Deep learning-based plaque characterization in hybrid IVUS-OCT images is superior to single-modality deep learning analysis and human experts: head-to-head comparison against histology.
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| Title: | Deep learning-based plaque characterization in hybrid IVUS-OCT images is superior to single-modality deep learning analysis and human experts: head-to-head comparison against histology. |
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| Authors: | Bajaj R; Department of Cardiology, St Michael's Hospital, Toronto, Canada.; Division of Cardiology, University of Toronto, Toronto, Canada.; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK., Huang X; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK., Alves-Kotzev N; Sunnybrook Health Sciences Centre, Toronto, Canada., Weyers JJ; Sunnybrook Health Sciences Centre, Toronto, Canada., Levine M; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA., Garg M; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA., Mohamed M; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK., Maung S; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK., Parasa R; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK., Çap M; Department of Cardiology, University of Health Sciences, Diyarbakir Gazi Yasargil Education and Research Hospital, Diyarbakir, Turkey., Torii R; Department of Mechanical Engineering, University College London, London, UK., Krams R; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK., Butany J; Laboratory Medicine and Pathobiology, University of Toronto., Biccirè FG; Department of Cardiology, Bern University Hospital, Bern, Switzerland., Garcia-Garcia H; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA., Raber L; Department of Cardiology, Bern University Hospital, Bern, Switzerland., Mathur A; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK., Baumbach A; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK., Zhang Q; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK., Courtney BK; Sunnybrook Health Sciences Centre, Toronto, Canada., Bourantas CV; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK. |
| Source: | Cardiovascular research [Cardiovasc Res] 2026 Mar 16; Vol. 122 (2), pp. 245-257. |
| Publication Type: | Journal Article; Comparative Study |
| Journal Info: | Publisher: Oxford Journals Country of Publication: England NLM ID: 0077427 Publication Model: Print Cited Medium: Internet ISSN: 1755-3245 (Electronic) Linking ISSN: 00086363 NLM ISO Abbreviation: Cardiovasc Res Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41603422 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Deep learning-based plaque characterization in hybrid IVUS-OCT images is superior to single-modality deep learning analysis and human experts: head-to-head comparison against histology. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Bajaj+R%22">Bajaj R</searchLink>; Department of Cardiology, St Michael's Hospital, Toronto, Canada.; Division of Cardiology, University of Toronto, Toronto, Canada.; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.<br /><searchLink fieldCode="AU" term="%22Huang+X%22">Huang X</searchLink>; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK.<br /><searchLink fieldCode="AU" term="%22Alves-Kotzev+N%22">Alves-Kotzev N</searchLink>; Sunnybrook Health Sciences Centre, Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Weyers+JJ%22">Weyers JJ</searchLink>; Sunnybrook Health Sciences Centre, Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Levine+M%22">Levine M</searchLink>; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA.<br /><searchLink fieldCode="AU" term="%22Garg+M%22">Garg M</searchLink>; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA.<br /><searchLink fieldCode="AU" term="%22Mohamed+M%22">Mohamed M</searchLink>; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK.<br /><searchLink fieldCode="AU" term="%22Maung+S%22">Maung S</searchLink>; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK.<br /><searchLink fieldCode="AU" term="%22Parasa+R%22">Parasa R</searchLink>; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK.<br /><searchLink fieldCode="AU" term="%22Çap+M%22">Çap M</searchLink>; Department of Cardiology, University of Health Sciences, Diyarbakir Gazi Yasargil Education and Research Hospital, Diyarbakir, Turkey.<br /><searchLink fieldCode="AU" term="%22Torii+R%22">Torii R</searchLink>; Department of Mechanical Engineering, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Krams+R%22">Krams R</searchLink>; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK.<br /><searchLink fieldCode="AU" term="%22Butany+J%22">Butany J</searchLink>; Laboratory Medicine and Pathobiology, University of Toronto.<br /><searchLink fieldCode="AU" term="%22Biccirè+FG%22">Biccirè FG</searchLink>; Department of Cardiology, Bern University Hospital, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Garcia-Garcia+H%22">Garcia-Garcia H</searchLink>; Department of Cardiology, Medstar Cardiovascular Research Network, Medstar Washington Hospital Center, Washington, DC, USA.<br /><searchLink fieldCode="AU" term="%22Raber+L%22">Raber L</searchLink>; Department of Cardiology, Bern University Hospital, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Mathur+A%22">Mathur A</searchLink>; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK.<br /><searchLink fieldCode="AU" term="%22Baumbach+A%22">Baumbach A</searchLink>; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK.<br /><searchLink fieldCode="AU" term="%22Zhang+Q%22">Zhang Q</searchLink>; School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK.<br /><searchLink fieldCode="AU" term="%22Courtney+BK%22">Courtney BK</searchLink>; Sunnybrook Health Sciences Centre, Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Bourantas+CV%22">Bourantas CV</searchLink>; Cardiovascular Devices Hub, Centre for Cardiovascular Medicine and Devices, William Harvey Research Institute, Queen Mary University of London, London, UK.; Department of Cardiology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%220077427%22">Cardiovascular research</searchLink> [Cardiovasc Res] 2026 Mar 16; Vol. 122 (2), pp. 245-257. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Comparative Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Oxford+Journals%22">Oxford Journals </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>0077427 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1755-3245 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200086363%22">00086363 </searchLink><i>NLM ISO Abbreviation: </i>Cardiovasc Res <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41603422 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1093/cvr/cvaf281 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 245 Titles: – TitleFull: Deep learning-based plaque characterization in hybrid IVUS-OCT images is superior to single-modality deep learning analysis and human experts: head-to-head comparison against histology. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Bajaj R – PersonEntity: Name: NameFull: Huang X – PersonEntity: Name: NameFull: Alves-Kotzev N – PersonEntity: Name: NameFull: Weyers JJ – PersonEntity: Name: NameFull: Levine M – PersonEntity: Name: NameFull: Garg M – PersonEntity: Name: NameFull: Mohamed M – PersonEntity: Name: NameFull: Maung S – PersonEntity: Name: NameFull: Parasa R – PersonEntity: Name: NameFull: Çap M – PersonEntity: Name: NameFull: Torii R – PersonEntity: Name: NameFull: Krams R – PersonEntity: Name: NameFull: Butany J – PersonEntity: Name: NameFull: Biccirè FG – PersonEntity: Name: NameFull: Garcia-Garcia H – PersonEntity: Name: NameFull: Raber L – PersonEntity: Name: NameFull: Mathur A – PersonEntity: Name: NameFull: Baumbach A – PersonEntity: Name: NameFull: Zhang Q – PersonEntity: Name: NameFull: Courtney BK – PersonEntity: Name: NameFull: Bourantas CV IsPartOfRelationships: – BibEntity: Dates: – D: 16 M: 03 Text: 2026 Mar 16 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1755-3245 Numbering: – Type: volume Value: 122 – Type: issue Value: 2 Titles: – TitleFull: Cardiovascular research Type: main |
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