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Investigating the benefits and perils of importing genetic material in small cattle breeding programs via simulation
ID
Obšteter, Jana
(
Author
),
ID
Jenko, Janez
(
Author
),
ID
Pocrnić, Ivan
(
Author
),
ID
Gorjanc, Gregor
(
Author
)
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MD5: E26F5A20E40569D684A10CF695491810
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https://www.sciencedirect.com/science/article/pii/S0022030223003855
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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.
Language:
English
Keywords:
cattle breeding
,
import
,
genetic gain
,
partition analysis
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
BF - Biotechnical Faculty
Publication status:
Published
Publication version:
Version of Record
Year:
2023
Number of pages:
Str. 5593-5605
Numbering:
Vol. 106, no. 8
PID:
20.500.12556/RUL-153145
UDC:
636.2:575
ISSN on article:
1525-3198
DOI:
10.3168/jds.2022-23132
COBISS.SI-ID:
159272963
Publication date in RUL:
19.12.2023
Views:
661
Downloads:
43
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Record is a part of a journal
Title:
Journal of dairy science
Shortened title:
J. dairy sci.
Publisher:
Elsevier, Fass, American Dairy Science Association
ISSN:
1525-3198
COBISS.SI-ID:
520752665
Licences
License:
CC BY 4.0, Creative Commons Attribution 4.0 International
Link:
http://creativecommons.org/licenses/by/4.0/
Description:
This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Secondary language
Language:
Slovenian
Keywords:
govedo
,
genetika
,
genetski napredek
,
rejski načrti
Projects
Funder:
ARRS - Slovenian Research Agency
Project number:
P4-0133
Name:
Trajnostno kmetijstvo
Funder:
UKRI - UK Research and Innovation
Funding programme:
BBSRC, ISP
Project number:
BBS/E/D/30002275
Funder:
Other - Other funder or multiple funders
Funding programme:
Norwey, Research Council
Project number:
309611
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