Expanding genomic prediction in plant breeding : (Record no. 68675)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03670nab|a22006617a|4500 |
| 001 - CONTROL NUMBER | |
| control field | 68675 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251215084505.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 20251ss2025|||m-us||ppopp|||00||0|eengdd |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1360-1385 |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1878-4372 (Online) |
| 024 8# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | https://doi.org/10.1016/j.tplants.2024.12.009 |
| 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 | Crossa, J. |
| Miscellaneous information | Genetic Resources Program |
| Field link and sequence number | CCJL01 |
| 9 (RLIN) | 59 |
| 245 10 - TITLE STATEMENT | |
| Title | Expanding genomic prediction in plant breeding : |
| Remainder of title | harnessing big data, machine learning, and advanced software |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | United States of America : |
| Name of publisher, distributor, etc. | Elsevier Ltd., |
| 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. | With growing evidence that genomic selection (GS) improves genetic gains in plant breeding, it is timely to review the key factors that improve its efficiency. In this feature review, we focus on the statistical machine learning (ML) methods and software that are democratizing GS methodology. We outline the principles of genomic-enabled prediction and discuss how statistical ML tools enhance GS efficiency with big data. Additionally, we examine various statistical ML tools developed in recent years for predicting traits across continuous, binary, categorical, and count phenotypes. We highlight the unique advantages of deep learning (DL) models used in genomic prediction (GP). Finally, we review software developed to democratize the use of GP models and recent data management tools that support the adoption of GS methodology. |
| 546 ## - LANGUAGE NOTE | |
| Language note | Text in English |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Martini, J.W.R. : Not CIMMYT Affiliation |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Costa-Neto, G. : Not CIMMYT Affiliation |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Bentley, A.R. : Not CIMMYT Affiliation |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Montesinos-Lopez, O.A. : Not CIMMYT Affiliation |
| 597 ## - CGIAR Initiative | |
| CGIAR Initiative | Accelerated Breeding |
| Donor or Funder | CGIAR Trust Fund |
| CGSpace handle | https://hdl.handle.net/10568/173853 |
| Program & Accelerators | Breeding for Tomorrow |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Models |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 4859 |
| 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 | 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 | Software development |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 3719 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Marker-assisted selection |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 10737 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Statistical methods |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 2624 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Machine learning |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 11127 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Field link and sequence number | 001712002 |
| Personal name | Martini, J.W.R. |
| Miscellaneous information | Genetic Resources Program |
| 9 (RLIN) | 11082 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Field link and sequence number | 001713327 |
| Personal name | Vitale, P. |
| Miscellaneous information | Global Wheat Program |
| -- | Genetic Resources Program |
| 9 (RLIN) | 31497 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Perez-Rodriguez, P. |
| 9 (RLIN) | 2703 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Costa-Neto, G. |
| Field link and sequence number | 001712813 |
| Miscellaneous information | Genetic Resources Program |
| 9 (RLIN) | 15939 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Fritsche-Neto, R. |
| 9 (RLIN) | 6507 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Runcie, D.E. |
| 9 (RLIN) | 23719 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Cuevas, J. |
| 9 (RLIN) | 4437 |
| 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 | Huihui Li |
| Miscellaneous information | Genetic Resources Program |
| Field link and sequence number | CLIH01 |
| 9 (RLIN) | 764 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | De Vita, P. |
| 9 (RLIN) | 25216 |
| 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 | Dreisigacker, S. |
| Miscellaneous information | Global Wheat Program |
| Field link and sequence number | INT2692 |
| 9 (RLIN) | 851 |
| 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 | 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 | Bentley, A.R. |
| Field link and sequence number | 001712492 |
| Miscellaneous information | Formerly Global Wheat Program |
| 9 (RLIN) | 9599 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Lillemo, M. |
| 9 (RLIN) | 1659 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ortiz, R. |
| 9 (RLIN) | 5322 |
| 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 | Montesinos-Lopez, A. |
| 9 (RLIN) | 2702 |
| 773 0# - HOST ITEM ENTRY | |
| Place, publisher, and date of publication | United States of America : Elsevier Ltd., 2025. |
| Title | Trends in Plant Science |
| Related parts | v. 30, no. 7, p. 756-774 |
| Record control number | G93809 |
| International Standard Serial Number | 1360-1385 |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Link text | Open Access through DSpace |
| Uniform Resource Identifier | https://hdl.handle.net/10883/35536 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 03/02/2025 | 03/02/2025 | Article | Not Lost | Dewey Decimal Classification | CIMMYT Staff Publications Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 03/02/2025 |