Cargando…

Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA

Many of previous neuroimaging studies on neuronal structures in patients with obsessive-compulsive disorder (OCD) used univariate statistical tests on unimodal imaging measurements. Although the univariate methods revealed important aberrance of local morphometry in OCD patients, the covariance stru...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Seung-Goo, Jung, Wi Hoon, Kim, Sung Nyun, Jang, Joon Hwan, Kwon, Jun Soo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4454537/
https://www.ncbi.nlm.nih.gov/pubmed/26038825
http://dx.doi.org/10.1371/journal.pone.0127118
_version_ 1782374607906406400
author Kim, Seung-Goo
Jung, Wi Hoon
Kim, Sung Nyun
Jang, Joon Hwan
Kwon, Jun Soo
author_facet Kim, Seung-Goo
Jung, Wi Hoon
Kim, Sung Nyun
Jang, Joon Hwan
Kwon, Jun Soo
author_sort Kim, Seung-Goo
collection PubMed
description Many of previous neuroimaging studies on neuronal structures in patients with obsessive-compulsive disorder (OCD) used univariate statistical tests on unimodal imaging measurements. Although the univariate methods revealed important aberrance of local morphometry in OCD patients, the covariance structure of the anatomical alterations remains unclear. Motivated by recent developments of multivariate techniques in the neuroimaging field, we applied a fusion method called “mCCA+jICA” on multimodal structural data of T1-weighted magnetic resonance imaging (MRI) and diffusion tensor imaging (DTI) of 30 unmedicated patients with OCD and 34 healthy controls. Amongst six highly correlated multimodal networks (p < 0.0001), we found significant alterations of the interrelated gray and white matter networks over occipital and parietal cortices, frontal interhemispheric connections and cerebella (False Discovery Rate q ≤ 0.05). In addition, we found white matter networks around basal ganglia that correlated with a subdimension of OC symptoms, namely ‘harm/checking’ (q ≤ 0.05). The present study not only agrees with the previous unimodal findings of OCD, but also quantifies the association of the altered networks across imaging modalities.
format Online
Article
Text
id pubmed-4454537
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-44545372015-06-09 Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA Kim, Seung-Goo Jung, Wi Hoon Kim, Sung Nyun Jang, Joon Hwan Kwon, Jun Soo PLoS One Research Article Many of previous neuroimaging studies on neuronal structures in patients with obsessive-compulsive disorder (OCD) used univariate statistical tests on unimodal imaging measurements. Although the univariate methods revealed important aberrance of local morphometry in OCD patients, the covariance structure of the anatomical alterations remains unclear. Motivated by recent developments of multivariate techniques in the neuroimaging field, we applied a fusion method called “mCCA+jICA” on multimodal structural data of T1-weighted magnetic resonance imaging (MRI) and diffusion tensor imaging (DTI) of 30 unmedicated patients with OCD and 34 healthy controls. Amongst six highly correlated multimodal networks (p < 0.0001), we found significant alterations of the interrelated gray and white matter networks over occipital and parietal cortices, frontal interhemispheric connections and cerebella (False Discovery Rate q ≤ 0.05). In addition, we found white matter networks around basal ganglia that correlated with a subdimension of OC symptoms, namely ‘harm/checking’ (q ≤ 0.05). The present study not only agrees with the previous unimodal findings of OCD, but also quantifies the association of the altered networks across imaging modalities. Public Library of Science 2015-06-03 /pmc/articles/PMC4454537/ /pubmed/26038825 http://dx.doi.org/10.1371/journal.pone.0127118 Text en © 2015 Kim et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kim, Seung-Goo
Jung, Wi Hoon
Kim, Sung Nyun
Jang, Joon Hwan
Kwon, Jun Soo
Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title_full Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title_fullStr Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title_full_unstemmed Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title_short Alterations of Gray and White Matter Networks in Patients with Obsessive-Compulsive Disorder: A Multimodal Fusion Analysis of Structural MRI and DTI Using mCCA+jICA
title_sort alterations of gray and white matter networks in patients with obsessive-compulsive disorder: a multimodal fusion analysis of structural mri and dti using mcca+jica
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4454537/
https://www.ncbi.nlm.nih.gov/pubmed/26038825
http://dx.doi.org/10.1371/journal.pone.0127118
work_keys_str_mv AT kimseunggoo alterationsofgrayandwhitematternetworksinpatientswithobsessivecompulsivedisorderamultimodalfusionanalysisofstructuralmrianddtiusingmccajica
AT jungwihoon alterationsofgrayandwhitematternetworksinpatientswithobsessivecompulsivedisorderamultimodalfusionanalysisofstructuralmrianddtiusingmccajica
AT kimsungnyun alterationsofgrayandwhitematternetworksinpatientswithobsessivecompulsivedisorderamultimodalfusionanalysisofstructuralmrianddtiusingmccajica
AT jangjoonhwan alterationsofgrayandwhitematternetworksinpatientswithobsessivecompulsivedisorderamultimodalfusionanalysisofstructuralmrianddtiusingmccajica
AT kwonjunsoo alterationsofgrayandwhitematternetworksinpatientswithobsessivecompulsivedisorderamultimodalfusionanalysisofstructuralmrianddtiusingmccajica