High-resolution virtual brain modeling personalizes deep brain stimulation for treatment-resistant depression: Spatiotemporal response characteristics following stimulation of neural fiber pathways.


Journal

NeuroImage
ISSN: 1095-9572
Titre abrégé: Neuroimage
Pays: United States
ID NLM: 9215515

Informations de publication

Date de publication:
01 04 2022
Historique:
received: 16 06 2021
revised: 25 11 2021
accepted: 21 12 2021
pubmed: 27 12 2021
medline: 8 3 2022
entrez: 26 12 2021
Statut: ppublish

Résumé

Over the past 15 years, deep brain stimulation (DBS) has been actively investigated as a groundbreaking therapy for patients with treatment-resistant depression (TRD); nevertheless, outcomes have varied from patient to patient, with an average response rate of ∼50%. The engagement of specific fiber tracts at the stimulation site has been hypothesized to be an important factor in determining outcomes, however, the resulting individual network effects at the whole-brain scale remain largely unknown. Here we provide a computational framework that can explore each individual's brain response characteristics elicited by selective stimulation of fiber tracts. We use a novel personalized in-silico approach, the Virtual Big Brain, which makes use of high-resolution virtual brain models at a mm-scale and explicitly reconstructs more than 100,000 fiber tracts for each individual. Each fiber tract is active and can be selectively stimulated. Simulation results demonstrate distinct stimulus-induced event-related potentials as a function of stimulation location, parametrized by the contact positions of the electrodes implanted in each patient, even though validation against empirical patient data reveals some limitations (i.e., the need for individual parameter adjustment, and differential accuracy across stimulation locations). This study provides evidence for the capacity of personalized high-resolution virtual brain models to investigate individual network effects in DBS for patients with TRD and opens up novel avenues in the personalized optimization of brain stimulation.

Identifiants

pubmed: 34954330
pii: S1053-8119(21)01119-8
doi: 10.1016/j.neuroimage.2021.118848
pii:
doi:

Types de publication

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

Langues

eng

Sous-ensembles de citation

IM

Pagination

118848

Informations de copyright

Copyright © 2021. Published by Elsevier Inc.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors declare no competing interest.

Auteurs

Sora An (S)

Department of Communication Disorders, Ewha Womans University, 03760, Seoul, Republic of Korea. Electronic address: soraan@ewha.ac.kr.

Jan Fousek (J)

Aix Marseille Univ, INSERM, INS, Inst Neurosci Syst, 13005, Marseille, France.

Zelma H T Kiss (ZHT)

Hotchkiss Brain Institute, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Mathison Centre for Mental Health, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Department of Clinical Neurosciences and Psychiatry, Cumming School of Medicine, University of Calgary, T2N 1N4, Calgary, Alberta, Canada.

Filomeno Cortese (F)

Hotchkiss Brain Institute, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Seaman Family MR Centre, Foothills Medical Centre, University of Calgary, T2N 1N4, Calgary, Alberta, Canada.

Gwen van der Wijk (G)

Department of Psychology, University of Calgary, T2N 1N4, Calgary, Alberta, Canada.

Laina Beth McAusland (LB)

Department of Clinical Neurosciences and Psychiatry, Cumming School of Medicine, University of Calgary, T2N 1N4, Calgary, Alberta, Canada.

Rajamannar Ramasubbu (R)

Hotchkiss Brain Institute, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Mathison Centre for Mental Health, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Department of Clinical Neurosciences and Psychiatry, Cumming School of Medicine, University of Calgary, T2N 1N4, Calgary, Alberta, Canada.

Viktor K Jirsa (VK)

Aix Marseille Univ, INSERM, INS, Inst Neurosci Syst, 13005, Marseille, France. Electronic address: viktor.jirsa@univ-amu.fr.

Andrea B Protzner (AB)

Hotchkiss Brain Institute, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Mathison Centre for Mental Health, University of Calgary, T2N 1N4, Calgary, Alberta, Canada; Department of Psychology, University of Calgary, T2N 1N4, Calgary, Alberta, Canada. Electronic address: protzner@ucalgary.ca.

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