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Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis
Neurobiological heterogeneity in obsessive compulsive disorder (OCD) is understudied leading to conflicting neuroimaging findings. Therefore, we investigated objective neuroanatomical subtypes of OCD by adopting a newly proposed method based on gray matter volumes (GMVs). GMVs were derived from T1‐w...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188970/ https://www.ncbi.nlm.nih.gov/pubmed/35384125 http://dx.doi.org/10.1002/hbm.25833 |
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author | Han, Shaoqiang Xu, Yinhuan Guo, Hui‐Rong Fang, Keke Wei, Yarui Liu, Liang Cheng, Junying Zhang, Yong Cheng, Jingliang |
author_facet | Han, Shaoqiang Xu, Yinhuan Guo, Hui‐Rong Fang, Keke Wei, Yarui Liu, Liang Cheng, Junying Zhang, Yong Cheng, Jingliang |
author_sort | Han, Shaoqiang |
collection | PubMed |
description | Neurobiological heterogeneity in obsessive compulsive disorder (OCD) is understudied leading to conflicting neuroimaging findings. Therefore, we investigated objective neuroanatomical subtypes of OCD by adopting a newly proposed method based on gray matter volumes (GMVs). GMVs were derived from T1‐weighted anatomical images of patients with OCD (n = 100) and matched healthy controls (HCs; n = 106). We first inquired whether patients with OCD presented higher interindividual variability HCs in terms of GMVs. Then, we identified distinct subtypes of OCD by adopting heterogeneity through discriminative analysis (HYDRA), where regional GMVs were treated as features. Patients with OCD presented higher interindividual variability than HCs, suggesting a high structural heterogeneity of OCD. HYDRA identified two distinct robust subtypes of OCD presenting opposite neuroanatomical aberrances compared with HCs, while sharing indistinguishable clinical and demographic features. Specifically, Subtype 1 exhibited widespread increased GMVs in cortical and subcortical regions, including the orbitofrontal gyrus, right anterior insula, bilateral hippocampus, and bilateral parahippocampus and cerebellum. Subtype 2 demonstrated overall decreased GMVs in regions such as the orbitofrontal gyrus, right anterior insula, and precuneus. When mixed together, none of patients presented significant differences compared with HCs. In addition, the total intracranial volume of Subtype 2 was significantly correlated with the total score of the Yale–Brown Obsessive Compulsive Scale while that of Subtype 1 was not. These results identified two distinct neuroanatomical subtypes, providing a possible explanation for conflicting neuroimaging findings, and proposed a potential objective taxonomy contributing to precise clinical diagnosis and treatment in OCD. |
format | Online Article Text |
id | pubmed-9188970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91889702022-06-15 Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis Han, Shaoqiang Xu, Yinhuan Guo, Hui‐Rong Fang, Keke Wei, Yarui Liu, Liang Cheng, Junying Zhang, Yong Cheng, Jingliang Hum Brain Mapp Research Articles Neurobiological heterogeneity in obsessive compulsive disorder (OCD) is understudied leading to conflicting neuroimaging findings. Therefore, we investigated objective neuroanatomical subtypes of OCD by adopting a newly proposed method based on gray matter volumes (GMVs). GMVs were derived from T1‐weighted anatomical images of patients with OCD (n = 100) and matched healthy controls (HCs; n = 106). We first inquired whether patients with OCD presented higher interindividual variability HCs in terms of GMVs. Then, we identified distinct subtypes of OCD by adopting heterogeneity through discriminative analysis (HYDRA), where regional GMVs were treated as features. Patients with OCD presented higher interindividual variability than HCs, suggesting a high structural heterogeneity of OCD. HYDRA identified two distinct robust subtypes of OCD presenting opposite neuroanatomical aberrances compared with HCs, while sharing indistinguishable clinical and demographic features. Specifically, Subtype 1 exhibited widespread increased GMVs in cortical and subcortical regions, including the orbitofrontal gyrus, right anterior insula, bilateral hippocampus, and bilateral parahippocampus and cerebellum. Subtype 2 demonstrated overall decreased GMVs in regions such as the orbitofrontal gyrus, right anterior insula, and precuneus. When mixed together, none of patients presented significant differences compared with HCs. In addition, the total intracranial volume of Subtype 2 was significantly correlated with the total score of the Yale–Brown Obsessive Compulsive Scale while that of Subtype 1 was not. These results identified two distinct neuroanatomical subtypes, providing a possible explanation for conflicting neuroimaging findings, and proposed a potential objective taxonomy contributing to precise clinical diagnosis and treatment in OCD. John Wiley & Sons, Inc. 2022-04-05 /pmc/articles/PMC9188970/ /pubmed/35384125 http://dx.doi.org/10.1002/hbm.25833 Text en © 2022 The Authors. Human Brain Mapping published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Articles Han, Shaoqiang Xu, Yinhuan Guo, Hui‐Rong Fang, Keke Wei, Yarui Liu, Liang Cheng, Junying Zhang, Yong Cheng, Jingliang Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title | Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title_full | Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title_fullStr | Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title_full_unstemmed | Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title_short | Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
title_sort | two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188970/ https://www.ncbi.nlm.nih.gov/pubmed/35384125 http://dx.doi.org/10.1002/hbm.25833 |
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