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Meta-analytical Comparison of Voxel-Based Morphometry Studies in Obsessive-Compulsive Disorder vs Other Anxiety Disorders
Abstract
CONTEXT: Whether obsessive-compulsive disorder (OCD) is adequately classified as an anxiety disorder is a matter of considerable debate. OBJECTIVES: To quantitatively compare structural brain changes in OCD and other anxiety disorders using novel voxel-based meta-analytical methods and to generate an online database to facilitate replication and further analyses by other researchers. DATA SOURCES: The PubMed, ScienceDirect, and Scopus databases were searched between 2001 (the date of the first voxel-based morphometry study in any anxiety disorder) and 2009. All voxel-based morphometry studies comparing patients with any anxiety disorder and healthy controls were retrieved. Manual searches were also conducted. Authors were contacted soliciting additional data. STUDY SELECTION: Thirty-seven data sets were identified, of which 26 (including 639 patients with anxiety disorders and 737 healthy controls) met inclusion criteria. DATA EXTRACTION: Coordinates were extracted from clusters of significant gray matter difference between patients and controls. Demographic, clinical, and methodological variables were extracted from each study or obtained from the authors. DATA SYNTHESIS: Patients with anxiety disorders (including OCD) showed decreased bilateral gray matter volumes in the dorsomedial frontal/anterior cingulate gyri. Individuals with OCD had increased bilateral gray matter volumes (vs healthy controls and vs individuals with other anxiety disorders) in the lenticular/caudate nuclei, while patients with other anxiety disorders (mainly panic and posttraumatic stress disorders) had decreased gray matter volumes in the left lenticular nucleus. The findings remained largely unchanged in quartile and jackknife sensitivity analyses. Controlling for potential confounders such as age or antidepressant medication had little impact on the results. CONCLUSIONS: The meta-analysis consistently revealed common as well as distinct neural substrates in OCD and other anxiety disorders. These results have implications for the current debate surrounding the classification of OCD in the DSM-V.
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“Too few studies met our eligibility criteria to perform meta-regressions to explore heterogeneity between disorders, concomitant medication status or therapy type (Radua et al., 2010).”
From Meta-analyses of the neural mechanisms and predictors of response to psychotherapy in depression and anxiety (2018) · cites this paper as Radua et al., 2010
In the citing paper
“There were too few studies that met our eligibility criteria to perform meta-regressions (Radua et al., 2010) to study heterogeneity between disorders, therapies or methodologies (all but one study was task-based).”
From Meta-analyses of the neural mechanisms and predictors of response to psychotherapy in depression and anxiety (2018) · cites this paper as Radua et al., 2010
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MethodN-acetylcysteine augmentation in treatment resistant obsessive compulsive disorder: A case series
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“Thresholds were set at a P-value of < 0.005 (voxel level), with peak height threshold Z > 1 and cluster size threshold ≥20 voxels (Radua et al., 2010).”
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“…bounds of effect size maps for studies based on the available peak coordinates by imputing voxel-wise effect size (Albajes-Eizagirre et al., 2018; Radua et al., 2012, 2010) and combining them with statistical parametric maps provided by the studies (where applicable) converted into effect size…”
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“This may be due to the small sample size of the existing VBM studies, which may increase false-positive and false-negative results and only draw limited conclusions (Chen & Yan, 2018; Cremers et al., 2017; Radua et al., 2010).”
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“Moreover, a meta-analysis found that voxel-based morphometry studies consistently report gray-matter reductions in the anterior cingulate cortex and insula in OCD patients [43].”
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“With regard to subcortical volumes, striatum (caudate nucleus and putamen) and thalamus have been traditionally implicated in OCD pathophysiology and previous VBM studies have reported increased striatum and thalamus volumes (Eng et al., 2015; Radua et al., 2010).”
