Cardiac digital twins at scale from MRI: Open tools and representative models from ~ 55000 UK Biobank participants

• Devran Ugurlu ,

  Contributed equally to this work with: Devran Ugurlu, Shuang Qian, Elliot Fairweather

  Roles Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: devran.ugurlu@kcl.ac.uk

  Affiliations School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom, The Cardiac Electro-Mechanics Research Group, Imperial College London, London, United Kingdom, The Alan Turing Institute, London, United Kingdom

  https://orcid.org/0009-0009-0158-5040

  ⨯
• Shuang Qian ,

  Contributed equally to this work with: Devran Ugurlu, Shuang Qian, Elliot Fairweather

  Roles Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom, The Cardiac Electro-Mechanics Research Group, Imperial College London, London, United Kingdom

  https://orcid.org/0000-0002-2313-0268

  ⨯
• Elliot Fairweather ,

  Contributed equally to this work with: Devran Ugurlu, Shuang Qian, Elliot Fairweather

  Roles Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯
• Charlene Mauger,

  Roles Methodology, Software

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯
• Bram Ruijsink,

  Roles Data curation, Validation

  Affiliations School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom, Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands

  ⨯
• Laura Dal Toso,

  Roles Methodology, Software

  Affiliation Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland

  ⨯
• Yu Deng,

  Roles Methodology, Software

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯
• Marina Strocchi,

  Roles Methodology, Software

  Affiliations School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom, The Cardiac Electro-Mechanics Research Group, Imperial College London, London, United Kingdom, The Alan Turing Institute, London, United Kingdom

  ⨯
• Reza Razavi,

  Roles Funding acquisition, Project administration, Writing – review & editing

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯
• Alistair Young ,

  Roles Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯
• Pablo Lamata ,

  Roles Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  https://orcid.org/0000-0002-3097-4928

  ⨯
• Steven Niederer ,

  Roles Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliations School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom, The Cardiac Electro-Mechanics Research Group, Imperial College London, London, United Kingdom, The Alan Turing Institute, London, United Kingdom

  ⨯
• Martin Bishop

  Roles Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation School of Biomedical Engineering and Imaging Sciences, King’s College London, London, United Kingdom

  ⨯