View in EDS

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

Saved in:
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
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41946715
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: A deep representation learning model to predict response to vagus nerve stimulation.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Suresh+H%22">Suresh H</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Mithani+K%22">Mithani K</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Li+V%22">Li V</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Latypov+TH%22">Latypov TH</searchLink>; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Warsi+NM%22">Warsi NM</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wong+SM%22">Wong SM</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Erdman+L%22">Erdman L</searchLink>; Department of Pediatrics, Cincinnati Children's Hospital, Cincinnati, OH, USA.<br /><searchLink fieldCode="AU" term="%22Kang+J%22">Kang J</searchLink>; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Germann+J%22">Germann J</searchLink>; Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.; Krembil Brain Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Gouveia+FV%22">Gouveia FV</searchLink>; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Coleman+SC%22">Coleman SC</searchLink>; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Berger+A%22">Berger A</searchLink>; Program in Neuroscience and Mental Health, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Chau+V%22">Chau V</searchLink>; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Weiss+S%22">Weiss S</searchLink>; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Gorodetsky+C%22">Gorodetsky C</searchLink>; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Donner+E%22">Donner E</searchLink>; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Weil+AG%22">Weil AG</searchLink>; Division of Neurosurgery, CHU Sainte-Justine and Centre hospitalier de l'Université de Montréal, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Tailor+J%22">Tailor J</searchLink>; Deparment of Neurosurgery, Riley Hospital for Children, Indianapolis, IN, USA.<br /><searchLink fieldCode="AU" term="%22Abel+TJ%22">Abel TJ</searchLink>; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Remick+M%22">Remick M</searchLink>; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Akwayena+E%22">Akwayena E</searchLink>; Department of Neurosurgery, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Schrader+D%22">Schrader D</searchLink>; Division of Neurology, BC Children's Hospital, Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Bollo+RJ%22">Bollo RJ</searchLink>; Department of Neurosurgery, University of Utah Health, Salt Lake City, UT, USA.<br /><searchLink fieldCode="AU" term="%22Smyth+MD%22">Smyth MD</searchLink>; Johns Hopkins University, Department of Neurosurgery, Johns Hopkins All Children's Hospital, St. Petersburg, FL, USA.<br /><searchLink fieldCode="AU" term="%22Aum+D%22">Aum D</searchLink>; Department of Neurosurgery, St. Louis Children's Hospital, St. Louis, MO, USA.<br /><searchLink fieldCode="AU" term="%22Lew+SM%22">Lew SM</searchLink>; Department of Neurosurgery, Medical College Wisconsin, Milwaukee, WI, USA.<br /><searchLink fieldCode="AU" term="%22Wang+S%22">Wang S</searchLink>; Division of Neurosurgery, Nicklaus Children's Hospital, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Niazi+TN%22">Niazi TN</searchLink>; Division of Neurosurgery, Nicklaus Children's Hospital, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Fallah+A%22">Fallah A</searchLink>; Department of Neurosurgery, UCLA Mattel Children's Hospital, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Raskin+JS%22">Raskin JS</searchLink>; Department of Neurosurgery, Children's Hospital of Chicago, Chicago, IL, USA.<br /><searchLink fieldCode="AU" term="%22Weiner+HL%22">Weiner HL</searchLink>; Department of Neurosurgery, Texas Children's Hospital, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Gadgil+N%22">Gadgil N</searchLink>; Department of Neurosurgery, Texas Children's Hospital, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Albert+GW%22">Albert GW</searchLink>; Department of Neurosurgery, Arkansas Children's Hospital, Little Rock, AR, USA.<br /><searchLink fieldCode="AU" term="%22Hadjinicolaou+A%22">Hadjinicolaou A</searchLink>; Division of Neurology, CHU Sainte-Justine, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Major+P%22">Major P</searchLink>; Division of Neurology, CHU Sainte-Justine, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Niazi+F%22">Niazi F</searchLink>; Centre de recherche du CHUM, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Theaud+G%22">Theaud G</searchLink>; Centre de recherche du CHUM, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Obaid+S%22">Obaid S</searchLink>; Department of Surgery, Université de Montréal, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Widjaja+E%22">Widjaja E</searchLink>; Department of Medical Imaging, Children's Hospital of Chicago, Chicago, IL, USA.