Deep-learning-based diagnosis framework for ankle-brachial index defined peripheral arterial disease of lower extremity wound: Comparison with physicians.

Journal: Computer methods and programs in biomedicine
PMID: 39978141

Abstract

BACKGROUND AND OBJECTIVE: Few studies have evaluated peripheral artery disease (PAD) in patients with lower extremity wounds by a convolutional neural network (CNN)-based deep learning algorithm. We aimed to establish a framework for PAD detection, peripheral arterial occlusive disease (PAOD) detection, and PAD classification in patients with lower extremity wounds by the AlexNet, GoogleNet, and ResNet101V2 algorithms.

Authors

  • Ming-Feng Tsai
    Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan; Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Yu-Chang Chu
    Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
  • Wen-Teng Yao
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan; Department of Materials Science and Engineering, National Taiwan University, Taipei, 106, Taiwan.
  • Chia-Meng Yu
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Yu-Fan Chen
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Shu-Tien Huang
    Department of Emergency Medicine, Mackay Memorial Hospital, Taipei, Taiwan.
  • Liong-Rung Liu
    Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Department of Emergency Medicine, Mackay Memorial Hospital, Taipei, 104, Taiwan.
  • Lang-Hua Chiu
    Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
  • Yueh-Hung Lin
    Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan; Division of Cardiology, Departments of Internal Medicine, Mackay Memorial Hospital, Taipei, 104, Taiwan; Institute of Clinical Medicine, School of Medicine, National Yang-Ming Chiao-Tung University, Taipei, 112, Taiwan.
  • Chin-Yi Yang
    Department of Dermatology, New Taipei Municipal TuCheng Hospital, New Taipei City, 236, Taiwan; Department of Dermatology, Chang Gung Memorial Hospital, Linkou Branch, Taoyuan, 333, Taiwan; Department of Cosmetic Science, Chang Gung University of Science and Technology, Linkuo, Taoyuan, 333, Taiwan.
  • Kung-Chen Ho
    Department of Biomedical Engineering, National Yang-Ming Chiao-Tung University, Taipei, 112, Taiwan; Division of General Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Liver Medical Center, MacKay Memorial Hospital, Taipei, 104, Taiwan.
  • Chieh-Ming Yu
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Wen-Chen Huang
    Department of Biomedical Engineering, Ming-Chuan University, Taoyuan 333321, Taiwan.
  • Sheng-Yun Ou
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Kwang-Yi Tung
    Division of Plastic Surgery, Department of Surgery, Mackay Memorial Hospital, Taipei, 104, Taiwan; Department of Medicine, Mackay Medical College, New Taipei City, 252, Taiwan; Wound Care Center, MacKay Memorial Hospital, Taipei, 110, Taiwan.
  • Fei-Hung Hung
    Graduate Institute of Biomedical Informatics, Taipei Medical University, 250 Wu-Hsing Street, Taipei 11031, Taiwan.
  • Hung-Wen Chiu
    Graduate Institute of Biomedical Informatics, Taipei Medical University, 250 Wu-Hsing Street, Taipei City, Taiwan. Electronic address: hwchiu@tmu.edu.tw.

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