BackgroundObsessive-Compulsive Behavior as Presenting Symptom of Primary Antiphospholipid Syndrome
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“For example, while decreased volumetric sizes in the ACC and dlPFC have been reported in prior studies (deWit et al., 2014;Norman et al., 2016; Radua et al., 2010), their occurrence throughout 10,000 MCCV rounds was slightly lower than the threshold predefined here (95%).”
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Self-citationUsing Optogenetics to Dissect the Neural Circuits Underlying OCD and Related Disorders
Piantadosi, S. C., & Ahmari, S. E. (2015) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-015-0056-3 · Cited by 12
Mataix‐Cols, D., de la Cruz, L. F., de Schipper, E. J., Kuja‐Halkola, R., Bulik, C. M., Crowley, J. J., Neufeld, J., Rück, C., Tammimies, K., Lichtenstein, P., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04897-4 · Cited by 12
“Voxel-based morphometry analyses will determine whether gray matter volume differences in cingulate cortex and basal ganglia areas observed in previous metaanalyses [63] can be attributed to unique environmental risk.”
BackgroundSelf-citationLefebvre, A., Traut, N., Pedoux, A., Maruani, A., Beggiato, A., Elmaleh, M., Germanaud, D., Amestoy, A., Moal, M. L., Chatham, C., et al. (2023) · Molecular Autism · doi:10.1186/s13229-023-00576-z · Cited by 16
Watanuki, S., & Akama, H. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.534671 · Cited by 15
“, 2004) and signed differential mapping (Radua and Mataix-Cols, 2009; Radua et al., 2010),”
MethodLindinger, N. M., Jacobson, J. L., Warton, C. M. R., Malcolm‐Smith, S., Molteno, C. D., Dodge, N. C., Robertson, F. C., Meintjes, E. M., & Jacobson, S. W. (2020) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14519 · Cited by 12
de Joode, N. T., Thorsen, A. L., Vester, E. L., Vriend, C., Pouwels, P. J. W., Hagen, K., Ousdal, O. T., Hansen, B. K. A., Kvale, G., & van den Heuvel, O. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.12.014 · Cited by 11
Yao, Y., Zhang, S., Wang, B., Lin, X., Zhao, G., Deng, H., & Chen, Y. (2024) · Cerebral Cortex · doi:10.1093/cercor/bhae267 · Cited by 11
Gray matter volume abnormalities and clinical correlates in OCD with exclusive washing dimension
Kodancha, P. G., Shivakumar, V., Jose, D. A., Venkatasubramanian, G., Reddy, Y. C. J., & Narayanaswamy, J. C. (2020) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2020.102343 · Cited by 12
Bruin, W. B., Zhutovsky, P., van Wingen, G. A., Bas‐Hoogendam, J. M., Groenewold, N. A., Hilbert, K., Winkler, A. M., Zugman, A., Agosta, F., Åhs, F., et al. (2024) · Nature Mental Health · doi:10.1038/s44220-023-00173-2 · Cited by 13
“The anterior cingulate cortex is a key region for PD as it is implicated in the modulation of both normal and pathological anxiety, with voxel-based morphometry meta-analyses linking its disintegrity to PD diagnosis across age groups 37,39 .”
Fortea, L., Albajes‐Eizagirre, A., Yao, Y., Soler, E., Verdolini, N., Hauson, A. O., Fortea, A., Madero, S., Solanes, A., Wollman, S. C., et al. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.807839 · Cited by 11
Self-citationGunasekera, B., Davies, C., Blest-Hopley, G., Veronese, M., Ramsey, N. F., Bossong, M. G., Radua, J., Bhattacharyya, S., Pretzsch, C., McAlonan, G., et al. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104801 · Cited by 10
Guo, Y., Liu, Y., Zhang, T., Ruan, J., Liu, S., & Ren, Z. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.07.050 · Cited by 11
Vicheva, P., Osborne, C., Krieg, S. M., Ahmadi, R., & Shotbolt, P. (2024) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2024.111147 · Cited by 16
“Cheng et al. (2015) and Radua et al. (2010) explored and compared grey matter volume differences across OCD, PTSD, and SAD and OCD, PTSD, and panic disorder (PD), respectively.”
