Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation
ABSTRACT: Small breeding programs are limited in achieving competitive genetic gain and prone to high rates of inbreeding. Thus, they often import genetic material to increase genetic gain and to limit the loss of genetic variability. However, the benefit of import depends on the strength of genotyp...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Elsevier
2023-08-01
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| Series: | Journal of Dairy Science |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S0022030223003855 |
| _version_ | 1797774794767204352 |
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| author | J. Obšteter J. Jenko I. Pocrnic G. Gorjanc |
| author_facet | J. Obšteter J. Jenko I. Pocrnic G. Gorjanc |
| author_sort | J. Obšteter |
| collection | DOAJ |
| description | ABSTRACT: Small breeding programs are limited in achieving competitive genetic gain and prone to high rates of inbreeding. Thus, they often import genetic material to increase genetic gain and to limit the loss of genetic variability. However, the benefit of import depends on the strength of genotype-by-environment interaction. Import also diminishes the relevance of domestic selection and the use of domestic breeding animals. Introduction of genomic selection has potentially exacerbated this issue, but is also opening the potential for smaller breeding programs. The aim of this paper was to determine when and to what extent small breeding programs benefit from importing genetic material by quantifying the genetic gain as well as the sources of genetic gain. We simulated 2 cattle breeding programs of the same breed that represented a large foreign and a small domestic breeding program. The programs differed in selection parameters of sire selection, and in the initial genetic mean and annual genetic gain. We evaluated a control scenario without the use of foreign sires in the domestic breeding program and 24 scenarios that varied the percentage of domestic dams mated with foreign sires, the genetic correlation between the breeding programs (0.8 or 0.9), and the time of implementing genomic selection in the domestic compared with the foreign breeding program (concurrently or with a 10-yr delay). We compared the scenarios based on the genetic gain and genic standard deviation. Finally, we partitioned breeding values and genetic trends of the scenarios to quantify the contribution of domestic selection and import to the domestic genetic gain. The simulation revealed that when both breeding programs implemented genomic selection simultaneously, the use of foreign sires increased domestic genetic gain only when genetic correlation was 0.9 (10%–18% increase). In contrast, when the domestic breeding program implemented genomic selection with a 10-yr delay, import increased genetic gain at both tested correlations, 0.8 (5%–23% increase) and 0.9 (15%–53% increase). The increase was significant when we mated at least 10% or 25% domestic females with foreign sires and increased with the increasing use of foreign sires, but with a diminishing return. The partitioning analysis revealed that the contribution of import expectedly increased with the increased use of foreign sires. However, the increase did not depend on the genetic correlation and was not proportional to the increase in domestic genetic gain. This represents a peril for small breeding programs because they could be overly relying on import with diminishing returns for the genetic gain, marginal benefit for the genetic variability, and large loss of the domestic germplasm. The benefit and peril of import depends on an interplay of genetic correlation, extent of using foreign sires, and a breeding scheme. It is therefore crucial that small breeding programs assess the possible benefits of import beyond domestic selection. The benefit of import should be weighed against the perils of decreased use of domestic sires and decreased contribution and value of domestic selection. |
| first_indexed | 2024-03-12T22:26:23Z |
| format | Article |
| id | doaj.art-246a4b71d6254350a7d2f6a3f340406e |
| institution | Directory Open Access Journal |
| issn | 0022-0302 |
| language | English |
| last_indexed | 2024-03-12T22:26:23Z |
| publishDate | 2023-08-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Journal of Dairy Science |
| spelling | doaj.art-246a4b71d6254350a7d2f6a3f340406e2023-07-22T04:51:06ZengElsevierJournal of Dairy Science0022-03022023-08-01106855935605Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulationJ. Obšteter0J. Jenko1I. Pocrnic2G. Gorjanc3Department of Animal Science, Agricultural Institute of Slovenia, 1000, Ljubljana, Slovenia; Corresponding authorGeno Breeding and A.I. Association, N-2317, Hamar, NorwayThe Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, EH25 9RG, Edinburgh, United KingdomThe Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, EH25 9RG, Edinburgh, United Kingdom; Biotechnical Faculty, University of Ljubljana, 1000, Ljubljana, SloveniaABSTRACT: Small breeding programs are limited in achieving competitive genetic gain and prone to high rates of inbreeding. Thus, they often import genetic material to increase genetic gain and to limit the loss of genetic variability. However, the benefit of import depends on the strength of genotype-by-environment interaction. Import also diminishes the relevance of domestic selection and the use of domestic breeding animals. Introduction of genomic selection has potentially exacerbated this issue, but is also opening the potential for smaller breeding programs. The aim of this paper was to determine when and to what extent small breeding programs benefit from importing genetic material by quantifying the genetic gain as well as the sources of genetic gain. We simulated 2 cattle breeding programs of the same breed that represented a large foreign and a small domestic breeding program. The programs differed in selection parameters of sire selection, and in the initial genetic mean and annual genetic gain. We evaluated a control scenario without the use of foreign sires in the domestic breeding program and 24 scenarios that varied the percentage of domestic dams mated with foreign sires, the genetic correlation between the breeding programs (0.8 or 0.9), and the time of implementing genomic selection in the domestic compared with the foreign breeding program (concurrently or with a 10-yr delay). We compared the scenarios based on the genetic gain and genic standard deviation. Finally, we partitioned breeding values and genetic trends of the scenarios to quantify the contribution of domestic selection and import to the domestic genetic gain. The simulation revealed that when both breeding programs implemented genomic selection simultaneously, the use of foreign sires increased domestic genetic gain only when genetic correlation was 0.9 (10%–18% increase). In contrast, when the domestic breeding program implemented genomic selection with a 10-yr delay, import increased genetic gain at both tested correlations, 0.8 (5%–23% increase) and 0.9 (15%–53% increase). The increase was significant when we mated at least 10% or 25% domestic females with foreign sires and increased with the increasing use of foreign sires, but with a diminishing return. The partitioning analysis revealed that the contribution of import expectedly increased with the increased use of foreign sires. However, the increase did not depend on the genetic correlation and was not proportional to the increase in domestic genetic gain. This represents a peril for small breeding programs because they could be overly relying on import with diminishing returns for the genetic gain, marginal benefit for the genetic variability, and large loss of the domestic germplasm. The benefit and peril of import depends on an interplay of genetic correlation, extent of using foreign sires, and a breeding scheme. It is therefore crucial that small breeding programs assess the possible benefits of import beyond domestic selection. The benefit of import should be weighed against the perils of decreased use of domestic sires and decreased contribution and value of domestic selection.http://www.sciencedirect.com/science/article/pii/S0022030223003855cattle breedingimportgenetic gainpartition analysis |
| spellingShingle | J. Obšteter J. Jenko I. Pocrnic G. Gorjanc Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation Journal of Dairy Science cattle breeding import genetic gain partition analysis |
| title | Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| title_full | Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| title_fullStr | Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| title_full_unstemmed | Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| title_short | Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| title_sort | investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation |
| topic | cattle breeding import genetic gain partition analysis |
| url | http://www.sciencedirect.com/science/article/pii/S0022030223003855 |
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