GS4PB : (Record no. 69754)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03229nab|a22004217a|4500 |
| 001 - CONTROL NUMBER | |
| control field | 69754 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260108111214.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 202512s2025||||xxu|||p|op||||00||0|eng|d |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1940-3372 |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1940-3372 (Online) |
| 024 8# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | https://doi.org/10.1002/tpg2.70150 |
| 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 | Ramasubramanian, V. |
| 9 (RLIN) | 37528 |
| 245 10 - TITLE STATEMENT | |
| Title | GS4PB : |
| Remainder of title | An R Shiny application to facilitate a genomic selection pipeline for plant breeding |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | United States of America : |
| Name of publisher, distributor, etc. | Wiley, |
| 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. | The implementation of genomics-assisted breeding methodologies is helping to drive the genetic gain required to meet the grand challenge of producing more food using fewer resources in the face of a changing climate. Despite the documented usefulness of genomics-assisted breeding toward this end, its full infusion into most small- and medium-sized breeding programs is still incomplete. One major reason for limited routine application of genomic selection among most such programs is the lack of a single integrated software tool capable of assisting breeders throughout the entire genomic prediction pipeline. To help address this need, we have implemented a streamlined genomic prediction and selection pipeline designed for plant breeding programs using open-source tools. The steps implemented in the pipeline include processing genotypic data (e.g., filtering and imputing genotypic data), merging genotypic and phenotypic data, collecting enviromics covariates, estimating environmental kinship, optimizing training sets, cross-validating genomic prediction models, and implementing genomic prediction for single or multiple traits across single or multiple environments. Herein, we describe an R Shiny web application named "GS4PB" (Genomic Selection For Plant Breeding) that implements the above steps in the pipeline and discuss the rationale for each of the tools in the pipeline. We used this GS4PB application to conduct an experiment comparing phenotypic and genomic selection, and showed genomic selection worked as well as phenotypic selection for advancement of breeding lines. This publicly available analysis tool will help to lower entry barriers into advanced techniques of genomic prediction, enabling breeders to take advantage of these technologies to help drive genetic gain. |
| 546 ## - LANGUAGE NOTE | |
| Language note | Text in English |
| 597 ## - CGIAR Initiative | |
| Donor or Funder | North Central Soybean Research Program |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Genomic selection |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1513 |
| 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 | Pipes |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 1868 |
| 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 | Genetic gain |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 2091 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Wartha, C.A. |
| 9 (RLIN) | 41032 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Singh, L. |
| 9 (RLIN) | 41033 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Field link and sequence number | 001713327 |
| Personal name | Vitale, P. |
| Miscellaneous information | Genetic Resources Program |
| 9 (RLIN) | 31497 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sushan Ru |
| 9 (RLIN) | 41034 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Bhusal, S.J. |
| 9 (RLIN) | 41035 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Lorenz, A.J. |
| 9 (RLIN) | 11721 |
| 773 0# - HOST ITEM ENTRY | |
| Title | Plant Genome |
| Related parts | v. 18, no. 4, e70150 |
| Place, publisher, and date of publication | United States of America : Wiley, 2025. |
| Record control number | G94757 |
| International Standard Serial Number | 1940-3372 |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Link text | Open Access through DSpace |
| Uniform Resource Identifier | https://hdl.handle.net/10883/36658 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01/07/2026 | 01/07/2026 | Article | Not Lost | Dewey Decimal Classification | CIMMYT Staff Publications Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 01/07/2026 |