Re-awakening the brain: Forcing transitions in disorders of consciousness by external in silico perturbation.


Journal

PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922

Informations de publication

Date de publication:
May 2024
Historique:
received: 14 07 2023
accepted: 31 03 2024
medline: 3 5 2024
pubmed: 3 5 2024
entrez: 3 5 2024
Statut: epublish

Résumé

A fundamental challenge in neuroscience is accurately defining brain states and predicting how and where to perturb the brain to force a transition. Here, we investigated resting-state fMRI data of patients suffering from disorders of consciousness (DoC) after coma (minimally conscious and unresponsive wakefulness states) and healthy controls. We applied model-free and model-based approaches to help elucidate the underlying brain mechanisms of patients with DoC. The model-free approach allowed us to characterize brain states in DoC and healthy controls as a probabilistic metastable substate (PMS) space. The PMS of each group was defined by a repertoire of unique patterns (i.e., metastable substates) with different probabilities of occurrence. In the model-based approach, we adjusted the PMS of each DoC group to a causal whole-brain model. This allowed us to explore optimal strategies for promoting transitions by applying off-line in silico probing. Furthermore, this approach enabled us to evaluate the impact of local perturbations in terms of their global effects and sensitivity to stimulation, which is a model-based biomarker providing a deeper understanding of the mechanisms underlying DoC. Our results show that transitions were obtained in a synchronous protocol, in which the somatomotor network, thalamus, precuneus and insula were the most sensitive areas to perturbation. This motivates further work to continue understanding brain function and treatments of disorders of consciousness.

Identifiants

pubmed: 38701063
doi: 10.1371/journal.pcbi.1011350
pii: PCOMPBIOL-D-23-01126
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1011350

Informations de copyright

Copyright: © 2024 Dagnino et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

O.G. is a research associate and S.L. is a research director at the F.R.S-FNRS.

Auteurs

Paulina Clara Dagnino (PC)

Computational Neuroscience Group, Center for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.

Anira Escrichs (A)

Computational Neuroscience Group, Center for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.

Ane López-González (A)

Computational Neuroscience Group, Center for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.

Olivia Gosseries (O)

Coma Science Group, GIGA Consciousness, University of Liège, Liège, Belgium.
Centre du Cerveau 2, University Hospital of Liège, Liège, Belgium.

Jitka Annen (J)

Coma Science Group, GIGA Consciousness, University of Liège, Liège, Belgium.
Centre du Cerveau 2, University Hospital of Liège, Liège, Belgium.

Yonatan Sanz Perl (Y)

Computational Neuroscience Group, Center for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.
Institut du Cerveau et de la Moelle épinière, ICM, Paris, France.

Morten L Kringelbach (ML)

Centre for Eudaimonia and Human Flourishing, University of Oxford, Oxford, United Kingdom.
Department of Psychiatry, University of Oxford, Oxford, United Kingdom.
Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark.

Steven Laureys (S)

Joint International Research Unit on Consciousness, CERVO Brain Research Centre, University of Laval, Québec, Québec, Canada.

Gustavo Deco (G)

Computational Neuroscience Group, Center for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.
Institució Catalana de la Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.

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Classifications MeSH