Predicting who has delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage using machine learning approach: a multicenter, retrospective cohort study.

Journal: BMC neurology
PMID: 38802769

Abstract

BACKGROUND: Early prediction of delayed cerebral ischemia (DCI) is critical to improving the prognosis of aneurysmal subarachnoid hemorrhage (aSAH). Machine learning (ML) algorithms can learn from intricate information unbiasedly and facilitate the early identification of clinical outcomes. This study aimed to construct and compare the ability of different ML models to predict DCI after aSAH. Then, we identified and analyzed the essential risk of DCI occurrence by preoperative clinical scores and postoperative laboratory test results.

Authors

  • Sihan Ge
    College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.
  • Junxin Chen
  • Wei Wang
    State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macau 999078, China.
  • Li-Bo Zhang
    Department of Radiology, General Hospital of the Northern Theater of the Chinese People's Liberation Army, Shenyang 110004, China.
  • Yue Teng
    Haidian Maternal & Child Health Hospital Nutrition Clinic, Beijing 100080, China.
  • Cheng Yang
    State Key Laboratory of Medicinal Chemical Biology and College of Pharmacy, Nankai University, Tianjin 300071, China.
  • Hao Wang
    Department of Cardiology, Second Medical Center, Chinese PLA General Hospital, Beijing, China.
  • Yihao Tao
    Department of Neurosurgery, the Second Affiliated Hospital, Chongqing Medical University, Chongqing, China.
  • Zhi Chen
    Duke University.
  • Ronghao Li
    Department of Basic Medicine, Army Medical University, Chongqing, China.
  • Yin Niu
    Department of Neurosurgery, Southwest Hospital, Army Medical University, (Third Military Medical University), Chongqing, China. niuyin-ns@hotmail.com.
  • Chenghai Zuo
    Department of Neurosurgery, Southwest Hospital, Army Medical University, (Third Military Medical University), Chongqing, China. zuochenghai40@gmail.com.
  • Liang Tan
    Department of Neurosurgery, Southwest Hospital, Third Military Medical University (Army Military Medical University), Chongqing, China.

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