Explainable AI for gut microbiome-based diagnostics: colorectal cancer as a case study

被引：0
|
作者：
Acharjee, Animesh [1 ,2 ,3 ,4 ]
机构：
[1] Univ Birmingham, Inst Canc & Genom Sci, Birmingham, England
[2] Univ Birmingham, Inst Translat Med, Birmingham, England
[3] MRC Hlth Data Res UK HDR UK, Midlands Site, Birmingham, England
[4] Univ Birmingham, Birmingham B15 2TT, England
来源：
DIAGNOSIS | 2023年 / 10卷 / 04期
关键词：
diagnostics; interpretable AI; microbiome;
D O I：
10.1515/dx-2023-0062
中图分类号：
R5 [内科学];
学科分类号：
1002 ; 100201 ;
摘要：
引用
收藏
页码：448 / 449
页数：2
相关论文
共 50 条
  • [1] Leveraging explainable AI for gut microbiome-based colorectal cancer classification
    Ryza Rynazal
    Kota Fujisawa
    Hirotsugu Shiroma
    Felix Salim
    Sayaka Mizutani
    Satoshi Shiba
    Shinichi Yachida
    Takuji Yamada
    Genome Biology, 24
  • [2] Leveraging explainable AI for gut microbiome-based colorectal cancer classification
    Rynazal, Ryza
    Fujisawa, Kota
    Shiroma, Hirotsugu
    Salim, Felix
    Mizutani, Sayaka
    Shiba, Satoshi
    Yachida, Shinichi
    Yamada, Takuji
    GENOME BIOLOGY, 2023, 24 (01)
  • [3] A Goldilocks Principle for the Gut Microbiome: Taxonomic Resolution Matters for Microbiome-Based Classification of Colorectal Cancer
    Armour, Courtney R.
    Topcuoglu, Begum D.
    Garretto, Andrea
    Schloss, Patrick D.
    MBIO, 2022, 13 (01):
  • [4] Current Capabilities of Gut Microbiome-Based Diagnostics and the Promise of Clinical Application
    Damhorst, Gregory L.
    Adelman, Max W.
    Woodworth, Michael H.
    Kraft, Colleen S.
    JOURNAL OF INFECTIOUS DISEASES, 2021, 223 : S270 - S275
  • [5] Human Fecal Microbiome-Based Biomarkers for Colorectal Cancer
    Narayanan, Vilvapathy
    Peppelenbosch, Maikel P.
    Konstantinov, Sergey R.
    CANCER PREVENTION RESEARCH, 2014, 7 (11) : 1108 - 1111
  • [6] Human Gut Microbiome-Based Knowledgebase as a Biomarker Screening Tool to Improve the Predicted Probability for Colorectal Cancer
    Zhou, Zhongkun
    Ge, Shiqiang
    Li, Yang
    Ma, Wantong
    Liu, Yuheng
    Hu, Shujian
    Zhang, Rentao
    Ma, Yunhao
    Du, Kangjia
    Syed, Ashikujaman
    Chen, Peng
    FRONTIERS IN MICROBIOLOGY, 2020, 11
  • [7] Towards affordable diagnosis based on human gut microbiome: Colorectal cancer as a case study
    Arumugam, Manimozhiyan
    TOXICOLOGY LETTERS, 2017, 280 : S12 - S12
  • [8] Microbiome-Based Diagnostics: Ready for Applications in Laboratory Medicine?
    Versalovic, James
    Dore, Joel
    Guarner, Francisco
    Luna, Ruth Ann
    Ringel, Yehuda
    CLINICAL CHEMISTRY, 2017, 63 (11) : 1674 - 1679
  • [9] Microbiome-based companion diagnostics: no longer science fiction?
    Raes, J.
    GUT, 2016, 65 (06) : 896 - U207
  • [10] Gut microbiome-based strategies for host health and disease
    Wang, Chen
    Bai, Junying
    Chen, Xiaoyong
    Song, Jiajia
    Zhang, Yu
    Wang, Hongwei
    Suo, Huayi
    CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2024, 64 (19) : 6834 - 6849
12345