Improving wheat grain yield genomic prediction accuracy using historical data (Record no. 68736)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 04235nab|a22005297a|4500 |
| 001 - CONTROL NUMBER | |
| control field | 68736 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251223170053.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 20254s22025||||-us||p|op||||00||0|eng|dd |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 2160-1836 |
| 024 8# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | https://doi.org/10.1093/g3journal/jkaf038 |
| 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 | |
| Field link and sequence number | 001713327 |
| Personal name | Vitale, P. |
| Miscellaneous information | Global Wheat Program |
| -- | Genetic Resources Program |
| 9 (RLIN) | 31497 |
| 245 10 - TITLE STATEMENT | |
| Title | Improving wheat grain yield genomic prediction accuracy using historical data |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | Bethesda, MD (United States of America) : |
| Name of publisher, distributor, etc. | Oxford University Press, |
| 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. | Genomic selection is an essential tool to improve genetic gain in wheat breeding. This study aimed to enhance prediction accuracy for grain yield across various selection environments using CIMMYT's (International Maize and Wheat Improvement Center) historical dataset. Ten years of grain yield data from 6 selection environments were analyzed, with the populations of 5 years (2018-2023) as the validation population and earlier years (back to 2013-2014) as the training population. Generally, we observed that as the number of training years increased, the prediction accuracy tended to improve or stabilize. For instance, in the late heat stress selection environment (beds late heat stress), prediction accuracy increased from 0.11 (1 training year) to 0.23 (5 years), stabilizing at 0.26. Similar trends were observed in the intermediate drought selection environment (beds with 2 irrigations), with prediction accuracy rising from 0.12 (1 year) to 0.21 (4 years) but minimal improvement beyond that. Conversely, some selection environments, such as flat 5 irrigations (flat optimal environment), did not significantly increase, with the prediction accuracy fluctuating around 0.09-0.14 regardless of the number of training years used. Additionally, average genetic diversity within the training population and the validation population influenced prediction accuracy. Indeed, a negative correlation between prediction accuracy and the genetic distance was observed. This highlights the need to balance genetic diversity to enhance the predictive power of genomic selection models. These findings exhibit the benefits of using an extended historical dataset while considering genetic diversity to maximize prediction accuracy in genomic selection strategies for wheat breeding, ultimately supporting the development of high-yielding varieties. |
| 546 ## - LANGUAGE NOTE | |
| Language note | Text in English |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Montesinos-Lopez, O.A. ; Not in IRS staff list but CIMMYT Affiliation |
| 597 ## - CGIAR Initiative | |
| Donor or Funder | Bill & Melinda Gates Foundation (BMGF) |
| -- | Accelerating Genetic Gains in Maize and Wheat (AGG) |
| Program & Accelerators | Breeding for Tomorrow |
| CGSpace handle | https://hdl.handle.net/10568/179135 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Genomics |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1132 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Forecasting |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 2701 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Plant breeding |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1203 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Wheat |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1310 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 9002 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Grain |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1138 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Yields |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1313 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Montesinos-Lopez, O.A. |
| Miscellaneous information | Genetic Resources Program |
| Field link and sequence number | I1706800 |
| 9 (RLIN) | 2700 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Gerard, G.S. |
| Field link and sequence number | 1713398 |
| Miscellaneous information | Global Wheat Program |
| 9 (RLIN) | 11490 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Velu, G. |
| Miscellaneous information | Global Wheat Program |
| Field link and sequence number | INT2983 |
| 9 (RLIN) | 880 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tarekegn, Z.T. |
| Field link and sequence number | 001713397 |
| Miscellaneous information | Global Wheat Program |
| 9 (RLIN) | 31150 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Montesinos-Lopez, A. |
| 9 (RLIN) | 2702 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Dreisigacker, S. |
| Miscellaneous information | Global Wheat Program |
| Field link and sequence number | INT2692 |
| 9 (RLIN) | 851 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pacheco Gil, R.A. |
| Field link and sequence number | N1705917 |
| Miscellaneous information | Genetic Resources Program |
| 9 (RLIN) | 6455 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Toledo, F.H. |
| Miscellaneous information | Genetic Resources Program |
| Field link and sequence number | I1706676 |
| 9 (RLIN) | 1999 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Saint Pierre, C. |
| Miscellaneous information | Global Wheat Program |
| Field link and sequence number | INT2731 |
| 9 (RLIN) | 855 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Perez-Rodriguez, P. |
| 9 (RLIN) | 2703 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Gardner, K.A. |
| Field link and sequence number | 001712617 |
| Miscellaneous information | Genetic Resources Program |
| 9 (RLIN) | 17393 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Crespo-Herrera, L.A. |
| Miscellaneous information | Global Wheat Program |
| Field link and sequence number | I1706538 |
| 9 (RLIN) | 2608 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Crossa, J. |
| Miscellaneous information | Genetic Resources Program |
| Field link and sequence number | CCJL01 |
| 9 (RLIN) | 59 |
| 773 0# - HOST ITEM ENTRY | |
| Title | G3: Genes, Genomes, Genetics |
| Place, publisher, and date of publication | Bethesda, MD (United States of America) : Oxford University Press, 2025 |
| International Standard Serial Number | 2160-1836 |
| Related parts | v. 15, no. 4, art. jkaf038 |
| Record control number | 56922 |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Link text | Open Access through DSpace |
| Uniform Resource Identifier | https://hdl.handle.net/10883/35621 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 04/13/2025 | 04/13/2025 | Article | Not Lost | Dewey Decimal Classification | CIMMYT Staff Publications Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 04/13/2025 |