Independent component analysis of resting state activity in pediatric obsessive-compulsive disorder
Obsessive‐compulsive disorder (OCD) is an often severely disabling illness with onset generally in childhood or adolescence. Little is known, however, regarding the pattern of brain resting state activity in OCD early in the course of illness. We therefore examined differences in brain resting state...
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creator | Gruner, Patricia Vo, An Argyelan, Miklos Ikuta, Toshikazu Degnan, Andrew J. John, Majnu Peters, Bart D. Malhotra, Anil K. Uluğ, Aziz M. Szeszko, Philip R. |
description | Obsessive‐compulsive disorder (OCD) is an often severely disabling illness with onset generally in childhood or adolescence. Little is known, however, regarding the pattern of brain resting state activity in OCD early in the course of illness. We therefore examined differences in brain resting state activity in patients with pediatric OCD compared with healthy volunteers and their clinical correlates. Twenty‐three pediatric OCD patients and 23 healthy volunteers (age range 9–17), matched for sex, age, handedness, and IQ completed a resting state functional magnetic resonance imaging exam at 3T. Patients completed the Children's Yale Brown Obsessive Scale. Data were decomposed into 36 functional networks using spatial group independent component analysis (ICA) and logistic regression was used to identify the components that yielded maximum group separation. Using ICA we identified three components that maximally separated the groups: a middle frontal/dorsal anterior cingulate network, an anterior/posterior cingulate network, and a visual network yielding an overall group classification of 76.1% (sensitivity = 78.3% and specificity = 73.9%). Independent component expression scores were significantly higher in patients compared with healthy volunteers in the middle frontal/dorsal anterior cingulate and the anterior/posterior cingulate networks, but lower in patients within the visual network. Higher expression scores in the anterior/posterior cingulate network correlated with greater severity of compulsions among patients. These findings implicate resting state fMRI abnormalities within the cingulate cortex and related control regions in the pathogenesis and phenomenology of OCD early in the course of the disorder and prior to extensive pharmacologic intervention. Hum Brain Mapp 35:5306–5315, 2014. © 2014 Wiley Periodicals, Inc. |
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Little is known, however, regarding the pattern of brain resting state activity in OCD early in the course of illness. We therefore examined differences in brain resting state activity in patients with pediatric OCD compared with healthy volunteers and their clinical correlates. Twenty‐three pediatric OCD patients and 23 healthy volunteers (age range 9–17), matched for sex, age, handedness, and IQ completed a resting state functional magnetic resonance imaging exam at 3T. Patients completed the Children's Yale Brown Obsessive Scale. Data were decomposed into 36 functional networks using spatial group independent component analysis (ICA) and logistic regression was used to identify the components that yielded maximum group separation. Using ICA we identified three components that maximally separated the groups: a middle frontal/dorsal anterior cingulate network, an anterior/posterior cingulate network, and a visual network yielding an overall group classification of 76.1% (sensitivity = 78.3% and specificity = 73.9%). Independent component expression scores were significantly higher in patients compared with healthy volunteers in the middle frontal/dorsal anterior cingulate and the anterior/posterior cingulate networks, but lower in patients within the visual network. Higher expression scores in the anterior/posterior cingulate network correlated with greater severity of compulsions among patients. These findings implicate resting state fMRI abnormalities within the cingulate cortex and related control regions in the pathogenesis and phenomenology of OCD early in the course of the disorder and prior to extensive pharmacologic intervention. Hum Brain Mapp 35:5306–5315, 2014. © 2014 Wiley Periodicals, Inc.