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Dimensional distribution of cortical abnormality across antipsychotics treatment-resistant and responsive schizophrenia
- Source :
- NeuroImage: Clinical, Vol 32, Iss , Pp 102852- (2021)
- Publication Year :
- 2021
- Publisher :
- Elsevier, 2021.
-
Abstract
- Background: One-third of patients with schizophrenia are treatment-resistant to non-clozapine antipsychotics (TRS), while the rest respond (NTRS). Examining whether TRS and NTRS represent different pathophysiologies is an important step toward precision medicine. Methods: Focusing on cortical thickness (CT), we analyzed international multi-site cross-sectional datasets of magnetic resonance imaging comprising 110 patients with schizophrenia (NTRS = 46, TRS = 64) and 52 healthy controls (HCs). We utilized a logistic regression with L1-norm regularization to find brain regions related to either NTRS or TRS. We conducted nested 10-fold cross-validation and computed the accuracy and area under the curve (AUC). Then, we applied the NTRS classifier to patients with TRS, and vice versa. Results: Patients with NTRS and TRS were classified from HCs with 65% and 78% accuracies and with the AUC of 0.69 and 0.85 (p = 0.014 and
Details
- Language :
- English
- ISSN :
- 22131582
- Volume :
- 32
- Issue :
- 102852-
- Database :
- Directory of Open Access Journals
- Journal :
- NeuroImage: Clinical
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.31fec635a91c41629fa8a46c3cf2165a
- Document Type :
- article
- Full Text :
- https://doi.org/10.1016/j.nicl.2021.102852