Best practices for developing microbiome-based disease diagnostic classifiers through machine learning

Best practices for developing microbiome-based disease diagnostic classifiers through machine learning

The human gut microbiome, crucial in various diseases, can be utilized to develop diagnostic models through machine learning (ML). The specific tools and parameters used in model construction such as data preprocessing, batch effect removal and modeling algorithms can impact model performance and ge...

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Bibliographic Details
Main Authors: Peikun Li, Min Li, Wei-Hua Chen
Format: Article
Language:English
Published: Taylor & Francis Group 2025-12-01
Series:Gut Microbes
Subjects:
Gut microbiome
machine learning
patient stratification
disease diagnostic models
optimal model construction workflow
Online Access:https://www.tandfonline.com/doi/10.1080/19490976.2025.2489074
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