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Structural changes induced by electroconvulsive therapy are associated with clinical outcome

Publikation: Bidrag til tidsskriftTidsskriftartikelForskningpeer review

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  • Peter C R Mulders
  • Alberto Llera
  • Christian F Beckmann
  • Mathieu Vandenbulcke
  • Max Stek
  • Pascal Sienaert
  • Ronny Redlich
  • Georgios Petrides
  • Mardien Leoniek Oudega
  • Leif Oltedal
  • Ketil J Oedegaard
  • Katherine L Narr
  • Peter O Magnusson
  • Ute Kessler
  • Anders Jorgensen
  • Randall Espinoza
  • Verena Enneking
  • Louise Emsell
  • Annemieke Dols
  • Udo Dannlowski
  • Tom G Bolwig
  • Hauke Bartsch
  • Miklos Argyelan
  • Amit Anand
  • Christopher C Abbott
  • Philip F P van Eijndhoven
  • Indira Tendolkar
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BACKGROUND: Electroconvulsive therapy (ECT) is the most effective treatment option for major depressive disorder, so understanding whether its clinical effect relates to structural brain changes is vital for current and future antidepressant research.

OBJECTIVE: To determine whether clinical response to ECT is related to structural volumetric changes in the brain as measured by structural magnetic resonance imaging (MRI) and, if so, which regions are related to this clinical effect. We also determine whether a similar model can be used to identify regions associated with electrode placement (unilateral versus bilateral ECT).

METHODS: Longitudinal MRI and clinical data (Hamilton Depression Rating Scale) was collected from 10 sites as part of the Global ECT-MRI research collaboration (GEMRIC). From 192 subjects, relative changes in 80 (sub)cortical areas were used as potential features for classifying treatment response. We used recursive feature elimination to extract relevant features, which were subsequently used to train a linear classifier. As a validation, the same was done for electrode placement. We report accuracy as well as the structural coefficients of regions included in the discriminative spatial patterns obtained.

RESULTS: A pattern of structural changes in cortical midline, striatal and lateral prefrontal areas discriminates responders from non-responders (75% accuracy, p < 0.001) while left-sided mediotemporal changes discriminate unilateral from bilateral electrode placement (81% accuracy, p < 0.001).

CONCLUSIONS: The identification of a multivariate discriminative pattern shows that structural change is relevant for clinical response to ECT, but this pattern does not include mediotemporal regions that have been the focus of electroconvulsive therapy research so far.

OriginalsprogEngelsk
TidsskriftBrain Stimulation
Vol/bind13
Udgave nummer3
Sider (fra-til)696-704
Antal sider9
ISSN1935-861X
DOI
StatusUdgivet - 1 maj 2020

Bibliografisk note

Copyright © 2020 The Authors. Published by Elsevier Inc. All rights reserved.

ID: 59663588