Explainable AI for gut microbiome-based diagnostics: colorectal cancer as a case study
Author:
Affiliation:
1. Institute of Cancer and Genomic Sciences, University of Birmingham , Birmingham , UK
2. Institute of Translational Medicine, University of Birmingham , Birmingham , UK
3. MRC Health Data Research UK (HDR UK), Midlands Site , Birmingham , UK
Publisher
Walter de Gruyter GmbH
Subject
Biochemistry (medical),Clinical Biochemistry,Public Health, Environmental and Occupational Health,Health Policy,Medicine (miscellaneous)
Link
https://www.degruyter.com/document/doi/10.1515/dx-2023-0062/pdf
Reference10 articles.
1. Roelands, J, Kuppen, PJK, Ahmed, EI, Mall, R, Masoodi, T, Singh, P, et al.. An integrated tumor, immune and microbiome atlas of colon cancer. Nat Med 2023;29:1273–86. https://doi.org/10.1038/s41591-023-02324-5.
2. Rebersek, M. Gut microbiome and its role in colorectal cancer. BMC Cancer 2021;21:1325. https://doi.org/10.1186/s12885-021-09054-2.
3. Ternes, D, Karta, J, Tsenkova, M, Wilmes, P, Haan, S, Letellier, E. Microbiome in colorectal cancer: how to get from meta-omics to mechanism? Trends Microbiol 2020;28:401–23. https://doi.org/10.1016/j.tim.2020.05.013.
4. Bosch, S, Acharjee, A, Quraishi, MN, Bijnsdorp, IV, Rojas, P, Bakkali, A, et al.. Integration of stool microbiota, proteome and amino acid profiles to discriminate patients with adenomas and colorectal cancer. Gut Microb 2022;14:2139979. https://doi.org/10.1080/19490976.2022.2139979.
5. Acharjee, A, Larkman, J, Xu, Y, Cardoso, VR, Gkoutos, GV. A random forest based biomarker discovery and power analysis framework for diagnostics research. BMC Med Genom 2020;13:178. https://doi.org/10.1186/s12920-020-00826-6.
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3