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