Learning patterns of HIV-1 resistance to broadly neutralizing antibodies with reduced subtype bias using multi-task learning

• Aime Bienfait Igiraneza ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: aime.igiraneza@gtc.ox.ac.uk

  Affiliations Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0009-0003-2850-637X

  ⨯
• Panagiota Zacharopoulou,

  Roles Resources, Validation, Writing – review & editing

  Affiliation Peter Medawar Building for Pathogen Research, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0002-3645-662X

  ⨯
• Robert Hinch,

  Roles Conceptualization, Validation, Writing – review & editing

  Affiliations Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0003-3169-698X

  ⨯
• Chris Wymant,

  Roles Visualization, Writing – review & editing

  Affiliations Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0002-9847-8226

  ⨯
• Lucie Abeler-Dörner,

  Roles Project administration, Resources, Supervision, Validation, Writing – review & editing

  Affiliations Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0003-3662-4192

  ⨯
• John Frater,

  Roles Resources, Supervision, Validation, Writing – review & editing

  Affiliations Peter Medawar Building for Pathogen Research, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom

  https://orcid.org/0000-0001-7163-7277

  ⨯
• Christophe Fraser

  Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Validation, Writing – review & editing

  Affiliations Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom, Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0003-2399-9657

  ⨯