Individual prediction of psychotherapy outcome in posttraumatic stress disorder using neuroimaging data
This study investigated how functional magnetic resonance imaging (MRI/rs-fMRI) data could create personalized treatment for PTSD by studying a group of male veterans..
Article Abstract
“Trauma-focused psychotherapy is the first-line treatment for posttraumatic stress disorder (PTSD) but 30–50% of patients do not benefit sufficiently. We investigated whether structural and resting-state functional magnetic resonance imaging (MRI/rs-fMRI) data could distinguish between treatment responders and non-responders on the group and individual level. Forty-four male veterans with PTSD underwent baseline scanning followed by trauma-focused psychotherapy. Voxel-wise gray matter volumes were extracted from the structural MRI data and resting-state networks (RSNs) were calculated from rs-fMRI data using independent component analysis. Data were used to detect differences between responders and non-responders on the group level using permutation testing, and the single-subject level using Gaussian process classification with cross-validation. A RSN centered on the bilateral superior frontal gyrus differed between responders and non-responder groups (PFWE < 0.05) while a RSN centered on the pre-supplementary motor area distinguished between responders and non-responders on an individual-level with 81.4% accuracy (P < 0.001, 84.8% sensitivity, 78% specificity and AUC of 0.93). No significant single-subject classification or group differences were observed for gray matter volume. This proof-of-concept study demonstrates the feasibility of using rs-fMRI to develop neuroimaging biomarkers for treatment response, which could enable personalized treatment of patients with PTSD.
This study was supported by the Dutch Ministry of Defence, the Netherlands Organization for Scientific Research (NWO/ZonMW Vidi 016.156.318) and the AMC Research Council (150622).”
—Description from publisher
Article Access
Open Access
Zhutovsky, P., Thomas, R. M., Olff, M., van Rooij, S. J. H., Kennis, M., van Wingen, G. A., & Geuze, E. (2019). Individual prediction of psychotherapy outcome in posttraumatic stress disorder using neuroimaging data. Translational Psychiatry, 9(1): 326. Open access: https://doi.org/10.1038/s41398-019-0663-7
Date
December 2, 2019
Creator(s)
Paul Zhutovsky, Rajat M. Thomas, Miranda Olff
Contributor(s)
Sanne J. H. van Rooij, Mitzy Kennis, Guido A. van Wingen, Elbert Geuze
Topics
PTSD
Client Population
Military/Veterans
Practice & Methods
Neurobiology
Publisher
SpringerNature
Rights
© The Author(s) 2019
APA Citation
Zhutovsky, P., Thomas, R. M., Olff, M., van Rooij, S. J. H., Kennis, M., van Wingen, G. A., & Geuze, E. (2019). Individual prediction of psychotherapy outcome in posttraumatic stress disorder using neuroimaging data. Translational Psychiatry, 9(1): 326. Open access: https://doi.org/10.1038/s41398-019-0663-7
Audience
EMDR Therapists, Other Mental Health Professionals
Language
English
Content Type
Article, Peer-Reviewed
Access Type
External Resource, Open Access