Predicting Intracranial Aneurysm Rupture: A Multifactor Analysis Combining Radscore, Morphology, and PHASES Parameters.

Journal: Academic radiology
PMID:

Abstract

RATIONALE AND OBJECTIVES: We aimed at developing and validating a nomogram and machine learning (ML) models based on radiomics score (Radscore), morphology, and PHASES to predict intracranial aneurysm (IA) rupture.

Authors

  • Zhaoxiang Zhang
  • Hui Li
    Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Xiaoming Zhou
    a Department of Pathology, Guangzhou Medical University, Guangzhou, Guangdong Province, China.
  • Yanjiu Zhong
    Key Laboratory of System Control and Information Processing, Shanghai Jiao Tong University, Shanghai 200240, China.
  • Yue Zhang
    Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Jinlong Deng
    Department of Neurosurgery, Jinling hospital, Affiliated Hospital of Medical school, Nanjing University, Nanjing 210000, China.
  • Shujuan Chen
    Department of Neurosurgery, Jinling hospital, Affiliated Hospital of Medical school, Nanjing University, Nanjing 210000, China.
  • Qikai Tang
    Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, Jiangsu, China.
  • Bingtao Zhang
    School of Information Science and Engineering, Lanzhou University, Lanzhou, China.
  • Zixuan Yuan
    Department of Neurosurgery, Jinling hospital, Affiliated Hospital of Medical school, Nanjing University, Nanjing 210000, China.
  • Hui Ding
    Medical School, Huanghe Science & Technology University, Zhengzhou 450063, PR China.
  • An Zhang
    Department of Neurosurgery, Jinling Hospital, Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing 210029, China.
  • Qi Wu
    Endoscopy Center, Peking University Cancer Hospital and Institute, Beijing, China.
  • Xin Zhang
    First Department of Infectious Diseases, The First Affiliated Hospital of China Medical University, Shenyang, China.