BackgroundNeural dynamics in co-morbid schizophrenia and OCD: A computational approach
Szalisznyó, K., Silverstein, D. N., & Tóth, J. (2019) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2019.01.038 · Cited by 10
Corticostriatal-limbic correlates of sub-clinical obsessive-compulsive traits
Kubota, Y., Sato, W., Kochiyama, T., Uono, S., Yoshimura, S., Sawada, R., & Toichi, M. (2019) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2019.01.012 · Cited by 11
Altered intrinsic brain activity in patients with hepatic encephalopathy
Cao, Y., Wu, B., Chen, T., Diao, W., & Jia, Z. (2021) · Journal of Neuroscience Research · doi:10.1002/jnr.24788 · Cited by 10
“Subsequently, a quantitative comparison of brain activity abnormalities between OHE and MHE patients was performed by calculating the difference between each LC group in each voxel, and then standard randomization tests were used to establish statistical significance (Radua et al., 2010).”
MethodMaron, E., Lan, C.-C., & Nutt, D. (2018) · Current Topics in Behavioral Neurosciences · doi:10.1007/7854_2018_49 · Cited by 9
An Optimization of AAV-82Q-Delivered Rat Model of Huntington’s Disease
So, K., Choi, J. H., Islam, J., Elina, K. C., Moon, H. C., Won, S. Y., Kim, H. K., Kim, S., Hyun, S., & Park, Y. S. (2020) · Journal of Korean Neurosurgical Society · doi:10.3340/jkns.2019.0182 · Cited by 9
Coordinate based meta-analysis does not show grey matter atrophy in narcolepsy
Tench, C. R., Tănăsescu, R., Cottam, W. J., Constantinescu, C. S., & Auer, D. P. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.10.019 · Cited by 9
“This has prompted a second re-evaluation of the narcolepsy data by Zhong and colleagues [16] employing the signed differential mapping (SDM) CBMA algorithm [17, 18].”
MethodRhesus monkeys exhibiting spontaneous ritualistic behaviors resembling obsessive-compulsive disorder
Zhai, R., Tong, G., Li, Z., Song, W., Hu, Y., Xu, S., Wei, Q., Zhang, X., Li, Y., Liao, B., et al. (2023) · National Science Review · doi:10.1093/nsr/nwad312 · Cited by 8
“Consistent with human findings [45 ,50 ], we found that SMB monkeys had larger caudate nuclei than control monkeys.”
ResultWang, Z., He, D., Yang, L., Wang, P., Xiao, J. F., Zou, Z., Min, W., He, Y., Yuan, C., Zhu, H., et al. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.06.095 · Cited by 10
Zhao, L., Niu, L., Dai, H., Lee, T. M. C., Huang, R., & Zhang, R. (2024) · Psychological Medicine · doi:10.1017/s0033291724002563 · Cited by 8
Khayrullina, G., Moiseeva, V. V., & Martynova, O. (2022) · Современные технологии в медицине · doi:10.17691/stm2022.14.2.08 · Cited by 8
Chen, J., Tian, C., Zhang, Q., Xiang, H., Wang, R., Hu, X., & Zeng, X. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.890616 · Cited by 8
da Silva, D. R., Maia, A., Cotovio, G., Oliveira, J., Oliveira-Maia, A. J., & Barahona-Corrêa, B. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1050480 · Cited by 9
“Additionally, imaging studies comparing patients with OCD and control volunteers consistently report increased volumes of putamen, cerebellum and striatum (11, 12).”
Backgroundden Braber, A., Ent, D. V. ‘., Cath, D. C., Veltman, D. J., Boomsma, D. I., & de Geus, E. J. C. (2012) · Twin Research and Human Genetics · doi:10.1017/thg.2012.2 · Cited by 8
“…point to volume differences and altered regional brain activation in the ventral prefrontal cortex (PFC), dorsolateral prefrontal cortex (DLPFC), basal ganglia, anterior cingulate cortex (ACC), and thalamus (Menzies et al., 2008; Radua & Mataix-Cols, 2009; Radua et al., 2010; Rotge et al., 2009).”