</description><identifier>ISSN: 1065-9471</identifier><identifier>EISSN: 1097-0193</identifier><identifier>DOI: 10.1002/hbm.22551</identifier><identifier>PMID: 24867148</identifier><language>eng</language><publisher>New York, NY: Blackwell Publishing Ltd</publisher><subject>Adolescent ; Biological and medical sciences ; Brain - blood supply ; Brain - physiopathology ; Brain Mapping ; Child ; cingulate cortex ; Female ; fMRI ; functional connectivity ; Headache. Facial pains. Syncopes. Epilepsia. Intracranial hypertension. Brain oedema. Cerebral palsy ; Humans ; Image Processing, Computer-Assisted ; Investigative techniques, diagnostic techniques (general aspects) ; Magnetic Resonance Imaging ; Male ; Medical sciences ; Nerve Net - blood supply ; Nerve Net - pathology ; Nervous system ; Nervous system (semeiology, syndromes) ; neurobiology ; Neurology ; Obsessive-Compulsive Disorder - pathology ; Obsessive-Compulsive Disorder - physiopathology ; Oxygen - blood ; Pediatrics ; Radiodiagnosis. Nmr imagery. 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Brain Mapp</addtitle><description>Obsessive‐compulsive disorder (OCD) is an often severely disabling illness with onset generally in childhood or adolescence. Little is known, however, regarding the pattern of brain resting state activity in OCD early in the course of illness. We therefore examined differences in brain resting state activity in patients with pediatric OCD compared with healthy volunteers and their clinical correlates. Twenty‐three pediatric OCD patients and 23 healthy volunteers (age range 9–17), matched for sex, age, handedness, and IQ completed a resting state functional magnetic resonance imaging exam at 3T. Patients completed the Children's Yale Brown Obsessive Scale. Data were decomposed into 36 functional networks using spatial group independent component analysis (ICA) and logistic regression was used to identify the components that yielded maximum group separation. Using ICA we identified three components that maximally separated the groups: a middle frontal/dorsal anterior cingulate network, an anterior/posterior cingulate network, and a visual network yielding an overall group classification of 76.1% (sensitivity = 78.3% and specificity = 73.9%). Independent component expression scores were significantly higher in patients compared with healthy volunteers in the middle frontal/dorsal anterior cingulate and the anterior/posterior cingulate networks, but lower in patients within the visual network. Higher expression scores in the anterior/posterior cingulate network correlated with greater severity of compulsions among patients. These findings implicate resting state fMRI abnormalities within the cingulate cortex and related control regions in the pathogenesis and phenomenology of OCD early in the course of the disorder and prior to extensive pharmacologic intervention. Hum Brain Mapp 35:5306–5315, 2014. © 2014 Wiley Periodicals, Inc.</description><subject>Adolescent</subject><subject>Biological and medical sciences</subject><subject>Brain - blood supply</subject><subject>Brain - physiopathology</subject><subject>Brain Mapping</subject><subject>Child</subject><subject>cingulate cortex</subject><subject>Female</subject><subject>fMRI</subject><subject>functional connectivity</subject><subject>Headache. Facial pains. Syncopes. Epilepsia. Intracranial hypertension. Brain oedema. Cerebral palsy</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted</subject><subject>Investigative techniques, diagnostic techniques (general aspects)</subject><subject>Magnetic Resonance Imaging</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Nerve Net - blood supply</subject><subject>Nerve Net - pathology</subject><subject>Nervous system</subject><subject>Nervous system (semeiology, syndromes)</subject><subject>neurobiology</subject><subject>Neurology</subject><subject>Obsessive-Compulsive Disorder - pathology</subject><subject>Obsessive-Compulsive Disorder - physiopathology</subject><subject>Oxygen - blood</subject><subject>Pediatrics</subject><subject>Radiodiagnosis. Nmr imagery. 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Facial pains. Syncopes. Epilepsia. Intracranial hypertension. Brain oedema. Cerebral palsy</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted</topic><topic>Investigative techniques, diagnostic techniques (general aspects)</topic><topic>Magnetic Resonance Imaging</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Nerve Net - blood supply</topic><topic>Nerve Net - pathology</topic><topic>Nervous system</topic><topic>Nervous system (semeiology, syndromes)</topic><topic>neurobiology</topic><topic>Neurology</topic><topic>Obsessive-Compulsive Disorder - pathology</topic><topic>Obsessive-Compulsive Disorder - physiopathology</topic><topic>Oxygen - blood</topic><topic>Pediatrics</topic><topic>Radiodiagnosis. Nmr imagery. Nmr spectrometry</topic><topic>Rest</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Gruner, Patricia</creatorcontrib><creatorcontrib>Vo, An</creatorcontrib><creatorcontrib>Argyelan, Miklos</creatorcontrib><creatorcontrib>Ikuta, Toshikazu</creatorcontrib><creatorcontrib>Degnan, Andrew J.