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Using gut microbiota as a diagnostic tool for colorectal cancer: machine learning techniques reveal promising results

✍ Scribed by Fang Lu; Ting Lei; Jie Zhou; Hao Liang; Ping Cui; Taiping Zuo; Li Ye; Hui Chen; Jiegang Huang


Publisher
Microbiology Society
Tongue
English
Leaves
12
Category
Library

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✦ Table of Contents


Using gut microbiota as a diagnostic tool for colorectal cancer: machine learning techniques reveal promisingΒ results
Abstract
Introduction
Methods
Participants and sample collection
DNA extraction and sequencing
Data analysis
Supervised ML modelling
Statistical analysis
Results
CRC was related to the dysregulation of various gut microbiota
ML models for diagnosis and screening based on the gut microbiota
Supervised ML models trained with LEfSe
Supervised ML models trained with LEfSe and LASSO regression model
Identifying the top ten most important OTUs in the RF model
Discussion
Conclusion
References


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