BackgroundAmad, A., Expert, P., Lord, L.-D., Fovet, T., & Geoffroy, P. A. (2019) · The Neuroscientist · doi:10.1177/1073858419867083 · Cited by 7
Relationship between trust in neighbors and regional brain volumes in a population-based study
Sadhu, M., Nicholson, T. D. F., Garcia, R., Lampley, S. F., Rain, M., Fritz, A., Jalalizadeh, B., Enkevort, E. A. V., Palka, J. M., & Brown, E. S. (2019) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2019.03.002 · Cited by 7
Radua, J., Romeo, M., Mataix-Cols, D., & Fusar-Poli, P. (2013) · Current Medicinal Chemistry · doi:10.2174/0929867311320030017 · Cited by 91
Self-citationQin, K., Pan, N., Lei, D., Zhang, F., Yu, Y., Sweeney, J. A., DelBello, M. P., & Gong, Q. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.12.030 · Cited by 8
Li, X., Zeng, J., Liu, N., Tang, B., Sun, H. S., Qiu, C., Gold, J. M., Lui, S., & Zhang, W. (2026) · Molecular Psychiatry · doi:10.1038/s41380-026-03518-2 · Cited by 8
“It has several advantages including reducing thresholding bias, integrating statistical maps for accuracy, preventing overlap of opposite activations within the same map, and improving spatial precision through anisotropic smoothing and sample-size weighting [28].”
Neuroimaging and Neurocircuitry of Obsessive-Compulsive Disorder and Major Depressive Disorder
Ducharme, S., Dougherty, D. D., & Drevets, W. C. (2016) · Springer eBooks · doi:10.1007/978-1-59745-495-7_3 · Cited by 8
The relative contribution of goal-directed and habit systems to psychiatric disorders.
Woodhead, S., & Robbins, T. W. (2017) · PubMed · Cited by 7
Yalçın, Ö., Şener, Ş., Boyunağa, O. L. K., Sarıpınar, E. G., Oğur, T., Güney, E., Sarı, B. A., & İşeri, E. (2011) · PubMed · Cited by 7
Metadata
- Authors
- Radua, J., van den Heuvel, O. A., Surguladze, S., & Mataix-Cols, D.
- Venue
- Archives of General Psychiatry
- Publisher
- American Medical Association (AMA)
- Published
- 2010-07-01
- Volume
- 67
- Issue
- 7
- Pages
- 701-11
- ISSN
- 0003-990X (ISSN-L)
- OpenAlex
- W2111531007
- Cited by
- 400
- References
- 104
- Citations by year
- 2026: 14 · 2025: 18 · 2024: 21 · 2023: 21 · 2022: 31 · 2021: 18 · 2020: 22 · 2019: 21 · 2018: 20 · 2017: 33 · 2016: 25 · 2015: 30 · 2014: 30 · 2013: 34 · 2012: 33
- FWCI
- 33.65
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Archives of General Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (publishedVersion)
- Research Portal (King's College London) (submittedVersion)
- Pure Amsterdam UMC (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Obsessive-Compulsive Spectrum Disorders
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Psychoanalysis and Psychopathology Research
- Keywords
- obsessive-compulsive disorder, anxiety disorders, gray matter volume, brain structural changes, dorsomedial frontal cortex, anterior cingulate cortex, caudate nucleus, lentiform nucleus, panic disorder, post-traumatic stress disorder, DSM-V, voxel-based morphometry
- MeSH terms
- Adult, Anxiety Disorders, Brain, Brain Mapping, Female, Gyrus Cinguli, Humans, Image Processing, Computer-Assisted, Functional Laterality, Male, Obsessive-Compulsive Disorder, Online Systems, Psychiatric Status Rating Scales, Psychometrics, Diagnostic and Statistical Manual of Mental Disorders
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