Early identification of potentially reversible cancer cachexia using explainable machine learning driven by body weight dynamics: a multicenter cohort study.

Abstract

Authors

• Liangyu Yin
  Department of Clinical Nutrition, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing, 400042, China; Institute of Hepatopancreatobiliary Surgery, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing, 400038, China.
• Na Li
  School of Nursing, Fujian University of Traditional Chinese Medicine, Fuzhou, China.
• Xin Lin
  Department of Clinical Nutrition, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing, 400042, China.
• Ling Zhang
• Yang Fan
  Colby College, Waterville, Maine, United States of America.
• Jie Liu
  School of Bioscience and Bioengineering, South China University of Technology, Guangzhou, China.
• Zongliang Lu
  School of Public Administration, Guangdong University of Finance and Economics, Guangzhou 510320, China.
• Wei Li
  Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.
• Jiuwei Cui
  Cancer Center, The First Bethune Hospital of Jilin University, Changchun, Jilin, China.
• Zengqing Guo
  Department of Medical Oncology, Fujian Cancer Hospital, Fujian Medical University Cancer Hospital, Fuzhou, Fujian, 350014, China. Electronic address: gzq_005@126.com.
• Qinghua Yao
  Department of Integrated Traditional Chinese and Western Medicine, Zhejiang Cancer Hospital and Key Laboratory of Traditional Chinese Medicine Oncology, Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China.
• Fuxiang Zhou
  Department of Radiation and Medical Oncology, Hubei Key Laboratory of Tumor Biological Behaviors, Hubei Clinical Cancer Study Center, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.
• Ming Liu
  School of Land Engineering, Chang'an University, Xi'an 710064, China; Xi'an Key Laboratory of Territorial Spatial Information, School of Land Engineering, Chang'an University, Xi'an 710064, China. Electronic address: mingliu@chd.edu.cn.
• Zhikang Chen
  Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, 315211, Zhejiang, China. Electronic address: 2211100190@nbu.edu.cn.
• Huiqing Yu
  Department of Palliative Care and Department of Geriatric Oncology, Chongqing University Cancer Hospital, Chongqing, China.
• Tao Li
  Department of Emergency Medicine, Jining No.1 People's Hospital, Jining, China.
• Zengning Li
  Department of Clinical Nutrition, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050031, China.
• Pingping Jia
  Department of Gastrointestinal Surgery, Department of Clinical Nutrition, Beijing Shijitan Hospital, Capital Medical University, Beijing, 100038, China.
• Chunhua Song
  Department of Epidemiology, College of Public Health, Zhengzhou University, Zhengzhou, Henan, 450001, China.
• Hanping Shi
  Department of Gastrointestinal Surgery, Department of Clinical Nutrition, Beijing Shijitan Hospital, Capital Medical University, Beijing, 100038, China. Electronic address: shihp@ccmu.edu.cn.
• Hongxia Xu
  Department of Clinical Nutrition, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing, 400042, China. Electronic address: hx_xu2015@163.com.

Keywords

External Resources