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dc.contributor.authorRay, Dipanjan
dc.contributor.authorBezmaternykh, Dmitry
dc.contributor.authorMel’nikov, Mikhail
dc.contributor.authorFriston, Karl J.
dc.contributor.authorDas, Moumita
dc.date.accessioned2021-10-08T08:23:52Z
dc.date.available2021-10-08T08:23:52Z
dc.date.issued2021
dc.identifier.citationAltered effective connectivity in sensorimotor cortices is a signature of severity and clinical course in depression Dipanjan Ray, Dmitry Bezmaternykh, Mikhail Mel’nikov, Karl J. Friston, Moumita Das Proceedings of the National Academy of Sciences Oct 2021, 118 (40) e2105730118; DOI: 10.1073/pnas.2105730118es_ES
dc.identifier.issn0027-8424
dc.identifier.urihttp://hdl.handle.net/10810/53282
dc.descriptionPublished September 30, 2021.es_ES
dc.description.abstractFunctional neuroimaging research on depression has traditionally targeted neural networks associated with the psychological aspects of depression. In this study, instead, we focus on alterations of sensorimotor function in depression. We used restingstate functional MRI data and dynamic causal modeling (DCM) to assess the hypothesis that depression is associated with aberrant effective connectivity within and between key regions in the sensorimotor hierarchy. Using hierarchical modeling of betweensubject effects in DCM with parametric empirical Bayes we first established the architecture of effective connectivity in sensorimotor cortices.We found that in (interoceptive and exteroceptive) sensory cortices across participants, the backward connections are predominantly inhibitory, whereas the forward connections are mainly excitatory in nature. In motor cortices these parities were reversed. With increasing depression severity, these patterns are depreciated in exteroceptive and motor cortices and augmented in the interoceptive cortex, an observation that speaks to depressive symptomatology. We established the robustness of these results in a leave-one-out cross-validation analysis and by reproducing the main results in a follow-up dataset. Interestingly, with (nonpharmacological) treatment, depression-associated changes in backward and forward effective connectivity partially reverted to group mean levels. Overall, altered effective connectivity in sensorimotor cortices emerges as a promising and quantifiable candidate marker of depression severity and treatment response.es_ES
dc.description.sponsorshipThis research was supported by the Basque Government through the Basque Excellence Research Centres 2018-2021 program; the Spanish Ministry of Science, Innovation, and Universities (Basque Center on Cognition, Brain and Language Severo Ochoa excellence accreditation SEV-2015-0490 and Basque Center of Applied Mathematics (BCAM) Severo Ochoa accreditation SEV-2017-0718); and project MTM2017-82379-R (Agencia Estatal de Investigación/Fondo Europeo de Desarrollo Regional, Unión Europea; principal investigator Dr. Maria Xose Rodriguez, BCAM). Data collection was funded by Russian Science Foundation Grant 16-15-00 183. K.J.F. was funded by a Wellcome Trust Principal Research Fellowship (Reference 088130/Z/09/Z)es_ES
dc.language.isoenges_ES
dc.publisherPNASes_ES
dc.relationinfo:eu-repo/grantAgreement/GV/BERC2018-2021es_ES
dc.relationinfo:eu-repo/grantAgreement/MINECO/SEV-2015-0490es_ES
dc.relationinfo:eu-repo/grantAgreement/MINECO/SEV-2017-0718es_ES
dc.rightsinfo:eu-repo/semantics/openAccesses_ES
dc.subjectdepressiones_ES
dc.subjectembodimentes_ES
dc.subjecteffective connectivityes_ES
dc.subjectspectral DCMes_ES
dc.subjectpredictive processeses_ES
dc.titleAltered effective connectivity in sensorimotor cortices is a signature of severity and clinical course in depressiones_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.rights.holderCopyright © 2021 the Author(s). Published by PNAS. This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY).es_ES
dc.relation.publisherversionhttps://www.pnas.org/es_ES
dc.identifier.doi10.1073/pnas.2105730118


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