A machine learning algorithm to differentiate bipolar disorder from major depressive disorder using an online mental health questionnaire and blood biomarker data

Abstract The vast personal and economic burden of mood disorders is largely caused by their under- and misdiagnosis, which is associated with ineffective treatment and worsening of outcomes. Here, we aimed to develop a diagnostic algorithm, based on an online questionnaire and blood biomarker data,...

Full description

Bibliographic Details
Main Authors: Jakub Tomasik, Sung Yeon Sarah Han, Giles Barton-Owen, Dan-Mircea Mirea, Nayra A. Martin-Key, Nitin Rustogi, Santiago G. Lago, Tony Olmert, Jason D. Cooper, Sureyya Ozcan, Pawel Eljasz, Grégoire Thomas, Robin Tuytten, Tim Metcalfe, Thea S. Schei, Lynn P. Farrag, Lauren V. Friend, Emily Bell, Dan Cowell, Sabine Bahn
Format: Article
Language:English
Published: Nature Publishing Group 2021-01-01
Series:Translational Psychiatry
Online Access:https://doi.org/10.1038/s41398-020-01181-x