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ORIGINAL RESEARCH article
Front. Cell. Infect. Microbiol.
Sec. Intestinal Microbiome
Volume 15 - 2025 | doi: 10.3389/fcimb.2025.1573216
This article is part of the Research Topic The Role of Dietary Interventions in the Regulation of Host-Microbe Interactions - Volume II View all 7 articles
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Given the heightened focus on high-risk populations, this study aimed to provide insights into early susceptibility and preventive strategies for colorectal cancer (CRC) by focusing on highrisk populations. In this research, fecal samples from 1,647 individuals across three discovery cohorts and nine external validation cohorts were sequenced using whole-genome metagenomic sequencing. A prediction model based on random forest was constructed using the nine external cohorts and independently validated with the three discovery cohorts. A disease probability (POD) model based on microbial biomarkers was developed to assess CRC risk. We found that the gut microbiome composition of CRC relatives differed from that of controls, with enrichment of species such as Fusobacterium and Bacteroides and a reduction in beneficial genera like Coprococcus and Roseburia. Additionally, dietary red meat intake emerged as a risk factor. The POD model indicated an elevated risk of CRC in unaffected relatives. The findings suggest that the POD for CRC may be increased in unaffected relatives or individuals living in shared environments, although this difference did not reach statistical significance. Our study introduces a novel framework for assessing the risk of colorectal cancer in ostensibly healthy individuals.
Keywords: colorectal cancer, family history, gut microbiome, random forest, POD
Received: 08 Feb 2025; Accepted: 03 Mar 2025.
Copyright: © 2025 Wang, Zhu, Lei, Liu, Cai, Wang and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Ang Li, First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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