Random forest code applied to neuroimaging + clinical fetaures to predict clinical staging of young individuals at risk for mental illness.
Manuscript:
Title: Aberrant limbic brain structures in young individuals at risk for mental illness
Authors: Nikita Nogovitsyn*,1,2,3, Roberto Souza4, Meghan Muller1, Amelia Srajer1, Paul D. Metzak1,2,3, Stefanie Hassel1,2,3, Zahinoor Ismail1, Andrea Protzner3,5, Signe L. Bray6,7,8, Catherine Lebel6,7,8, Bradley J. MacIntosh17,18, Benjamin I. Goldstein9,10, JianLi Wang15,16, Sidney H. Kennedy11,12,13,14, Jean Addington1,2,3, Glenda M. MacQueen1.
Affiliations:
1 - Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB
2 - Mathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB
3 - Hotchkiss Brain Institute, University of Calgary, Calgary, AB
4 - Department of Radiology and Clinical Neuroscience, Hotchkiss Brain Institute, University of Calgary, Calgary, AB
5 - Department of Psychology, University of Calgary, Calgary, AB
6 - Department of Radiology, University of Calgary, Calgary, AB
7 - Alberta Children’s Hospital Research Institute, Calgary, AB
8 - Child & Adolescent Imaging Research (CAIR) Program, Calgary, AB
9 - Centre for Youth Bipolar Disorder, Sunnybrook Health Sciences Centre, Toronto, O
10 - Departments of Psychiatry and Pharmacology, Faculty of Medicine, University of Toronto, Toronto, ON
11 - Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON
12 - Department of Psychiatry, Krembil Research Centre, University Health Network, University of Toronto, Toronto, ON
13 - Department of Psychiatry, St. Michael’s Hospital, University of Toronto, Toronto, ON
14 - Keenan Research Centre for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, ON
15 - Work & Mental Health Research Unit, University of Ottawa Institute of Mental Health Research. Ottawa, ON
16 - School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa. Ottawa, ON
17 - Heart and Stroke Foundation Canadian Partnership for Stroke Recovery, Sunnybrook Research Institute, University of Toronto, Toronto, ON
18 - Department of Medical Biophysics, University of Toronto, Toronto, ON