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Cingulate dynamics track depression recovery with deep brain stimulation
Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) can provide long-term symptom relief for treatment-resistant depression (TRD)(1). However, achieving stable recovery is unpredictable(2), typically requiring trial-and-error stimulation adjustments due to individual recovery trajectorie...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10550829/ https://www.ncbi.nlm.nih.gov/pubmed/37730990 http://dx.doi.org/10.1038/s41586-023-06541-3 |
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author | Alagapan, Sankaraleengam Choi, Ki Sueng Heisig, Stephen Riva-Posse, Patricio Crowell, Andrea Tiruvadi, Vineet Obatusin, Mosadoluwa Veerakumar, Ashan Waters, Allison C. Gross, Robert E. Quinn, Sinead Denison, Lydia O’Shaughnessy, Matthew Connor, Marissa Canal, Gregory Cha, Jungho Hershenberg, Rachel Nauvel, Tanya Isbaine, Faical Afzal, Muhammad Furqan Figee, Martijn Kopell, Brian H. Butera, Robert Mayberg, Helen S. Rozell, Christopher J. |
author_facet | Alagapan, Sankaraleengam Choi, Ki Sueng Heisig, Stephen Riva-Posse, Patricio Crowell, Andrea Tiruvadi, Vineet Obatusin, Mosadoluwa Veerakumar, Ashan Waters, Allison C. Gross, Robert E. Quinn, Sinead Denison, Lydia O’Shaughnessy, Matthew Connor, Marissa Canal, Gregory Cha, Jungho Hershenberg, Rachel Nauvel, Tanya Isbaine, Faical Afzal, Muhammad Furqan Figee, Martijn Kopell, Brian H. Butera, Robert Mayberg, Helen S. Rozell, Christopher J. |
author_sort | Alagapan, Sankaraleengam |
collection | PubMed |
description | Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) can provide long-term symptom relief for treatment-resistant depression (TRD)(1). However, achieving stable recovery is unpredictable(2), typically requiring trial-and-error stimulation adjustments due to individual recovery trajectories and subjective symptom reporting(3). We currently lack objective brain-based biomarkers to guide clinical decisions by distinguishing natural transient mood fluctuations from situations requiring intervention. To address this gap, we used a new device enabling electrophysiology recording to deliver SCC DBS to ten TRD participants (ClinicalTrials.gov identifier NCT01984710). At the study endpoint of 24 weeks, 90% of participants demonstrated robust clinical response, and 70% achieved remission. Using SCC local field potentials available from six participants, we deployed an explainable artificial intelligence approach to identify SCC local field potential changes indicating the patient’s current clinical state. This biomarker is distinct from transient stimulation effects, sensitive to therapeutic adjustments and accurate at capturing individual recovery states. Variable recovery trajectories are predicted by the degree of preoperative damage to the structural integrity and functional connectivity within the targeted white matter treatment network, and are matched by objective facial expression changes detected using data-driven video analysis. Our results demonstrate the utility of objective biomarkers in the management of personalized SCC DBS and provide new insight into the relationship between multifaceted (functional, anatomical and behavioural) features of TRD pathology, motivating further research into causes of variability in depression treatment. |
format | Online Article Text |
id | pubmed-10550829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105508292023-10-06 Cingulate dynamics track depression recovery with deep brain stimulation Alagapan, Sankaraleengam Choi, Ki Sueng Heisig, Stephen Riva-Posse, Patricio Crowell, Andrea Tiruvadi, Vineet Obatusin, Mosadoluwa Veerakumar, Ashan Waters, Allison C. Gross, Robert E. Quinn, Sinead Denison, Lydia O’Shaughnessy, Matthew Connor, Marissa Canal, Gregory Cha, Jungho Hershenberg, Rachel Nauvel, Tanya Isbaine, Faical Afzal, Muhammad Furqan Figee, Martijn Kopell, Brian H. Butera, Robert Mayberg, Helen S. Rozell, Christopher J. Nature Article Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) can provide long-term symptom relief for treatment-resistant depression (TRD)(1). However, achieving stable recovery is unpredictable(2), typically requiring trial-and-error stimulation adjustments due to individual recovery trajectories and subjective symptom reporting(3). We currently lack objective brain-based biomarkers to guide clinical decisions by distinguishing natural transient mood fluctuations from situations requiring intervention. To address this gap, we used a new device enabling electrophysiology recording to deliver SCC DBS to ten TRD participants (ClinicalTrials.gov identifier NCT01984710). At the study endpoint of 24 weeks, 90% of participants demonstrated robust clinical response, and 70% achieved remission. Using SCC local field potentials available from six participants, we deployed an explainable artificial intelligence approach to identify SCC local field potential changes indicating the patient’s current clinical state. This biomarker is distinct from transient stimulation effects, sensitive to therapeutic adjustments and accurate at capturing individual recovery states. Variable recovery trajectories are predicted by the degree of preoperative damage to the structural integrity and functional connectivity within the targeted white matter treatment network, and are matched by objective facial expression changes detected using data-driven video analysis. Our results demonstrate the utility of objective biomarkers in the management of personalized SCC DBS and provide new insight into the relationship between multifaceted (functional, anatomical and behavioural) features of TRD pathology, motivating further research into causes of variability in depression treatment. Nature Publishing Group UK 2023-09-20 2023 /pmc/articles/PMC10550829/ /pubmed/37730990 http://dx.doi.org/10.1038/s41586-023-06541-3 Text en © The Author(s) 2023 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Alagapan, Sankaraleengam Choi, Ki Sueng Heisig, Stephen Riva-Posse, Patricio Crowell, Andrea Tiruvadi, Vineet Obatusin, Mosadoluwa Veerakumar, Ashan Waters, Allison C. Gross, Robert E. Quinn, Sinead Denison, Lydia O’Shaughnessy, Matthew Connor, Marissa Canal, Gregory Cha, Jungho Hershenberg, Rachel Nauvel, Tanya Isbaine, Faical Afzal, Muhammad Furqan Figee, Martijn Kopell, Brian H. Butera, Robert Mayberg, Helen S. Rozell, Christopher J. Cingulate dynamics track depression recovery with deep brain stimulation |
title | Cingulate dynamics track depression recovery with deep brain stimulation |
title_full | Cingulate dynamics track depression recovery with deep brain stimulation |
title_fullStr | Cingulate dynamics track depression recovery with deep brain stimulation |
title_full_unstemmed | Cingulate dynamics track depression recovery with deep brain stimulation |
title_short | Cingulate dynamics track depression recovery with deep brain stimulation |
title_sort | cingulate dynamics track depression recovery with deep brain stimulation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10550829/ https://www.ncbi.nlm.nih.gov/pubmed/37730990 http://dx.doi.org/10.1038/s41586-023-06541-3 |
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