GeM-LR: Discovering predictive biomarkers for small datasets in vaccine studies

• Lin Lin ,

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

  * E-mail: l.lin@duke.edu (LL); gdt@duke.edu (GDT); jiali@psu.edu (JL)

  Affiliations Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, United States of America, Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America

  https://orcid.org/0000-0002-7464-1172

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• Rachel L. Spreng,

  Roles Data curation, Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Duke Human Vaccine Institute, Duke University, Durham, North Carolina, United States of America

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• Kelly E. Seaton,

  Roles Data curation, Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Department of Surgery, Duke University, Durham, North Carolina, United States of America

  https://orcid.org/0000-0002-2009-3270

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• S. Moses Dennison,

  Roles Data curation, Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Department of Surgery, Duke University, Durham, North Carolina, United States of America

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• Lindsay C. Dahora,

  Roles Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Duke Human Vaccine Institute, Duke University, Durham, North Carolina, United States of America, Department of Integrative Immunobiology, Duke University, Durham, North Carolina, United States of America

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• Daniel J. Schuster,

  Roles Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Department of Surgery, Duke University, Durham, North Carolina, United States of America, Department of Integrative Immunobiology, Duke University, Durham, North Carolina, United States of America

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• Sheetal Sawant,

  Roles Writing – review & editing

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Department of Surgery, Duke University, Durham, North Carolina, United States of America

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• Peter B. Gilbert,

  Roles Data curation, Writing – review & editing

  Affiliation Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America

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• Youyi Fong,

  Roles Data curation, Writing – review & editing

  Affiliation Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America

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• Neville Kisalu,

  Roles Writing – review & editing

  Affiliation Center for Vaccine Innovation and Access, PATH, Washington, DC, United States of America

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• Andrew J. Pollard,

  Roles Data curation, Writing – review & editing

  Affiliations Oxford Vaccine Group, Department of Paediatrics, University of Oxford, Oxford, United Kingdom, NIHR Oxford Biomedical Research Centre, Oxford, United Kingdom

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• Georgia D. Tomaras ,

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

  * E-mail: l.lin@duke.edu (LL); gdt@duke.edu (GDT); jiali@psu.edu (JL)

  Affiliations Center for Human Systems Immunology, Duke University, Durham, North Carolina, United States of America, Duke Human Vaccine Institute, Duke University, Durham, North Carolina, United States of America, Department of Surgery, Duke University, Durham, North Carolina, United States of America, Department of Integrative Immunobiology, Duke University, Durham, North Carolina, United States of America, Department of Molecular Genetics and Microbiology, Duke University, Durham, North Carolina, United States of America

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• Jia Li

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

  * E-mail: l.lin@duke.edu (LL); gdt@duke.edu (GDT); jiali@psu.edu (JL)

  Affiliation Department of Statistics, The Pennsylvania State University, Pennsylvania, United States of America

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