A deep representation learning model to predict response to vagus nerve stimulation.

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Bibliographic Details
Title: A deep representation learning model to predict response to vagus nerve stimulation.
Authors: Suresh H; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada., Mithani K; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada., Li V; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Latypov TH; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Warsi NM; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada., Wong SM; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Erdman L; Department of Pediatrics, Cincinnati Children's Hospital, Cincinnati, OH, USA., Kang J; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Germann J; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Krembil Brain Institute, Toronto, ON, Canada., Gouveia FV; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Coleman SC; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Berger A; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada., Chau V; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada., Weiss S; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada., Gorodetsky C; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada., Donner E; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada., Weil AG; Division of Neurosurgery, CHU Sainte-Justine and Centre hospitalier de l'Université de Montréal, Montréal, QC, Canada., Tailor J; Deparment of Neurosurgery, Riley Hospital for Children, Indianapolis, IN, USA., Abel TJ; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA., Remick M; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA., Akwayena E; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA., Schrader D; Division of Neurology, BC Children's Hospital, Vancouver, BC, Canada., Bollo RJ; Department of Neurosurgery, University of Utah Health, Salt Lake City, UT, USA., Smyth MD; Johns Hopkins University, Department of Neurosurgery, Johns Hopkins All Children's Hospital, St. Petersburg, FL, USA., Aum D; Department of Neurosurgery, St. Louis Children's Hospital, St. Louis, MO, USA., Lew SM; Department of Neurosurgery, Medical College Wisconsin, Milwaukee, WI, USA., Wang S; Division of Neurosurgery, Nicklaus Children's Hospital, Miami, FL, USA., Niazi TN; Division of Neurosurgery, Nicklaus Children's Hospital, Miami, FL, USA., Fallah A; Department of Neurosurgery, UCLA Mattel Children's Hospital, Los Angeles, CA, USA., Raskin JS; Department of Neurosurgery, Children's Hospital of Chicago, Chicago, IL, USA., Weiner HL; Department of Neurosurgery, Texas Children's Hospital, Houston, TX, USA., Gadgil N; Department of Neurosurgery, Texas Children's Hospital, Houston, TX, USA., Albert GW; Department of Neurosurgery, Arkansas Children's Hospital, Little Rock, AR, USA., Hadjinicolaou A; Division of Neurology, CHU Sainte-Justine, Montréal, QC, Canada., Major P; Division of Neurology, CHU Sainte-Justine, Montréal, QC, Canada., Niazi F; Centre de recherche du CHUM, Montréal, QC, Canada., Theaud G; Centre de recherche du CHUM, Montréal, QC, Canada., Obaid S; Department of Surgery, Université de Montréal, Montréal, QC, Canada., Widjaja E; Department of Medical Imaging, Children's Hospital of Chicago, Chicago, IL, USA., Ertl-Wagner B; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada., Vidarsson L; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada., Taylor MJ; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada., Boutet A; Joint Department of Medical Imaging, University Health Network, Toronto, ON, Canada., Rutka JT; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada.; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada., LoPresti MA; Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, USA., Jain P; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada., Ibrahim GM; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada. george.ibrahim@sickkids.ca.; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada. george.ibrahim@sickkids.ca.; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada. george.ibrahim@sickkids.ca.; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada. george.ibrahim@sickkids.ca.; Institute of Medical Science, University of Toronto, Toronto, ON, Canada. george.ibrahim@sickkids.ca.
Source: Nature communications [Nat Commun] 2026 Apr 07; Vol. 17 (1). Date of Electronic Publication: 2026 Apr 07.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2041-1723
DOI:10.1038/s41467-026-71555-0