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Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation
Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) is a promising intervention for treatment-resistant depression (TRD). Despite the failure of a clinical trial, multiple case series have described encouraging results, especially with the introduction of improved surgical protocols. Rec...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563808/ https://www.ncbi.nlm.nih.gov/pubmed/34728599 http://dx.doi.org/10.1038/s41398-021-01669-0 |
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author | Sendi, Mohammad S. E. Waters, Allison C. Tiruvadi, Vineet Riva-Posse, Patricio Crowell, Andrea Isbaine, Faical Gale, John T. Choi, Ki Sueng Gross, Robert E. S. Mayberg, Helen Mahmoudi, Babak |
author_facet | Sendi, Mohammad S. E. Waters, Allison C. Tiruvadi, Vineet Riva-Posse, Patricio Crowell, Andrea Isbaine, Faical Gale, John T. Choi, Ki Sueng Gross, Robert E. S. Mayberg, Helen Mahmoudi, Babak |
author_sort | Sendi, Mohammad S. E. |
collection | PubMed |
description | Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) is a promising intervention for treatment-resistant depression (TRD). Despite the failure of a clinical trial, multiple case series have described encouraging results, especially with the introduction of improved surgical protocols. Recent evidence further suggests that tractography targeting and intraoperative exposure to stimulation enhances early antidepressant effects that further evolve with ongoing chronic DBS. Accelerating treatment gains is critical to the care of this at-risk population, and identification of intraoperative electrophysiological biomarkers of early antidepressant effects will help guide future treatment protocols. Eight patients underwent intraoperative electrophysiological recording when bilateral DBS leads were implanted in the SCC using a connectomic approach at the site previously shown to optimize 6-month treatment outcomes. A machine learning classification method was used to discriminate between intracranial local field potentials (LFPs) recorded at baseline (stimulation-naïve) and after the first exposure to SCC DBS during surgical procedures. Spectral inputs (theta, 4–8 Hz; alpha, 9–12 Hz; beta, 13–30 Hz) to the model were then evaluated for importance to classifier success and tested as predictors of the antidepressant response. A decline in depression scores by 45.6% was observed after 1 week and this early antidepressant response correlated with a decrease in SCC LFP beta power, which most contributed to classifier success. Intraoperative exposure to therapeutic stimulation may result in an acute decrease in symptoms of depression following SCC DBS surgery. The correlation of symptom improvement with an intraoperative reduction in SCC beta power suggests this electrophysiological finding as a biomarker for treatment optimization. |
format | Online Article Text |
id | pubmed-8563808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85638082021-11-16 Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation Sendi, Mohammad S. E. Waters, Allison C. Tiruvadi, Vineet Riva-Posse, Patricio Crowell, Andrea Isbaine, Faical Gale, John T. Choi, Ki Sueng Gross, Robert E. S. Mayberg, Helen Mahmoudi, Babak Transl Psychiatry Article Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) is a promising intervention for treatment-resistant depression (TRD). Despite the failure of a clinical trial, multiple case series have described encouraging results, especially with the introduction of improved surgical protocols. Recent evidence further suggests that tractography targeting and intraoperative exposure to stimulation enhances early antidepressant effects that further evolve with ongoing chronic DBS. Accelerating treatment gains is critical to the care of this at-risk population, and identification of intraoperative electrophysiological biomarkers of early antidepressant effects will help guide future treatment protocols. Eight patients underwent intraoperative electrophysiological recording when bilateral DBS leads were implanted in the SCC using a connectomic approach at the site previously shown to optimize 6-month treatment outcomes. A machine learning classification method was used to discriminate between intracranial local field potentials (LFPs) recorded at baseline (stimulation-naïve) and after the first exposure to SCC DBS during surgical procedures. Spectral inputs (theta, 4–8 Hz; alpha, 9–12 Hz; beta, 13–30 Hz) to the model were then evaluated for importance to classifier success and tested as predictors of the antidepressant response. A decline in depression scores by 45.6% was observed after 1 week and this early antidepressant response correlated with a decrease in SCC LFP beta power, which most contributed to classifier success. Intraoperative exposure to therapeutic stimulation may result in an acute decrease in symptoms of depression following SCC DBS surgery. The correlation of symptom improvement with an intraoperative reduction in SCC beta power suggests this electrophysiological finding as a biomarker for treatment optimization. Nature Publishing Group UK 2021-11-03 /pmc/articles/PMC8563808/ /pubmed/34728599 http://dx.doi.org/10.1038/s41398-021-01669-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Sendi, Mohammad S. E. Waters, Allison C. Tiruvadi, Vineet Riva-Posse, Patricio Crowell, Andrea Isbaine, Faical Gale, John T. Choi, Ki Sueng Gross, Robert E. S. Mayberg, Helen Mahmoudi, Babak Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title | Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title_full | Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title_fullStr | Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title_full_unstemmed | Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title_short | Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
title_sort | intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563808/ https://www.ncbi.nlm.nih.gov/pubmed/34728599 http://dx.doi.org/10.1038/s41398-021-01669-0 |
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