Environmental data provide marginal benefit for predicting climate adaptation (Record no. 69012)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03566nab|a22005297a|4500 |
| 001 - CONTROL NUMBER | |
| control field | 69012 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251219163948.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 20256s2025||||mx |||p|op||||00||0|eng|d |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1553-7404 |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1553-7404 (Online) |
| 024 8# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | https://doi.org/10.1371/journal.pgen.1011714 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | MX-TxCIM |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Li, Forrest |
| 245 10 - TITLE STATEMENT | |
| Title | Environmental data provide marginal benefit for predicting climate adaptation |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | San Francisco, California (United States of America) |
| Name of publisher, distributor, etc. | Public Library of Science, |
| Date of publication, distribution, etc. | 2025. |
| 500 ## - GENERAL NOTE | |
| General note | Peer review |
| 500 ## - GENERAL NOTE | |
| General note | Open Access |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Climate change poses a major challenge for both natural and cultivated species. Genomic tools are increasingly used in both conservation and breeding to identify adaptive loci that can be used to guide management in future climates. Here, we study the utility of climate and genomic data for identifying promising alleles using common gardens of a large, geographically diverse sample of traditional maize varieties to evaluate multiple approaches. First, we used genotype data to predict environmental characteristics of germplasm collections to identify varieties that may be pre-adapted to target environments. Second, we used environmental GWAS (envGWAS) to identify loci associated with historical divergence along climatic gradients. Finally, we compared the value of environmental data and envGWAS-prioritized loci to genomic data for prioritizing traditional varieties. We find that maize yield traits are best predicted by genome-wide relatedness and population structure, and that incorporating envGWAS-identified variants or environment-of-origin provide little additional predictive information. While our results suggest that environmental data provide limited benefit in predicting fitness-related phenotypes, environmental GWAS is nonetheless a potentially powerful approach to identify individual novel loci associated with adaptation, especially when coupled with high density genotyping. |
| 546 ## - LANGUAGE NOTE | |
| Language note | Text in English |
| 597 ## - CGIAR Initiative | |
| Donor or Funder | Bill & Melinda Gates Foundation (BMGF) |
| -- | United States Department of Agriculture (USDA) |
| -- | Secretaría de Agricultura y Desarrollo Rural (SADER) |
| Program & Accelerators | Breeding for Tomorrow |
| CGSpace handle | https://hdl.handle.net/10568/179105 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Climate change adaptation |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 5511 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Environment |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1098 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Genome-wide association studies |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 31443 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Maize |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1173 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Genetic diversity (resource) |
| Miscellaneous information | AGROVOC |
| 9 (RLIN) | 2974 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Abiotic stress |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 3448 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Gates, D.J. |
| 9 (RLIN) | 39584 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Buckler, E.S. |
| 9 (RLIN) | 2749 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hufford, M.B. |
| 9 (RLIN) | 20506 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Janzen, G.M. |
| 9 (RLIN) | 39585 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Rellán-Álvarez, R. |
| 9 (RLIN) | 26862 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Rodríguez-Zapata, F. |
| 9 (RLIN) | 39586 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Romero Navarro, J. A. |
| 9 (RLIN) | 4548 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sawers, R. |
| 9 (RLIN) | 3415 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Snodgrass, S.J. |
| 9 (RLIN) | 39587 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sonder, K. |
| Miscellaneous information | Sustainable Agrifood Systems |
| Field link and sequence number | INT3032 |
| 9 (RLIN) | 882 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Willcox, M. |
| Miscellaneous information | Global Maize Program |
| Field link and sequence number | INT3242 |
| 9 (RLIN) | 908 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hearne, S. |
| Miscellaneous information | Genetic Resources Program |
| -- | Director General's Office |
| Field link and sequence number | INT3287 |
| 9 (RLIN) | 912 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ross-Ibarra, J. |
| 9 (RLIN) | 8407 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Runcie, D.E. |
| 9 (RLIN) | 23719 |
| 773 0# - HOST ITEM ENTRY | |
| Title | PLoS Genetics |
| Related parts | v. 21, no. 6, e1011714 |
| Place, publisher, and date of publication | San Francisco, California (United States of America) : Public Library of Science, 2025 |
| International Standard Serial Number | 1553-7390 |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Link text | Open Access through DSpace |
| Uniform Resource Identifier | https://hdl.handle.net/10883/35762 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Article |
| Suppress in OPAC | No |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Date last seen | Total Checkouts | Price effective from | Koha item type | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Withdrawn status | Home library | Current library | Date acquired |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 06/22/2025 | 06/22/2025 | Article | Not Lost | Dewey Decimal Classification | CIMMYT Staff Publications Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 06/22/2025 |