugh评分.
- 开发了七个具有高预测性能的ML模型 (AUC 0.813-0.898).
结论:
- 肠道微生物显著调节和调节HBV相关HCC的发病过程.
- 肠道微生物特征可以作为HCC发展的有价值的生物标志物.
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