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http://dx.doi.org/10.5713/ajas.2008.80020

Maximizing the Selection Response by Optimal Quantitative Trait Loci Selection and Control of Inbreeding in a Population with Different Lifetimes between Sires and Dams  

Tang, G.Q. (College of Animal Science and Technology, Sichuan Agricultural University)
Li, X.W. (College of Animal Science and Technology, Sichuan Agricultural University)
Zhu, L. (College of Animal Science and Technology, Sichuan Agricultural University)
Shuai, S.R. (College of Animal Science and Technology, Sichuan Agricultural University)
Bai, L. (College of Animal Science and Technology, Sichuan Agricultural University)
Publication Information
Asian-Australasian Journal of Animal Sciences / v.21, no.11, 2008 , pp. 1559-1571 More about this Journal
Abstract
A rule was developed to constrain the annual rate of inbreeding to a predefined value in a population with different lifetimes between sires and dams, and to maximize the selection response over generations. This rule considers that the animals in a population should be divided into sex-age classes based on the theory of gene flow, and restricts the increase of average inbreeding coefficient for new offspring by limiting the increase of the mean additive genetic relationship for parents selected. The optimization problem of this rule was formulated as a quadratic programming problem. Inputs for the rule were the BLUP estimated breeding values, the additive genetic relationship matrix of all animals, and the long-term contributions of sex-age classes. Outputs were optimal number and contributions of selected animals. In addition, this rule was combined with the optimization of emphasis given to QTL, and further increased the genetic gain over the planning horizon. Stochastic simulations of closed nucleus schemes for pigs were used to investigate the potential advantages obtained from this rule by combining the standard QTL selection, optimal QTL selection and conventional BLUP selection. Results showed that the predefined rates of inbreeding were actually achieved by this rule in three selection strategies. The rule obtained up to 9.23% extra genetic gain over truncation selection at the same rates of inbreeding. The combination of the extended rule and the optimization of emphasis given to QTL allowed substantial increases in selection response at a fixed annual rate of inbreeding, and solved substantially the conflict between short-term and long-term selection response in QTL-assisted selection schemes.
Keywords
Selection; Optimization; Quantitative Trait Loci; Inbreeding Restriction;
Citations & Related Records
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1 Gibson, J. P. 1994. Short-term gain at the expense of long-term response with selection of identified loci. Proc. 5th World Cong. Genet. Appl. Livest. Prod. 21:201-204.
2 Kim, J. J. and F. Farnir. 2006. Evaluation of a fine-mapping method exploiting linkage disequilibrium in livestock populations: Simulation study. Asian-Aust. J. Anim. Sci. 19:1702-1710.   과학기술학회마을   DOI
3 Ruane, J. and J. J. Colleau. 1995. Marker assisted selection for genetic improvement of animal populations when a single QTL is marked. Genet. Res. 66:71-83.   DOI   ScienceOn
4 Kim, S., A. Salces, H. Min, K. Cho and H. Kim. 2006. Inbreeding levels and pedigree structure of landrace, yorkshire and duroc populations of major swine breeding farms in Republic of Korea. Asian-Aust. J. Anim. Sci. 19:1217-1224.   과학기술학회마을   DOI
5 Larzul, C., E. Manfredi and J. M. Elsen. 1997. Potential gain from including major gene information in breeding value estimation. Genet. Sel. Evol. 29:161-184.   DOI   ScienceOn
6 Meuwissen, T. H. E. 1997. Maximizing the response of selection with predefined rate of inbreeding. J. Anim. Sci. 75:934-940.   DOI
7 Meuwissen, T. H. E. and A. K. Sonesson. 1998. Maximizing the response of selection with a predefined rate of inbreeding: overlapping generations. J. Anim. Sci. 76:2575-2583.   DOI
8 Dekkers, J. C. M. and J. A. M. Van Arendonk. 1998. Optimizing selection for quantitative traits with information on an identified locus in outbred populations. Genet. Res. 71:257-275.   DOI   ScienceOn
9 Abdel-Azim, G. and A. E. Freeman. 2002. Superiority of QTL-assisted selection in dairy cattle breeding schemes. J. Dairy Sci. 85:1869-1880.   DOI   ScienceOn
10 Chakraborty, R., L. Moreau and J. C. M. Dekkers. 2002. A method to optimize selection on multiple identified quantitative trait loci. Genet. Sel. Evol. 34:145-170.   DOI   ScienceOn
11 Dekkers, J. C. M., R. Chakraborty and L. Moreau. 2002. Optimal selection on two quantitative trait loci with linkage. Genet. Sel. Evol. 34:171-192.   DOI   ScienceOn
12 Eisen, E. J. 2007. Animal breeding: What does the future hold?, Asian-Aust. J. Anim. Sci. 20:453-460.   과학기술학회마을   DOI
13 Falconer, D. S. and T. F. C. Mackay. 1996. Introduction to Quantitative Genetics. Longman. Harlow.
14 Pong-Wong, R. and J. A. Woolliams. 1998. Response to mass selection when an identified major gene is segregating. Genet. Sel. Evol. 30:313-337.   DOI
15 Soller, M. 1978. The use of loci associated with quantitative effects in dairy cattle improvement. Anim. Prod. 27:133-139.
16 Sonesson, A. K., B. Grundy, J. A. Woolliams and T. H. E. Meuwissen. 2000. Selection with control of inbreeding in populations with overlapping generations: a comparison of method. Anim. Sci. 70:1-8.   DOI
17 Villanueva, B., R. Pong-Wong and B. Grundy. 1999. Potential benefit from using an identified major gene and BLUP evaluation with truncation and optimal selection. Genet. Sel. Evol. 31:115-133.   DOI   ScienceOn
18 Spelman, R. J. and D. J. Garrick. 1998. Genetic and economic responses for within-family marker-assisted selection in dairy cattle breeding schemes. J. Dairy Sci. 81:2942-2950.   DOI   ScienceOn
19 Tang, G. Q. and X. W. Li. 2006. Optimal multiple trait selection for multiple linked quantitative trait loci. Acta Genetica Sinica 33:220-229.   DOI   ScienceOn
20 Tang, G. Q. and X. W. Li. 2006. Optimizing selection on multiple identified quantitative trait loci in population with overlapping generations. Acta Genetica Sinica 33:429-440.   DOI   ScienceOn
21 Grundy, B., B. Villanueva and J. A. Woolliams. 1998. Dynamic selection procedures for constrained inbreeding and their consequences for pedigree development. Genet. Res. 72:159-168.   DOI   ScienceOn
22 Grundy, B., B. Villanueva and J. A. Woolliams. 2000. Dynamic selection for maximizing response with constrained inbreeding in schemes with overlapping generations. Anim. Sci. 70:373-382.   DOI
23 Hill, W. G. 1974. Prediction and evaluation of response to selection with overlapping generations. Anim. Prod. 18:117-139   DOI
24 Villanueva, B., J. C. M. Dekkers, J. A. Woollliams and P. Settar. 2004. Maximizing genetic gain over multiple generations with quantitative trait locus selection and control of inbreeding. J. Anim. Sci. 82:1305-1314.   DOI
25 Villanueva, B., R. Pong-Wong and J. A. Woollliams. 2002. Marker assisted selection with optimized contribution of candidates to selection. Genet. Sel. Evol. 34:679-703.   DOI   ScienceOn