</creatorcontrib><creatorcontrib>John, Majnu</creatorcontrib><creatorcontrib>Peters, Bart D.</creatorcontrib><creatorcontrib>Malhotra, Anil K.</creatorcontrib><creatorcontrib>Uluğ, Aziz M.</creatorcontrib><creatorcontrib>Szeszko, Philip R.</creatorcontrib><collection>Istex</collection><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Human brain mapping</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gruner, Patricia</au><au>Vo, An</au><au>Argyelan, Miklos</au><au>Ikuta, Toshikazu</au><au>Degnan, Andrew J.</au><au>John, Majnu</au><au>Peters, Bart D.</au><au>Malhotra, Anil K.</au><au>Uluğ, Aziz M.</au><au>Szeszko, Philip R.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Independent component analysis of resting state activity in pediatric obsessive-compulsive disorder</atitle><jtitle>Human brain mapping</jtitle><addtitle>Hum. Brain Mapp</addtitle><date>2014-10</date><risdate>2014</risdate><volume>35</volume><issue>10</issue><spage>5306</spage><epage>5315</epage><pages>5306-5315</pages><issn>1065-9471</issn><eissn>1097-0193</eissn><abstract>Obsessive‐compulsive disorder (OCD) is an often severely disabling illness with onset generally in childhood or adolescence. Little is known, however, regarding the pattern of brain resting state activity in OCD early in the course of illness. We therefore examined differences in brain resting state activity in patients with pediatric OCD compared with healthy volunteers and their clinical correlates. Twenty‐three pediatric OCD patients and 23 healthy volunteers (age range 9–17), matched for sex, age, handedness, and IQ completed a resting state functional magnetic resonance imaging exam at 3T. Patients completed the Children's Yale Brown Obsessive Scale. Data were decomposed into 36 functional networks using spatial group independent component analysis (ICA) and logistic regression was used to identify the components that yielded maximum group separation. Using ICA we identified three components that maximally separated the groups: a middle frontal/dorsal anterior cingulate network, an anterior/posterior cingulate network, and a visual network yielding an overall group classification of 76.1% (sensitivity = 78.3% and specificity = 73.9%). Independent component expression scores were significantly higher in patients compared with healthy volunteers in the middle frontal/dorsal anterior cingulate and the anterior/posterior cingulate networks, but lower in patients within the visual network. Higher expression scores in the anterior/posterior cingulate network correlated with greater severity of compulsions among patients. These findings implicate resting state fMRI abnormalities within the cingulate cortex and related control regions in the pathogenesis and phenomenology of OCD early in the course of the disorder and prior to extensive pharmacologic intervention. Hum Brain Mapp 35:5306–5315, 2014. © 2014 Wiley Periodicals, Inc.</abstract><cop>New York, NY</cop><pub>Blackwell Publishing Ltd</pub><pmid>24867148</pmid><doi>10.1002/hbm.22551</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adolescent Biological and medical sciences Brain - blood supply Brain - physiopathology Brain Mapping Child cingulate cortex Female fMRI functional connectivity Headache. Facial pains. Syncopes. Epilepsia. Intracranial hypertension. Brain oedema. Cerebral palsy Humans Image Processing, Computer-Assisted Investigative techniques, diagnostic techniques (general aspects) Magnetic Resonance Imaging Male Medical sciences Nerve Net - blood supply Nerve Net - pathology Nervous system Nervous system (semeiology, syndromes) neurobiology Neurology Obsessive-Compulsive Disorder - pathology Obsessive-Compulsive Disorder - physiopathology Oxygen - blood Pediatrics Radiodiagnosis. Nmr imagery. Nmr spectrometry Rest |
title | Independent component analysis of resting state activity in pediatric obsessive-compulsive disorder |
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