Construction and evaluation of a metabolic correlation diagnostic model for diabetes based on machine learning algorithms.

Journal: Environmental toxicology
PMID:

Abstract

BACKGROUND: Diabetes mellitus (DM) is a prevalent chronic disease marked by significant metabolic dysfunctions. Understanding its molecular mechanisms is vital for early diagnosis and treatment strategies.

Authors

  • Qiong Xu
    Global Station for Quantum Medical Science and Engineering, Global Institution for Collaborative Research and Education (GI-CoRE), Hokkaido University, Sapporo, 060-8648, Japan.
  • Yina Zhou
    Chinese Internal Medicine, Hangzhou Ninth People's Hospital, Hangzhou, China.
  • Jianfen Lou
    Department of Orthopedics, Zhejiang Provincial People's Hospital, Hangzhou, China.
  • Yanhua Fu
    JangHo Architecture College, Northeastern University, Shenyang 110169, China.
  • Yunzhu Lu
    Xiaoshan District Beigan street community health Service center, Hangzhou, China.
  • Mengli Xu
    Department of Endocrinology, Hangzhou Ninth People's Hospital, Hangzhou, China.