Relationship between atherogenic index of plasma and length of stay in critically ill patients with atherosclerotic cardiovascular disease: a retrospective cohort study and predictive modeling based on machine learning.

Journal: Cardiovascular diabetology
PMID:

Abstract

BACKGROUND: The atherogenic index of plasma (AIP) is considered an important marker of atherosclerosis and cardiovascular risk. However, its potential role in predicting length of stay (LOS), especially in patients with atherosclerotic cardiovascular disease (ASCVD), remains to be explored. We investigated the effect of AIP on hospital LOS in critically ill ASCVD patients and explored the risk factors affecting LOS in conjunction with machine learning.

Authors

  • Yu Guo
    Animal Disease Control Center of Inner Mongolia, Hohhot, China.
  • Fuxu Wang
    Department of Critical Care Medicine, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Shiyin Ma
    Department of Neurology, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Zhi Mao
    Xi'an Technological University, Xi'an, China.
  • Shuangmei Zhao
    Department of Critical Care Medicine, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Liutao Sui
    Department of Critical Care Medicine, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Chucheng Jiao
    Department of Critical Care Medicine, The Affiliated Hospital of Qingdao University, Qingdao, China.
  • Ruogu Lu
    Medical Innovation Research Department, Chinese PLA General Hospital, Beijing, China. ruogulu2023@163.com.
  • Xiaoyan Zhu
    Anhui Technical College of Industry and Economy, Hefei, China.
  • Xudong Pan
    Department of Neurology, The Affiliated Hospital of Qingdao University, Qingdao, China. drpan022@qdu.edu.cn.