Multifactorial Deep Learning Reveals Pan-Cancer Genomic Tumor Clusters with Distinct Immunogenomic Landscape and Response to Immunotherapy.

Journal: Clinical cancer research : an official journal of the American Association for Cancer Research
Published Date:

Abstract

PURPOSE: Tumor genomic features have been of particular interest because of their potential impact on the tumor immune microenvironment and response to immunotherapy. Due to the substantial heterogeneity, an integrative approach incorporating diverse molecular features is needed to characterize immunologic features underlying primary resistance to immunotherapy and for the establishment of novel predictive biomarkers.

Authors

  • Feng Xie
    School of Computer Science, Guangdong University of Technology, Guangzhou, China. Electronic address: 1111705006@mail2.gdut.edu.cn.
  • Jianjun Zhang
    Department of Thoracic/Head and Neck Medical Oncology, MD Anderson Cancer Center, Houston, Texas, USA.
  • Jiayin Wang
    MicroPort(Shanghai) MedBot Co. Ltd, Shanghai, 200031.
  • Alexandre Reuben
    Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
  • Wei Xu
    College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, 471023 China.
  • Xin Yi
    Shanghai Wision AI Co., Ltd, Shanghai, China.
  • Frederick S Varn
    Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire.
  • Yongsheng Ye
    School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China.
  • Junwen Cheng
    School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China.
  • Miao Yu
    Key Laboratory of Bioactive Substances and Resource Utilization of Chinese Herbal Medicine, Ministry of Education, China Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100193, China; School of Chinese Materia Medica, Guangdong Pharmaceutical University, Guangzhou, 510006, China; Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519087, China.
  • Yue Wang
    Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.
  • Yufeng Liu
    Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC.
  • Mingchao Xie
    School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China.
  • Peng Du
    Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand.
  • Ke Ma
    Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Research Institute of Criminal Science and Technology Shanghai 200083 China yangfyhit@sina.com +86 021 22028363 +86 021 22028362.
  • Xin Ma
    Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
  • Penghui Zhou
    State Key Laboratory of Oncology in Southern China, Sun Yat-Sen University Cancer Center, Guangzhou, China.
  • Shengli Yang
    Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Yaobing Chen
    Institute of Pathology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Guoping Wang
    School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China.
  • Xuefeng Xia
    Genomic Medicine, The Methodist Hospital Research Institute, Houston, Texas.
  • Zhongxing Liao
    Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
  • John V Heymach
    Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
  • Ignacio I Wistuba
    Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX.
  • P Andrew Futreal
    Department of Genomic Medicine, MD Anderson Cancer Center, Houston, Texas, USA.
  • Kai Ye
    MandalaT Software Corporation, F5, Wuxi, China.
  • Chao Cheng
    Department of Molecular and Systems Biology, Lebanon, USA. Chao.Cheng@bcm.edu.
  • Tian Xia
    National Center of Biomedical Analysis, Beijing 100850, China.