Phenotypes of Patients with Intracerebral Hemorrhage, Complications, and Outcomes.

Journal: Neurocritical care
PMID:

Abstract

BACKGROUND: The objective of this study was to define clinically meaningful phenotypes of intracerebral hemorrhage (ICH) using machine learning.

Authors

  • Julianne Murphy
    Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 633 N St. Clair St. 20th floor, Chicago, IL, USA. julianne.murphy@northwestern.edu.
  • Juliana Silva Pinheiro do Nascimento
    Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 633 N St. Clair St. 20th floor, Chicago, IL, USA.
  • Ethan J Houskamp
    From the Department of Preventive Medicine (H.W., T.S., M.R.H, J.X.M, J.S.N, Y.L.), Department of Neurological Surgery (E.J.H.), and Department of Neurology (A.M.N.), Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA; IRCCS Istituto delle Scienze Neurologiche di Bologna, Department of Neurology and Stroke Center (A.Z., L.B.), Maggiore Hospital, Bologna, Italy; Department of Biomedical and Neuromotor Sciences (DIBINEM) (S.G.), Alma Mater Studiorum-University of Bologna, Bologna, Italy.
  • Hanyin Wang
    From the Department of Preventive Medicine (H.W., T.S., M.R.H, J.X.M, J.S.N, Y.L.), Department of Neurological Surgery (E.J.H.), and Department of Neurology (A.M.N.), Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA; IRCCS Istituto delle Scienze Neurologiche di Bologna, Department of Neurology and Stroke Center (A.Z., L.B.), Maggiore Hospital, Bologna, Italy; Department of Biomedical and Neuromotor Sciences (DIBINEM) (S.G.), Alma Mater Studiorum-University of Bologna, Bologna, Italy.
  • Meghan Hutch
    Boston University School of Medicine, Boston, Massachusetts, United States of America.
  • Yuzhe Liu
    School of Biological Science and Medical Engineering, BeiHang University, Beijing, 10019, China.
  • Roland Faigle
    Department of Neurology, Johns Hopkins University, Baltimore, Maryland.
  • Andrew M Naidech
    From the Department of Preventive Medicine (H.W., T.S., M.R.H, J.X.M, J.S.N, Y.L.), Department of Neurological Surgery (E.J.H.), and Department of Neurology (A.M.N.), Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA; IRCCS Istituto delle Scienze Neurologiche di Bologna, Department of Neurology and Stroke Center (A.Z., L.B.), Maggiore Hospital, Bologna, Italy; Department of Biomedical and Neuromotor Sciences (DIBINEM) (S.G.), Alma Mater Studiorum-University of Bologna, Bologna, Italy.