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Predicting Risk of Post-Treatment Relapse in Patients with Inflammatory Bowel Disease Based on Intestinal Microbiota
Tao Zhang1, Binbo He1, Chao Lan1
1Department of Gastroenterology, Nanchong Central Hospital, The Second Clinical Medical College, North Sichuan Medical College, Nanchong, Sichuan, 637000, People's Republic of China.
Gut microbiota alterations can predict inflammatory bowel disease (IBD) relapse after treatment. A random forest model showed potential in identifying patients at risk for recurrence based on microbial signatures.
Area of Science:
- Gastroenterology
- Microbiology
- Immunology
Background:
- Inflammatory bowel disease (IBD) presents a chronic challenge due to post-treatment relapse.
- Gut microbiota dysbiosis is a suspected factor in IBD recurrence.
Purpose of the Study:
- To investigate gut microbiota features associated with post-treatment relapse in IBD patients.
- To develop a predictive model for IBD recurrence using microbial signatures.
Main Methods:
- Analyzed fecal samples from 88 IBD patients (46 UC, 42 CD) using 16S rRNA sequencing.
- Employed a random forest (RF) model to assess the predictive value of microbiota for recurrence.
Main Results:
- Significant differences in gut microbiota composition were observed between UC and CD patients at baseline.
- Post-treatment, beta-diversity shifts were noted, with specific bacteria enriched in remission or recurrence groups.
- The RF model achieved an AUC of 0.721 (validation) and 0.861 (test) for predicting recurrence.
Conclusions:
- Gut microbiota composition shows potential for predicting IBD relapse.
- The developed RF model serves as a proof-of-concept, requiring external validation for clinical use.
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