Machine learning approaches to enhance diagnosis and staging of patients with MASLD using routinely available clinical information

• Matthew McTeer ,

  Contributed equally to this work with: Matthew McTeer, Quentin M. Anstee, Paolo Missier

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

  * E-mail: M.McTeer@newcastle.ac.uk

  Affiliation Newcastle University, Newcastle upon Tyne, United Kingdom

  https://orcid.org/0009-0006-2889-030X

  ⨯
• Douglas Applegate,

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  Affiliation Novartis Institute for Biomedical Research, Cambridge, Massachusetts, United States of America

  https://orcid.org/0000-0001-8322-4672

  ⨯
• Peter Mesenbrink,

  Roles Conceptualization, Methodology, Supervision

  Affiliation Novartis Pharmaceuticals, East Hanover, New Jersey, United States of America

  https://orcid.org/0000-0002-5624-6726

  ⨯
• Vlad Ratziu,

  Roles Data curation, Writing – review & editing

  Affiliation Institute of Cardiometabolism and Nutrition, Paris, France

  ⨯
• Jörn M. Schattenberg,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Medicine II, University Medical Center Homburg and Saarland University, Homburg, Germany

  ⨯
• Elisabetta Bugianesi,

  Roles Data curation, Writing – review & editing

  Affiliation University of Torino, Turin, Italy

  ⨯
• Andreas Geier,

  Roles Data curation, Writing – review & editing

  Affiliation University Hospital Würzburg, Würzburg, Germany

  ⨯
• Manuel Romero Gomez,

  Roles Data curation, Writing – review & editing

  Affiliation Servicio Andaluz de Salud, Seville, Spain

  ⨯
• Jean-Francois Dufour,

  Roles Data curation, Writing – review & editing

  Affiliation University of Bern, Bern, Switzerland

  ⨯
• Mattias Ekstedt,

  Roles Data curation, Writing – review & editing

  Affiliation Linköping University, Linköping, Sweden

  https://orcid.org/0000-0002-5590-8601

  ⨯
• Sven Francque,

  Roles Data curation, Writing – review & editing

  Affiliation Antwerp University Hospital, Antwerp, Belgium

  https://orcid.org/0000-0002-7527-4714

  ⨯
• Hannele Yki-Jarvinen,

  Roles Data curation, Writing – review & editing

  Affiliation University of Helsinki, Helsinki, Finland

  ⨯
• Michael Allison,

  Roles Data curation, Writing – review & editing

  Affiliation University of Cambridge, Cambridge, United Kingdom

  ⨯
• Luca Valenti,

  Roles Data curation, Writing – review & editing

  Affiliation Università degli Studi di Milano, Milan, Italy

  https://orcid.org/0000-0001-8909-0345

  ⨯
• Luca Miele,

  Roles Data curation, Writing – review & editing

  Affiliation Università Cattolica del Sacro Cuore, Rome, Italy

  ⨯
• Michael Pavlides,

  Roles Data curation, Writing – review & editing

  Affiliation University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0001-9882-8874

  ⨯
• Jeremy Cobbold,

  Roles Data curation, Writing – review & editing

  Affiliation University of Oxford, Oxford, United Kingdom

  ⨯
• Georgios Papatheodoridis,

  Roles Data curation, Writing – review & editing

  Affiliation Medical School of National & Kapodistrian University of Athens, Athens, Greece

  ⨯
• Adriaan G. Holleboom,

  Roles Data curation, Writing – review & editing

  Affiliation AMC Amsterdam, Amsterdam, The Netherlands

  ⨯
• Dina Tiniakos,

  Roles Data curation, Writing – review & editing

  Affiliations Medical School of National & Kapodistrian University of Athens, Athens, Greece, Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom

  ⨯
• Clifford Brass,

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  Affiliation Novartis Institute for Biomedical Research, Cambridge, Massachusetts, United States of America

  ⨯
• Quentin M. Anstee ,

  Contributed equally to this work with: Matthew McTeer, Quentin M. Anstee, Paolo Missier

  Roles Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom, Newcastle NIHR Biomedical Research Centre NUTH NHS Trust, Newcastle upon Tyne, United Kingdom

  https://orcid.org/0000-0002-9518-0088

  ⨯
• Paolo Missier ,

  Contributed equally to this work with: Matthew McTeer, Quentin M. Anstee, Paolo Missier

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Newcastle University, Newcastle upon Tyne, United Kingdom

  ⨯
•  [ ... ],
• on behalf of the LITMUS Consortium investigators

  ¶Membership of the LITMUS Consortium investigators is listed in the Acknowledgments.

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