» Articles » PMID: 24867148

Independent Component Analysis of Resting State Activity in Pediatric Obsessive-compulsive Disorder

Overview
Journal Hum Brain Mapp
Publisher Wiley
Specialty Neurology
Date 2014 May 29
PMID 24867148
Citations 21
Authors
Affiliations
Soon will be listed here.
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.

Citing Articles

Resting-State Functional Connectivity Alterations in Drug-Naive Adolescents with Obsessive-Compulsive Disorder.

Kinay D, Yildiz C, Kurt E, Eryurek K, Demiralp T, Coskun M Psychiatry Clin Psychopharmacol. 2024; 31(1):40-47.

PMID: 39619355 PMC: 11605307. DOI: 10.5152/pcp.2021.20169.


Impairment of arbitration between model-based and model-free reinforcement learning in obsessive-compulsive disorder.

Ruan Z, Seger C, Yang Q, Kim D, Lee S, Chen Q Front Psychiatry. 2023; 14:1162800.

PMID: 37304449 PMC: 10250695. DOI: 10.3389/fpsyt.2023.1162800.


Dissecting Psychiatric Heterogeneity and Comorbidity with Core Region-Based Machine Learning.

Lv Q, Zeljic K, Zhao S, Zhang J, Zhang J, Wang Z Neurosci Bull. 2023; 39(8):1309-1326.

PMID: 37093448 PMC: 10387015. DOI: 10.1007/s12264-023-01057-2.


Preliminary Observations of Resting-State Magnetoencephalography in Nonmedicated Children with Obsessive-Compulsive Disorder.

Tan V, Dockstader C, Moxon-Emre I, Mendlowitz S, Schacter R, Colasanto M J Child Adolesc Psychopharmacol. 2022; 32(10):522-532.

PMID: 36548364 PMC: 9917323. DOI: 10.1089/cap.2022.0036.


Classification of Obsessive-Compulsive Disorder Using Distance Correlation on Resting-State Functional MRI Images.

Luo Q, Liu W, Jin L, Chang C, Peng Z Front Neuroinform. 2021; 15:676491.

PMID: 34744676 PMC: 8564498. DOI: 10.3389/fninf.2021.676491.


References
1.
Fitzgerald K, Welsh R, Stern E, Angstadt M, Hanna G, Abelson J . Developmental alterations of frontal-striatal-thalamic connectivity in obsessive-compulsive disorder. J Am Acad Child Adolesc Psychiatry. 2011; 50(9):938-948.e3. PMC: 3167379. DOI: 10.1016/j.jaac.2011.06.011. View

2.
Rauch S, Jenike M, Alpert N, Baer L, Breiter H, Savage C . Regional cerebral blood flow measured during symptom provocation in obsessive-compulsive disorder using oxygen 15-labeled carbon dioxide and positron emission tomography. Arch Gen Psychiatry. 1994; 51(1):62-70. DOI: 10.1001/archpsyc.1994.03950010062008. View

3.
Whalen P, Bush G, McNally R, Wilhelm S, McInerney S, Jenike M . The emotional counting Stroop paradigm: a functional magnetic resonance imaging probe of the anterior cingulate affective division. Biol Psychiatry. 1998; 44(12):1219-28. DOI: 10.1016/s0006-3223(98)00251-0. View

4.
Calhoun V, Adali T, Pearlson G, Pekar J . A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp. 2001; 14(3):140-51. PMC: 6871952. DOI: 10.1002/hbm.1048. View

5.
Kaufman J, Birmaher B, Brent D, Rao U, Flynn C, Moreci P . Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): initial reliability and validity data. J Am Acad Child Adolesc Psychiatry. 1997; 36(7):980-8. DOI: 10.1097/00004583-199707000-00021. View