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Aberrant levels of cortical myelin distinguish individuals with depressive disorders from healthy controls

Authors :
David A.A. Baranger
Yaroslav O. Halchenko
Skye Satz
Rachel Ragozzino
Satish Iyengar
Holly A. Swartz
Anna Manelis
Source :
NeuroImage: Clinical, Vol 32, Iss , Pp 102790- (2021)
Publication Year :
2021
Publisher :
Elsevier, 2021.

Abstract

The association between depressive disorders and measures reflecting myelin content is underexplored, despite growing evidence of associations with white matter tract integrity. We characterized the T1w/T2w ratio using the Glasser atlas in 39 UD and 47 HC participants (ages = 19–44, 75% female). A logistic elastic net regularized regression with nested cross-validation and a subsequent linear discriminant analysis conducted on held-out samples were used to select brain regions and classify patients vs. healthy controls (HC). True-label model performance was compared against permuted-label model performance. The T1w/T2w ratio distinguished patients from HC with 68% accuracy (p

Details

Language :
English
ISSN :
22131582
Volume :
32
Issue :
102790-
Database :
Directory of Open Access Journals
Journal :
NeuroImage: Clinical
Publication Type :
Academic Journal
Accession number :
edsdoj.8e22dbbac0b840e7b9773695755c4173
Document Type :
article
Full Text :
https://doi.org/10.1016/j.nicl.2021.102790