Genomic prediction accuracy in CIMMYT's East African maize breeding program (Record no. 8706)
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fixed length control field | 02674nam a22003497a 4500 |
001 - CONTROL NUMBER | |
control field | G98617 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | MX-TxCIM |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240919020942.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 121211s ||||f| 0 p|p||0|| | |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | MX-TxCIM |
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) | |
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) | CIS-7466 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Edriss, V. |
Affiliation | Plant and Animal Genome (PAG) XXII; The Largest Ag-Genomics Meeting in the World; San Diego, CA (USA); 11-15 Jan 2014 |
245 00 - TITLE STATEMENT | |
Title | Genomic prediction accuracy in CIMMYT's East African maize breeding program |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Date of publication, distribution, etc. | 2014 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 1 page |
500 ## - GENERAL NOTE | |
General note | Abstract only |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Genomic prediction is a new method that uses markers across the whole genome to predict individual breeding values at an early growth stage. One of the applications of genomic prediction in plant breeding is to help the breeder select beneficial crosses to create the next generation. The aim of this study was to investigate the genomic prediction accuracy of the diverse population of CIMMYT's East African maize breeding program. The genotypic dataset contains 2022 lines and 66K SNP markers from genotyping by sequencing. The phenotypic data consists of yield evaluations from 154 trials. Genomic prediction was done in two steps: first the BLUP for each line was estimated by considering trial, block and tester effects. In the second step direct genomic values (DGVs) were predicted from BLUPs using ridge regression (rrBLUP). Cross validation was used to estimate the accuracies and it was repeated 50 times. In each cross validation a random 30% of the lines were considered the test population and the rest of the lines were the training population. To visualize the diversity of the population principle component analysis (PCA) was done. The results showed there are five clusters of lines in the population. Genomic prediction was done for each cluster and for all lines. The accuracies varied between 0.28 and 0.41 for different clusters and 0.36 for all lines. These accuracies show promise for implementing genomic prediction in CIMMYT's East African maize breeding program. |
536 ## - FUNDING INFORMATION NOTE | |
Text of note | Global Maize Program|Genetic Resources Program |
546 ## - LANGUAGE NOTE | |
Language note | English |
594 ## - STAFFID | |
StaffID | INT2765|INT2869|INT3400|CCJL01|INT3333 |
595 ## - COLLECTION | |
Collection | CIMMYT Staff Publications Collection |
700 1# - ADDED ENTRY--PERSONAL NAME | |
9 (RLIN) | 2093 |
Personal name | Jannink, J.L. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Olsen, M.S., |
Relator term | coaut. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
9 (RLIN) | 2094 |
Personal name | Sorrells, M.E. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Xuecai Zhang, |
Relator term | coaut. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
9 (RLIN) | 858 |
Personal name | Makumbi, D. |
Miscellaneous information | Global Maize Program |
Field link and sequence number | INT2765 |
700 1# - ADDED ENTRY--PERSONAL NAME | |
9 (RLIN) | 869 |
Personal name | Fentaye Kassa Semagn |
Miscellaneous information | Global Maize Program |
Field link and sequence number | INT2869 |
Relator term | coaut. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
9 (RLIN) | 962 |
Personal name | Jumbo, M.B. |
Miscellaneous information | Global Maize Program |
Field link and sequence number | INT3488 |
Relator term | coaut. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Crossa, J. |
Miscellaneous information | Genetic Resources Program |
Field link and sequence number | CCJL01 |
9 (RLIN) | 59 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Conference proceedings |
Date last seen | Total Checkouts | Full call number | Price effective from | Koha item type | Lost status | Damaged status | Not for loan | Collection code | Withdrawn status | Home library | Current library | Date acquired |
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07/10/2017 | CIS-7466 | 07/10/2017 | Conference proceedings | Not Lost | CIMMYT Staff Publications Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 07/10/2017 |