Environmental data provide marginal benefit for predicting climate adaptation

• Forrest Li ,

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

  * E-mail: frrli@ucdavis.edu (FL); deruncie@ucdavis.edu (DER); rossibarra@ucdavis.edu (JR-I)

  Affiliations Department of Evolution and Ecology, University of California Davis, Davis, California, United States of America, Department of Plant Sciences, University of California Davis, Davis, California, United States of America

  https://orcid.org/0000-0003-2965-2494

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• Daniel J. Gates,

  Roles Conceptualization, Data curation, Investigation, Writing – original draft

  Affiliations Department of Evolution and Ecology, University of California Davis, Davis, California, United States of America, Center for Population Biology, University of California Davis, Davis, California, United States of America

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• Edward S. Buckler,

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliations Institute for Genomic Diversity, Cornell University, Ithaca, New York, United States of America, United States Department of Agriculture-Agricultural Research Service, Robert W. Holley Center for Agriculture and Health, Ithaca, New York, United States of America

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• Matthew B. Hufford,

  Roles Conceptualization, Writing – review & editing

  Affiliation Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, Iowa, United States of America

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• Garrett M. Janzen,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, Iowa, United States of America

  https://orcid.org/0000-0003-3103-1427

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• Rubén Rellán-Álvarez,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Department of Molecular and Structural Biochemistry and Plant Sciences Initiative, North Carolina State University, Raleigh, North Carolina, United States of America

  https://orcid.org/0000-0001-6843-3716

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• Fausto Rodríguez-Zapata,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliations Department of Molecular and Structural Biochemistry and Plant Sciences Initiative, North Carolina State University, Raleigh, North Carolina, United States of America, Laboratorio Nacional de Genómica para la Biodiversidad/Unidad de Genómica Avanzada, Cinvestav, Irapuato, México

  https://orcid.org/0000-0002-8088-1113

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• J. Alberto Romero Navarro,

  Roles Data curation

  Affiliation Institute for Genomic Diversity, Cornell University, Ithaca, New York, United States of America

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• Ruairidh J. H. Sawers,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Department of Plant Science, The Pennsylvania State University, State College, Pennsylvania, United States of America

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• Samantha J. Snodgrass,

  Roles Investigation, Writing – review & editing

  Affiliations Department of Evolution and Ecology, University of California Davis, Davis, California, United States of America, Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, Iowa, United States of America

  https://orcid.org/0000-0001-9209-6051

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• Kai Sonder,

  Roles Data curation

  Affiliation CIMMYT, El Batan, Texcoco, Estado de Mexico, Mexico

  https://orcid.org/0000-0001-9672-5361

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• Martha C. Willcox,

  Roles Data curation, Investigation

  Affiliation CIMMYT, El Batan, Texcoco, Estado de Mexico, Mexico

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• Sarah J. Hearne,

  Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing

  Affiliation CIMMYT, El Batan, Texcoco, Estado de Mexico, Mexico

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• Jeffrey Ross-Ibarra ,

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Software, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: frrli@ucdavis.edu (FL); deruncie@ucdavis.edu (DER); rossibarra@ucdavis.edu (JR-I)

  Affiliations Department of Evolution and Ecology, University of California Davis, Davis, California, United States of America, Center for Population Biology, University of California Davis, Davis, California, United States of America, Genome Center, University of California Davis, Davis, California, United States of America

  https://orcid.org/0000-0003-1656-4954

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• Daniel E. Runcie

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

  * E-mail: frrli@ucdavis.edu (FL); deruncie@ucdavis.edu (DER); rossibarra@ucdavis.edu (JR-I)

  Affiliation Department of Plant Sciences, University of California Davis, Davis, California, United States of America

  https://orcid.org/0000-0002-3008-9312

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