Human-multimodal deep learning collaboration in 'precise' diagnosis of lupus erythematosus subtypes and similar skin diseases.

Journal: Journal of the European Academy of Dermatology and Venereology : JEADV
PMID:

Abstract

BACKGROUND: Lupus erythematosus (LE) is a spectrum of autoimmune diseases. Due to the complexity of cutaneous LE (CLE), clinical skin image-based artificial intelligence is still experiencing difficulties in distinguishing subtypes of LE.

Authors

  • Qianwen Li
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Zhi Yang
    Field Scientific Observation and Research Station of Agricultural Irrigation in Ningxia Diversion Yellow Irrigation District, Ministry of Water Resources, Yinchuan, China.
  • Kaili Chen
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Ming Zhao
    School of Computer Science and Engineering, Central South University, Changsha, 410000, China.
  • Hai Long
    Institute of Medical Informatics, Statistics and Epidemiology (IMISE) University of Leipzig, Leipzig, Germany.
  • Yueming Deng
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Haoran Hu
    Department of Mathematics & Statistics, University of Massachusetts, Amherst, MA 01003, USA. Electronic address: haoranhu@umass.edu.
  • Chen Jia
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Meiyu Wu
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Zhidan Zhao
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Huan Zhu
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Suqing Zhou
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Mingming Zhao
    Faculty of Information Technology, Beijing University of Technology, Beijing 100124, China; Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing 100124, China; Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing 100124, China; Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing 100124, China. Electronic address: zhaomm@emails.bjut.edu.cn.
  • Pengpeng Cao
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Shengnan Zhou
    Department of Gastrointestinal Surgery, China-Japan Friendship Hospital, Beijing, China.
  • Yang Song
    Biomedical and Multimedia Information Technology (BMIT) Research Group, School of IT, University of Sydney, NSW 2006, Australia. Electronic address: yson1723@uni.sydney.edu.au.
  • Guishao Tang
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Juan Liu
    Key State Laboratory of Software Engineering, School of Computer, Wuhan University, Wuhan 430072, PR China. Electronic address: liujuan@whu.edu.cn.
  • Jiao Jiang
    Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital of Central South University, Changsha, China.
  • Wei Liao
    Department of Surgery, Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Wenhui Zhou
  • Bingyi Yang
    Department of Gynecology, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, China.
  • Feng Xiong
    New Cornerstone Science Laboratory, SEU-ALLEN Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, Jiangsu 210096, China.
  • Suhan Zhang
    Department of Dermatology, The Second Xiangya Hospital, Central South University, Changsha, People's Republic of China.
  • Xiaofei Gao
    School of Transportation, Southeast University, Nanjing 211189, China.
  • Yiqun Jiang
    Hospital of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, #12 Jiangwangmiao Road, Nanjing, Jiangsu, China. yiqunjiang@qq.com.
  • Wei Zhang
    The First Affiliated Hospital of Nanchang University, Nanchang, China.
  • Bo Zhang
    Department of Clinical Pharmacology, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310006, PR China.
  • Yan-Ling He
    Department of Dermatology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China.
  • Liwei Ran
    Department of Dermatology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China.
  • Chunlei Zhang
    Center for Robust Speech Systems (CRSS), The University of Texas at Dallas, 800 West Campbell Road, Richardson, Texas 75080, USA.
  • Wenting Wu
    Department of Dermatology, Peking University Third Hospital, Beijing, China.
  • Quzong Suolang
    Department of Dermatology, People's Hospital of Tibet Autonomous Region, Lhasa, China.
  • Hanhuan Luo
    Department of Dermatology, People's Hospital of Tibet Autonomous Region, Lhasa, China.
  • Xiaojing Kang
    Xinjiang Key Laboratory of Dermatology Research, People's Hospital of Xinjiang Uygur Autonomous Region, China.
  • Caoying Wu
    Department of Dermatology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China.
  • Hongzhong Jin
    Department of Dermatology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China.
  • Lei Chen
    Department of Chemistry, Stony Brook University Stony Brook NY USA.
  • Qing Guo
    Department of Dermatology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China.
  • Guangji Gui
    Department of Dermatology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China.
  • Shanshan Li
    Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.
  • Henan Si
    Department of Dermatology, The First Bethune Hospital of Jilin University, Changchun, China.
  • Shuping Guo
    Department of Dermatology, The First Hospital of Shanxi Medical University, Taiyuan, China.
  • Hong-Ye Liu
    Department of Dermatology, The First Hospital of Shanxi Medical University, Taiyuan, China.
  • Xiguang Liu
    Department of Dermatology, The Hei Long Jiang Provincial Hospital, Harbin, China.
  • Guo-Zhang Ma
    Department of Dermatology, The Hei Long Jiang Provincial Hospital, Harbin, China.
  • Danqi Deng
    Second Affiliated Hospital of Kunming Medical University, Kunming, China.
  • Limei Yuan
    Second Affiliated Hospital of Kunming Medical University, Kunming, China.
  • Jianyun Lu
    Department of Dermatology, The Third Xiangya Hospital, Central South University, Changsha, China.
  • Jinrong Zeng
    Department of Dermatology, The Third Xiangya Hospital, Central South University, Changsha, China.
  • Xian Jiang
    Puer University, Puer 665000, China.
  • Xiaoyan Lyu
    Department of Dermatology, West China Hospital, Sichuan University, Chengdu, China.
  • Liuqing Chen
    Department of Dermatology, Wuhan No. 1 Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Hubei Province & Key Laboratory of Skin Infection And Immunity, Wuhan, China. Electronic address: chlq35@126.com.
  • Bin Hu
    Department of Thoracic Surgery Beijing Chao-Yang Hospital Affiliated Capital Medical University Beijing China.
  • Juan Tao
    Key Laboratory of Optoelectronic Devices and Systems of the Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, P. R. China.
  • Yuhao Liu
    Department of Critical Care Medicine, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, Shanghai, 200072, People's Republic of China.
  • Gang Wang
    National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China.
  • Guannan Zhu
    Department of Dermatology, Xijing Hospital, Xi'an, China.
  • Zhirong Yao
    Department of Dermatology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Qianyue Xu
    Department of Dermatology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Bin Yang
    School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, PR China. Electronic address: yangbin@dlut.edu.cn.
  • Yu Wang
    Clinical and Technical Support, Philips Healthcare, Shanghai, China.
  • Yan Ding
    Department of Computer Science and Engineering, Changshu Institute of Technology, Changshu 215500, China.
  • Xianxu Yang
    Hainan Provincial Hospital of Skin Disease, Haikou, China.
  • Hu Kai
    Key Laboratory of Intelligent Computing and Information Processing of Ministry of Education, Xiangtan University, Xiangtan, China.
  • Haijing Wu
    Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China. Electronic address: chriswu1010@csu.edu.cn.
  • Qianjin Lu
    Department of Dermatology, Second Xiangya Hospital, Central South University, Hunan Key Laboratory of Medical Epigenomics, Changsha, Hunan, China; Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Najing, China. Electronic address: qianlu5860@csu.edu.cn.