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Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology
High co-morbidity and substantial overlap across psychiatric disorders encourage a transition in psychiatry research from categorical to dimensional approaches that integrate neuroscience and psychopathology. Converging evidence suggests that the cerebellum is involved in a wide range of cognitive f...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450332/ https://www.ncbi.nlm.nih.gov/pubmed/36063759 http://dx.doi.org/10.1016/j.nicl.2022.103176 |
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author | Dong, Debo Guell, Xavier Genon, Sarah Wang, Yulin Chen, Ji Eickhoff, Simon B. Yao, Dezhong Luo, Cheng |
author_facet | Dong, Debo Guell, Xavier Genon, Sarah Wang, Yulin Chen, Ji Eickhoff, Simon B. Yao, Dezhong Luo, Cheng |
author_sort | Dong, Debo |
collection | PubMed |
description | High co-morbidity and substantial overlap across psychiatric disorders encourage a transition in psychiatry research from categorical to dimensional approaches that integrate neuroscience and psychopathology. Converging evidence suggests that the cerebellum is involved in a wide range of cognitive functions and mental disorders. An important question thus centers on the extent to which cerebellar function can be linked to transdiagnostic dimensions of psychopathology. To address this question, we used a multivariate data-driven statistical technique (partial least squares) to identify latent dimensions linking human cerebellar connectome as assessed by functional MRI to a large set of clinical, cognitive, and trait measures across 198 participants, including healthy controls (n = 92) as well as patients diagnosed with attention-deficit/hyperactivity disorder (n = 35), bipolar disorder (n = 36), and schizophrenia (n = 35). Macroscale spatial gradients of connectivity at voxel level were used to characterize cerebellar connectome properties, which provide a low-dimensional representation of cerebellar connectivity, i.e., a sensorimotor-supramodal hierarchical organization. This multivariate analysis revealed significant correlated patterns of cerebellar connectivity gradients and behavioral measures that could be represented into four latent dimensions: general psychopathology, impulsivity and mood, internalizing symptoms and executive dysfunction. Each dimension was associated with a unique spatial pattern of cerebellar connectivity gradients across all participants. Multiple control analyses and 10-fold cross-validation confirmed the robustness and generalizability of the yielded four dimensions. These findings highlight the relevance of cerebellar connectivity as a necessity for the study and classification of transdiagnostic dimensions of psychopathology and call on researcher to pay more attention to the role of cerebellum in the dimensions of psychopathology, not just within the cerebral cortex. |
format | Online Article Text |
id | pubmed-9450332 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94503322022-09-08 Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology Dong, Debo Guell, Xavier Genon, Sarah Wang, Yulin Chen, Ji Eickhoff, Simon B. Yao, Dezhong Luo, Cheng Neuroimage Clin Regular Article High co-morbidity and substantial overlap across psychiatric disorders encourage a transition in psychiatry research from categorical to dimensional approaches that integrate neuroscience and psychopathology. Converging evidence suggests that the cerebellum is involved in a wide range of cognitive functions and mental disorders. An important question thus centers on the extent to which cerebellar function can be linked to transdiagnostic dimensions of psychopathology. To address this question, we used a multivariate data-driven statistical technique (partial least squares) to identify latent dimensions linking human cerebellar connectome as assessed by functional MRI to a large set of clinical, cognitive, and trait measures across 198 participants, including healthy controls (n = 92) as well as patients diagnosed with attention-deficit/hyperactivity disorder (n = 35), bipolar disorder (n = 36), and schizophrenia (n = 35). Macroscale spatial gradients of connectivity at voxel level were used to characterize cerebellar connectome properties, which provide a low-dimensional representation of cerebellar connectivity, i.e., a sensorimotor-supramodal hierarchical organization. This multivariate analysis revealed significant correlated patterns of cerebellar connectivity gradients and behavioral measures that could be represented into four latent dimensions: general psychopathology, impulsivity and mood, internalizing symptoms and executive dysfunction. Each dimension was associated with a unique spatial pattern of cerebellar connectivity gradients across all participants. Multiple control analyses and 10-fold cross-validation confirmed the robustness and generalizability of the yielded four dimensions. These findings highlight the relevance of cerebellar connectivity as a necessity for the study and classification of transdiagnostic dimensions of psychopathology and call on researcher to pay more attention to the role of cerebellum in the dimensions of psychopathology, not just within the cerebral cortex. Elsevier 2022-08-29 /pmc/articles/PMC9450332/ /pubmed/36063759 http://dx.doi.org/10.1016/j.nicl.2022.103176 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Regular Article Dong, Debo Guell, Xavier Genon, Sarah Wang, Yulin Chen, Ji Eickhoff, Simon B. Yao, Dezhong Luo, Cheng Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title | Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title_full | Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title_fullStr | Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title_full_unstemmed | Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title_short | Linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
title_sort | linking cerebellar functional gradients to transdiagnostic behavioral dimensions of psychopathology |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450332/ https://www.ncbi.nlm.nih.gov/pubmed/36063759 http://dx.doi.org/10.1016/j.nicl.2022.103176 |
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