On the cross-population generalizability of gene expression prediction models

• Kevin L. Keys ,

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

  * E-mail: klkeys@g.ucla.edu (KLK); chris.gignoux@ucdenver.edu (CRG)

  Affiliations Department of Medicine, University of California, San Francisco, California, United States of America, Berkeley Institute for Data Science, University of California, Berkeley, California, United States of America

  http://orcid.org/0000-0003-4886-6666

  ⨯
• Angel C. Y. Mak,

  Roles Data curation, Methodology, Project administration, Resources, Software, Visualization, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0002-5372-4198

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• Marquitta J. White,

  Roles Methodology, Visualization, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0002-7344-5655

  ⨯
• Walter L. Eckalbar,

  Roles Methodology, Software, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  ⨯
• Andrew W. Dahl,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0001-6520-4766

  ⨯
• Joel Mefford,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  ⨯
• Anna V. Mikhaylova,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Biostatistics, University of Washington, Seattle, Washington, United States of America

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• María G. Contreras,

  Roles Writing – review & editing

  Affiliations Department of Medicine, University of California, San Francisco, California, United States of America, San Francisco State University, San Francisco, California, United States of America

  ⨯
• Jennifer R. Elhawary,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0003-3326-1680

  ⨯
• Celeste Eng,

  Roles Resources, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0001-7968-1862

  ⨯
• Donglei Hu,

  Roles Data curation, Resources, Software, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0002-0351-001X

  ⨯
• Scott Huntsman,

  Roles Data curation, Resources, Software, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  ⨯
• Sam S. Oh,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0002-2815-6037

  ⨯
• Sandra Salazar,

  Roles Data curation, Project administration, Resources, Writing – review & editing

  Affiliation Department of Medicine, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0003-4442-1766

  ⨯
• Michael A. Lenoir,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation Bay Area Pediatrics, Oakland, California, United States of America

  ⨯
• Jimmie C. Ye,

  Roles Methodology, Writing – review & editing

  Affiliations Department of Epidemiology and Biostatistics, University of California, San Francisco, California, United States of America, Department of Bioengineering and Therapeutic Biosciences, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0001-6560-3783

  ⨯
• Timothy A. Thornton,

  Roles Methodology, Supervision, Writing – review & editing

  Affiliation Department of Biostatistics, University of Washington, Seattle, Washington, United States of America

  http://orcid.org/0000-0001-7071-2642

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• Noah Zaitlen,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Neurology, University of California, Los Angeles, California, United States of America

  ⨯
• Esteban G. Burchard ,

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

  ¶‡ These authors are joint senior authors on this work.

  Affiliations Department of Medicine, University of California, San Francisco, California, United States of America, Department of Bioengineering and Therapeutic Biosciences, University of California, San Francisco, California, United States of America

  http://orcid.org/0000-0001-7475-2035

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•  [ ... ],
• Christopher R. Gignoux

  Roles Conceptualization, Data curation, Methodology, Project administration, Resources, Software, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: klkeys@g.ucla.edu (KLK); chris.gignoux@ucdenver.edu (CRG)

  ¶‡ These authors are joint senior authors on this work.

  Affiliations Colorado Center for Personalized Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America, Department of Biostatistics and Informatics, School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America

  http://orcid.org/0000-0001-9728-6567

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