<br /><searchLink fieldCode="AU" term="%22Ertl-Wagner+B%22">Ertl-Wagner B</searchLink>; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Vidarsson+L%22">Vidarsson L</searchLink>; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Taylor+MJ%22">Taylor MJ</searchLink>; Department of Diagnostic & Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Boutet+A%22">Boutet A</searchLink>; Joint Department of Medical Imaging, University Health Network, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Rutka+JT%22">Rutka JT</searchLink>; Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada.; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22LoPresti+MA%22">LoPresti MA</searchLink>; Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, USA.<br /><searchLink fieldCode="AU" term="%22Jain+P%22">Jain P</searchLink>; Division of Neurology, The Hospital for Sick Children, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Ibrahim+GM%22">Ibrahim GM</searchLink>; 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.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2026 Apr 07; Vol. 17 (1). <i>Date of Electronic Publication: </i>2026 Apr 07.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Pub%2E+Group%22">Nature Pub. Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101528555 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2041-1723 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220411723%22">20411723 </searchLink><i>NLM ISO Abbreviation: </i>Nat Commun <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41946715
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1038/s41467-026-71555-0
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: A deep representation learning model to predict response to vagus nerve stimulation.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Suresh H
      – PersonEntity:
          Name:
            NameFull: Mithani K
      – PersonEntity:
          Name:
            NameFull: Li V
      – PersonEntity:
          Name:
            NameFull: Latypov TH
      – PersonEntity:
          Name:
            NameFull: Warsi NM
      – PersonEntity:
          Name:
            NameFull: Wong SM
      – PersonEntity:
          Name:
            NameFull: Erdman L
      – PersonEntity:
          Name:
            NameFull: Kang J
      – PersonEntity:
          Name:
            NameFull: Germann J
      – PersonEntity:
          Name:
            NameFull: Gouveia FV
      – PersonEntity:
          Name:
            NameFull: Coleman SC
      – PersonEntity:
          Name:
            NameFull: Berger A
      – PersonEntity:
          Name:
            NameFull: Chau V
      – PersonEntity:
          Name:
            NameFull: Weiss S
      – PersonEntity:
          Name:
            NameFull: Gorodetsky C
      – PersonEntity:
          Name:
            NameFull: Donner E
      – PersonEntity:
          Name:
            NameFull: Weil AG
      – PersonEntity:
          Name:
            NameFull: Tailor J
      – PersonEntity:
          Name:
            NameFull: Abel TJ
      – PersonEntity:
          Name:
            NameFull: Remick M
      – PersonEntity:
          Name:
            NameFull: Akwayena E
      – PersonEntity:
          Name:
            NameFull: Schrader D
      – PersonEntity:
          Name:
            NameFull: Bollo RJ
      – PersonEntity:
          Name:
            NameFull: Smyth MD
      – PersonEntity:
          Name:
            NameFull: Aum D
      – PersonEntity:
          Name:
            NameFull: Lew SM
      – PersonEntity:
          Name:
            NameFull: Wang S
      – PersonEntity:
          Name:
            NameFull: Niazi TN
      – PersonEntity:
          Name:
            NameFull: Fallah A
      – PersonEntity:
          Name:
            NameFull: Raskin JS
      – PersonEntity:
          Name:
            NameFull: Weiner HL
      – PersonEntity:
          Name:
            NameFull: Gadgil N
      – PersonEntity:
          Name:
            NameFull: Albert GW
      – PersonEntity:
          Name:
            NameFull: Hadjinicolaou A
      – PersonEntity:
          Name:
            NameFull: Major P
      – PersonEntity:
          Name:
            NameFull: Niazi F
      – PersonEntity:
          Name:
            NameFull: Theaud G
      – PersonEntity:
          Name:
            NameFull: Obaid S
      – PersonEntity:
          Name:
            NameFull: Widjaja E
      – PersonEntity:
          Name:
            NameFull: Ertl-Wagner B
      – PersonEntity:
          Name:
            NameFull: Vidarsson L
      – PersonEntity:
          Name:
            NameFull: Taylor MJ
      – PersonEntity:
          Name:
            NameFull: Boutet A
      – PersonEntity:
          Name:
            NameFull: Rutka JT
      – PersonEntity:
          Name:
            NameFull: LoPresti MA
      – PersonEntity:
          Name:
            NameFull: Jain P
      – PersonEntity:
          Name:
            NameFull: Ibrahim GM
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 07
              M: 04
              Text: 2026 Apr 07
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2041-1723
          Numbering:
            – Type: volume
              Value: 17
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Nature communications
              Type: main
ResultId 1