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Dimensional distribution of cortical abnormality across antipsychotics treatment-resistant and responsive schizophrenia

Authors :
Takashi Itahashi
Yoshihiro Noda
Yusuke Iwata
Ryosuke Tarumi
Sakiko Tsugawa
Eric Plitman
Shiori Honda
Fernando Caravaggio
Julia Kim
Karin Matsushita
Philip Gerretsen
Hiroyuki Uchida
Gary Remington
Masaru Mimura
Yuta Y. Aoki
Ariel Graff-Guerrero
Shinichiro Nakajima
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