Integrating intramuscular fat radiomics with hamstrings-to-quadriceps structure and function ratios to predict future hamstring strain injury

• Akanksha Sharma,

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

  Affiliation Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia, United States of America

  https://orcid.org/0000-0002-2351-8545

  ⨯
• Daniel R. Smith,

  Roles Data curation, Writing – original draft, Writing – review & editing

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Alexis B. Slutsky-Ganesh,

  Roles Data curation, Writing – original draft, Writing – review & editing

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America, Department of Kinesiology, University of North Carolina at Greensboro, Greensboro, North Carolina, United States of America

  ⨯
• Jed A. Diekfuss,

  Roles Data curation, Writing – original draft, Writing – review & editing

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America, Department of Veterans Affairs, Atlanta VA Medical Center, Decatur, Georgia, United States of America

  ⨯
• Jennifer A. Hogg,

  Roles Data curation, Writing – original draft

  Affiliation Department of Health and Human Performance, University of Tennessee at Chattanooga, Chattanooga, Tennessee, United States of America

  ⨯
• Kim D. Barber Foss,

  Roles Data curation, Writing – original draft

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Christopher D. Riehm,

  Roles Data curation, Writing – original draft

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Augustin C. Ogier,

  Roles Formal analysis, Writing – original draft

  Affiliation Department of Diagnostic and Interventional Radiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland

  ⨯
• Constance P. Michel,

  Roles Formal analysis, Writing – original draft

  Affiliation Aix-Marseille Université, CNRS, CRMBM, Marseille, France

  https://orcid.org/0000-0001-8826-8797

  ⨯
• David Bendahan,

  Roles Formal analysis, Writing – original draft

  Affiliation Aix-Marseille Université, CNRS, CRMBM, Marseille, France

  ⨯
• Richard Danilkowicz,

  Roles Writing – original draft

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Joseph Lamplot,

  Roles Data curation, Writing – original draft

  Affiliation Endeavor Health, Chicago, Illinois, United States of America

  ⨯
• Destin Hill,

  Roles Data curation, Writing – original draft

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Kyle Hammond,

  Roles Data curation, Writing – original draft

  Affiliations Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Charles Kenyon,

  Roles Data curation, Writing – original draft

  Affiliation Department of Rehabilitation Medicine, University of Washington, Seattle, Washington, United States of America

  ⨯
• Gregory D. Myer ,

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

  ¶☯ These authors are co-senior authors on this work.

  Affiliations Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia, United States of America, Emory Sports Performance And Research Center (SPARC), Flowery Branch, Georgia, United States of America, Emory Sports Medicine Center, Atlanta, Georgia, United States of America, Department of Orthopedics, Emory University School of Medicine, Atlanta, Georgia, United States of America, Department of Veterans Affairs, Atlanta VA Medical Center, Decatur, Georgia, United States of America, The Micheli Center for Sports Injury Prevention, Waltham, Massachusetts, United States of America, Youth Physical Development Centre, Cardiff Metropolitan University, Wales, United Kingdom

  ⨯
•  [ ... ],
• Anant Madabhushi

  Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing

  * E-mail: anantm@emory.edu

  ¶☯ These authors are co-senior authors on this work.

  Affiliation Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia, United States of America

  https://orcid.org/0000-0002-5741-0399

  ⨯
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