Intestinal flora and inflammatory bowel disease: Causal relationships and predictive models

By integrating MR, transcriptomic analysis, and sophisticated machine learning approaches, this study elucidates the causal relationships between intestinal flora and IBD. The application of machine learning not only enhanced predictive modeling but also offered new insights into IBD pathogenesis, highlighted potential therapeutic targets, and established a robust framework for predicting IBD onset.

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Publication Details

Journal
Heliyon
Published
2024-09-01
DOI
https://doi.org/10.1016/j.heliyon.2024.e38101
Citations
9
Primary Topic
Inflammatory Bowel Disease
Type
article
Field-Weighted Citation Impact
4.95

Funders

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article

Intestinal flora and inflammatory bowel disease: Causal relationships and predictive models

Xiaoyun Yang, Yanbo Yu, Zhenguo Wu, Zhiwen Yao et al.
9 citations
Heliyon
Inflammatory Bowel Disease
4.95
article

Intestinal flora and inflammatory bowel disease: Causal relationships and predictive models

Xiaoyun Yang, Yanbo Yu, Zhenguo Wu, Zhiwen Yao, Yu Li, Jin-Bei Wang, Guan-Wei Bi
article en
9 citations

Abstract

By integrating MR, transcriptomic analysis, and sophisticated machine learning approaches, this study elucidates the causal relationships between intestinal flora and IBD. The application of machine learning not only enhanced predictive modeling but also offered new insights into IBD pathogenesis, highlighted potential therapeutic targets, and established a robust framework for predicting IBD onset.

HeliyonVol. 10(18)
Shandong University (CN), Qilu Hospital of Shandong University (CN)
Shandong University, National Natural Science Foundation of China, Taishan Scholar Foundation of Shandong Province, Taishan Scholar Project of Shandong Province
Zero hunger
Openalex Percentile: Top 5%
Inflammatory Bowel Disease
4.95
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Intestinal flora and inflammatory bowel disease: Causal relationships and predictive models — Xiaoyun Yang, Yanbo Yu, et al. · Heliyon (2024) | TGRS Research Map | TGRS