Prognostic value of end-to-end deep learning assessment of myocardial scar and microvascular obstruction on late gadolinium enhancement cardiovascular magnetic resonance.
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| Title: | Prognostic value of end-to-end deep learning assessment of myocardial scar and microvascular obstruction on late gadolinium enhancement cardiovascular magnetic resonance. |
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| Authors: | Yang P; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore., Leng S; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore., Zong D; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore., Hu M; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore., Tan RS; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore., Xiao X; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China., Sia CH; Department of Cardiology, National University Heart Centre, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore., Teo L; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Diagnostic Imaging, National University Hospital, Singapore., Leiner T; Mayo Clinic in Rochester, Rochester, Minnesota, USA., Ong CC; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Diagnostic Imaging, National University Hospital, Singapore., Koh AS; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore., Tan SY; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore., Gong L; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China. Electronic address: gong111999@163.com., Hausenloy DJ; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore; The Hatter Cardiovascular Institute, University College London, London, UK., Chan MY; Department of Cardiology, National University Heart Centre, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore., Zhong L; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore; Department of Biomedical Engineering, National University of Singapore, Singapore. Electronic address: zhong.liang@duke-nus.edu.sg. |
| Source: | Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance [J Cardiovasc Magn Reson] 2026 Summer; Vol. 28 (1), pp. 102712. Date of Electronic Publication: 2026 Mar 12. |
| Publication Type: | Journal Article; Validation Study |
| Journal Info: | Publisher: Elsevier Country of Publication: England NLM ID: 9815616 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-429X (Electronic) Linking ISSN: 10976647 NLM ISO Abbreviation: J Cardiovasc Magn Reson Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41831720 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Prognostic value of end-to-end deep learning assessment of myocardial scar and microvascular obstruction on late gadolinium enhancement cardiovascular magnetic resonance. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Yang+P%22">Yang P</searchLink>; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Leng+S%22">Leng S</searchLink>; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore.<br /><searchLink fieldCode="AU" term="%22Zong+D%22">Zong D</searchLink>; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Hu+M%22">Hu M</searchLink>; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+RS%22">Tan RS</searchLink>; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Xiao+X%22">Xiao X</searchLink>; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China.<br /><searchLink fieldCode="AU" term="%22Sia+CH%22">Sia CH</searchLink>; Department of Cardiology, National University Heart Centre, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Teo+L%22">Teo L</searchLink>; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Diagnostic Imaging, National University Hospital, Singapore.<br /><searchLink fieldCode="AU" term="%22Leiner+T%22">Leiner T</searchLink>; Mayo Clinic in Rochester, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Ong+CC%22">Ong CC</searchLink>; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Diagnostic Imaging, National University Hospital, Singapore.<br /><searchLink fieldCode="AU" term="%22Koh+AS%22">Koh AS</searchLink>; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+SY%22">Tan SY</searchLink>; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Cardiology, National Heart Centre Singapore, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore.<br /><searchLink fieldCode="AU" term="%22Gong+L%22">Gong L</searchLink>; Department of Radiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Provincial Key Laboratory of Intelligent Medical Imaging, Nanchang, China. Electronic address: gong111999@163.com.<br /><searchLink fieldCode="AU" term="%22Hausenloy+DJ%22">Hausenloy DJ</searchLink>; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore; The Hatter Cardiovascular Institute, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Chan+MY%22">Chan MY</searchLink>; Department of Cardiology, National University Heart Centre, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Zhong+L%22">Zhong L</searchLink>; National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore; Cardiovascular Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Cardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, Singapore; Department of Biomedical Engineering, National University of Singapore, Singapore. Electronic address: zhong.liang@duke-nus.edu.sg. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229815616%22">Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance</searchLink> [J Cardiovasc Magn Reson] 2026 Summer; Vol. 28 (1), pp. 102712. <i>Date of Electronic Publication: </i>2026 Mar 12. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Validation Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9815616 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1532-429X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210976647%22">10976647 </searchLink><i>NLM ISO Abbreviation: </i>J Cardiovasc Magn Reson <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41831720 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.jocmr.2026.102712 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 102712 Titles: – TitleFull: Prognostic value of end-to-end deep learning assessment of myocardial scar and microvascular obstruction on late gadolinium enhancement cardiovascular magnetic resonance. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Yang P – PersonEntity: Name: NameFull: Leng S – PersonEntity: Name: NameFull: Zong D – PersonEntity: Name: NameFull: Hu M – PersonEntity: Name: NameFull: Tan RS – PersonEntity: Name: NameFull: Xiao X – PersonEntity: Name: NameFull: Sia CH – PersonEntity: Name: NameFull: Teo L – PersonEntity: Name: NameFull: Leiner T – PersonEntity: Name: NameFull: Ong CC – PersonEntity: Name: NameFull: Koh AS – PersonEntity: Name: NameFull: Tan SY – PersonEntity: Name: NameFull: Gong L – PersonEntity: Name: NameFull: Hausenloy DJ – PersonEntity: Name: NameFull: Chan MY – PersonEntity: Name: NameFull: Zhong L IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2026 Summer Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1532-429X Numbering: – Type: volume Value: 28 – Type: issue Value: 1 Titles: – TitleFull: Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Type: main |
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