A fast and scalable framework for large-scale and ultrahigh-dimensional sparse regression with application to the UK Biobank

• Junyang Qian,

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

  Affiliation Department of Statistics, Stanford University, Stanford, CA, United States of America

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• Yosuke Tanigawa,

  Roles Data curation, Formal analysis, Investigation, Software, Validation, Visualization, Writing – review & editing

  Affiliation Department of Biomedical Data Science, Stanford University, Stanford, CA, United States of America

  https://orcid.org/0000-0001-9759-157X

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• Wenfei Du,

  Roles Investigation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Statistics, Stanford University, Stanford, CA, United States of America

  https://orcid.org/0000-0001-7592-0336

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• Matthew Aguirre,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Biomedical Data Science, Stanford University, Stanford, CA, United States of America

  https://orcid.org/0000-0001-9069-6475

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• Chris Chang,

  Roles Software

  Affiliation Grail, Inc., Menlo Park, CA, United States of America

  https://orcid.org/0000-0002-3290-3306

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• Robert Tibshirani,

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

  Affiliations Department of Statistics, Stanford University, Stanford, CA, United States of America, Department of Biomedical Data Science, Stanford University, Stanford, CA, United States of America

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• Manuel A. Rivas,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

  Affiliation Department of Biomedical Data Science, Stanford University, Stanford, CA, United States of America

  https://orcid.org/0000-0003-1457-9925

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• Trevor Hastie

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

  * E-mail: hastie@stanford.edu

  Affiliations Department of Statistics, Stanford University, Stanford, CA, United States of America, Department of Biomedical Data Science, Stanford University, Stanford, CA, United States of America

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