ArticleRadiology. Cardiothoracic imaging2023
StrainNet: Improved Myocardial Strain Analysis of Cine MRI by Deep Learning from DENSE.
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In one paragraph
Article in Radiology. Cardiothoracic imaging, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
6.2field-weighted citation impact, top 3% of its field
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
16 citing papers in PubMed, 27 citations in OpenAlex.
- In-Vivo 6D Heart Motion Analysis for Emerging Self-Powered Cardiac Implants.Annals of biomedical engineering · 2026Article
- Prioritizing Discovery and Advancements in Arrhythmia Therapies: NIH/NHLBI Workshop.JACC. Clinical electrophysiology · 2026Review
- Deep Learning for Cardiac Wall Motion Analysis: A Review of Methods, Challenges, and Clinical Applications.Annals of biomedical engineering · 2026Review
- Deep Learning and Cardiovascular Diseases: An Updated Narrative Review.Journal of clinical medicine · 2026Review
- Artificial Intelligence and the Expanding Universe of Cardio-Oncology: Beyond Detection Toward Prediction and Prevention of Therapy-Related Cardiotoxicity-A Comprehensive Review.Diagnostics (Basel, Switzerland) · 2026Review
- A comparative analysis of myocardial strain and strain rate in cardiac computed tomography and magnetic resonance feature tracking.La Radiologia medica · 2025Article
- TagGen: Diffusion-based generative model for cardiac MR tagging super resolution.Magnetic resonance in medicine · 2025Article
- Review
- LaMoD: Latent Motion Diffusion Model For Myocardial Strain Generation.Shape in medical imaging : International Workshop, ShapeMI 2024, held in conjunction with MICCAI 2024, Marrakesh, Morocco, October 6, 2024, Proceedings. ShapeMI (Workshop) (2024 : Marrakech, Morocco) · 2025Article
- DENSE-GUIDED DEEP MOTION NETWORKS ACCOUNTED BY LARGE ROTATIONS TO IMPROVE MYOCARDIAL STRAIN ANALYSIS FROM ROUTINE CINE MRI.Proceedings. IEEE International Symposium on Biomedical Imaging · 2025Article
- Recent Progress of Cardiac MRI for Nuclear Medicine Professionals.Nuclear medicine and molecular imaging · 2024Review
- Deep learning enables accurate soft tissue tendon deformation estimation in vivo via ultrasound imaging.Scientific reports · 2024Article
- Machine learning of ECG waveforms and cardiac magnetic resonance for response and survival after cardiac resynchronization therapy.Computers in biology and medicine · 2024Article
- Revolutionizing Cardiology through Artificial Intelligence-Big Data from Proactive Prevention to Precise Diagnostics and Cutting-Edge Treatment-A Comprehensive Review of the Past 5 Years.Diagnostics (Basel, Switzerland) · 2024Review
- MULTIMODAL LEARNING TO IMPROVE CARDIAC LATE MECHANICAL ACTIVATION DETECTION FROM CINE MR IMAGES.Proceedings. IEEE International Symposium on Biomedical Imaging · 2024Article
- Cardiac Magnetic Resonance, Electromechanical Activation, Kidney Function, and Natriuretic Peptides in Cardiac Resynchronization Therapy Upgrades.Journal of cardiovascular development and disease · 2023Article
Corrections and comments
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Authors and funding
19 authors at 1 institution in 1 country.
Yu WangFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID https://orcid.org/0000-0002-0016-9100
Changyu SunFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0001-8102-7130
Sona GhadimiFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
Daniel C AugerFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0003-2683-943X
Pierre CroisilleFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
Magalie ViallonFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0001-9118-0438
Kenneth MangionFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-3505-7440
Colin BerryFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-4547-8636
Christopher M HaggertyFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-3227-4490
Linyuan JingFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0003-3476-2882
Brandon K FornwaltFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
J Jane CaoFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-8890-0542
Joshua ChengFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
Andrew D ScottFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
Pedro F FerreiraFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-0436-3496
John N OshinskiFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0003-0043-7870
Daniel B EnnisFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0001-7435-1311
Kenneth C BilchickFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.
Frederick H EpsteinFrom the Department of Biomedical Engineering, University of Virginia, Biomedical Engineering and Medical Science Building, Room 2013, MR5, Charlottesville, VA 22903 (Y.W., C.S., S.G., D.C.A., F.H.E.); Department of Biomedical, Biological and Chemical Engineering and Department of Radiology, University of Missouri, Columbia, Mo (C.S.); Department of Radiology, University Hospital of Saint Etienne, Saint Etienne, France (P.C.); CREATIS (UMR CNRS 5220, U1206 INSERM), INSA Lyon, Lyon, France (P.C., M.V.); BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland (K.M., C.B.); Department of Translational Data Science and Informatics, Geisinger Health System, Danville, Pa (C.M.H., L.J., B.K.F.); Cardiovascular Research Center, University of Kentucky, Lexington, Ky (C.M.H., L.J., B.K.F.); The Heart Center, St Francis Hospital, Roslyn, NY (J.J.C., J.C.); Cardiovascular Magnetic Resonance Unit, The Royal Brompton Hospital and National Heart and Lung Institute, Imperial College London, London, England (A.D.S., P.F.F.); Department of Radiology & Imaging Sciences and Biomedical Engineering, Emory University, Atlanta, Ga (J.N.O.); Department of Radiology, Stanford University, Stanford, Calif (D.B.E.); Department of Medicine (K.C.B.) and Department of Radiology and Medical Imaging (F.H.E.), University of Virginia Health System, Charlottesville, Va.ORCID 0000-0002-1954-1988
Centre National de la Recherche Scientifique · FR
Funding
British Heart Foundation RG/19/1/34160
Abstract
Purpose: To develop a three-dimensional (two dimensions + time) convolutional neural network trained with displacement encoding with stimulated echoes (DENSE) data for displacement and strain analysis of cine MRI. Materials and Methods: In this retrospective multicenter study, a deep learning model (StrainNet) was developed to predict intramyocardial displacement from contour motion. Patients with various heart diseases and healthy controls underwent cardiac MRI examinations with DENSE between August 2008 and January 2022. Network training inputs were a time series of myocardial contours from DENSE magnitude images, and ground truth data were DENSE displacement measurements. Model performance was evaluated using pixelwise end-point error (EPE). For testing, StrainNet was applied to contour motion from cine MRI. Global and segmental circumferential strain (E Results: The study included 161 patients (110 men; mean age, 61 years ± 14 [SD]), 99 healthy adults (44 men; mean age, 35 years ± 15), and 45 healthy children and adolescents (21 males; mean age, 12 years ± 3). StrainNet showed good agreement with DENSE for intramyocardial displacement, with an average EPE of 0.75 mm ± 0.35. The ICCs between StrainNet and DENSE and FT and DENSE were 0.87 and 0.72, respectively, for global E Conclusion: StrainNet outperformed FT for global and segmental E
Indexed as
CardiacDeep LearningDENSEHeartImage PostprocessingMR ImagingPediatricsStrainTechnical AspectsTechnology Assessment
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