Abstract #534
Section: Breeding and Genetics
Session: Breeding and Genetics: Genomic methods
Format: Oral
Day/Time: Tuesday 2:00 PM–2:15 PM
Location: Panzacola F-3
Session: Breeding and Genetics: Genomic methods
Format: Oral
Day/Time: Tuesday 2:00 PM–2:15 PM
Location: Panzacola F-3
# 534
Use of genomic recursions in single-step genomic BLUP with a large number of genotypes.
Breno D. Fragomeni*1, Daniela A. L. Lourenco1, Shogo Tsuruta1, Yutaka Masuda1, Ignacio Aguilar2, Andres Legarra3, Thomas J. Lawlor4, Ignacy Misztal1, 1Department of Animal and Dairy Science, University of Georgia, Athens, GA, 2Instituto Nacional de Investigacion Agropecuaria, Las Brujas, Canelones, Uruguay, 3INRA, UMR1388 GenePhySE, Castanet Tolosan, France, 4Holstein Association USA Inc, Brattleboro, VT.
Key Words: single-step method, genomic selection, genomic recursion
Use of genomic recursions in single-step genomic BLUP with a large number of genotypes.
Breno D. Fragomeni*1, Daniela A. L. Lourenco1, Shogo Tsuruta1, Yutaka Masuda1, Ignacio Aguilar2, Andres Legarra3, Thomas J. Lawlor4, Ignacy Misztal1, 1Department of Animal and Dairy Science, University of Georgia, Athens, GA, 2Instituto Nacional de Investigacion Agropecuaria, Las Brujas, Canelones, Uruguay, 3INRA, UMR1388 GenePhySE, Castanet Tolosan, France, 4Holstein Association USA Inc, Brattleboro, VT.
The purpose of this study was to evaluate accuracy of genomic selection in single-step genomic BLUP (ssGBLUP) when the inverse of the genomic relationship matrix (G) is derived by the APY (algorithm for proven and young animals). This algorithm implements genomic recursions on a subset of “proven” animals. Only a matrix due to the subset needs to be inverted and extra costs of adding “young” animals are linear. Analyses involved 10,102,702 Holsteins with final scores on 6,930,618 cows. A total of 100k animals with genotypes included 23k sires (16k with more than 5 progenies), 27k cows, and 50k young animals. Genomic EBV (GEBV) were calculated with a regular inverse of G, and with the G inverse approximated by APY. Initially, animals in the “proven” subset included only sires or cows. Later, animals in the “proven” subset were randomly sampled from all genotyped animals in sets of 5k, 10k, and 20k; each sample was replicated 4 times. Genomic EBV with APY were accurate when the number of animals in the “proven” subset was ≥10k, with little difference between the ways of creating the subset. Numerical properties as shown by the number of rounds to convergence were best with random subsets. The ssGBLUP with APY can accommodate a large number of genotypes at low cost and with high accuracy.
Table 1. Correlations (or range of correlations) between genomic EBV with regular and APY ssGBLUP for young genotyped animals and rounds to convergence for different subset of animals used in recursions
Definition of subset | Animals in subset | Correlation | Rounds to convergence |
All | 100,000 | 1.00 | 567 |
Sires | 23,174 | 0.99 | 432 |
Cows | 27,215 | 0.99 | 797 |
2k random | 2,000 | 0.94 | 356 |
5k random | 5,000 | 0.97 | 360 |
10k random | 10,000 | 0.99 | 396 |
20k random | 20,000 | 0.99 | 420 |
Key Words: single-step method, genomic selection, genomic recursion