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Accurate Estimation of Effective Population Size in the Korean Dairy Cattle Based on Linkage Disequilibrium Corrected by Genomic Relationship Matrix

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초록

Linkage disequilibrium between markers or genetic variants underlying interesting traits affects many genomic methodologies. In many genomic methodologies, the effective population size (Ne) is important to assess the genetic diversity of animal populations. In this study, dairy cattle were genotyped using the Illumina BovineHD Genotyping BeadChips for over 777,000 SNPs located across all autosomes, mitochondria and sex chromosomes, and 70,000 autosomal SNPs were selected randomly for the final analysis. We characterized more accurate linkage disequilibrium in a sample of 96 dairy cattle producing milk in Korea. Estimated linkage disequilibrium was relatively high between closely linked markers (>0.6 at 10 kb) and decreased with increasing distance. Using formulae that related the expected linkage disequilibrium to Ne, and assuming a constant actual population size, Ne was estimated to be approximately 122 in this population. Historical Ne, calculated assuming linear population growth, was suggestive of a rapid increase Ne over the past 10 generations, and increased slowly thereafter. Additionally, we corrected the genomic relationship structure per chromosome in calculating r2 and estimated Ne. The observed Ne based on r2 corrected by genomics relationship structure can be rationalized using current knowledge of the history of the dairy cattle breeds producing milk in Korea.

Abstract

Linkage disequilibrium between markers or genetic variants underlying interesting traits affects many genomic methodologies. In many genomic methodologies, the effective population size (Ne) is important to assess the genetic diversity of animal populations. In this study, dairy cattle were genotyped using the Illumina BovineHD Genotyping BeadChips for over 777,000 SNPs located across all autosomes, mitochondria and sex chromosomes, and 70,000 autosomal SNPs were selected randomly for the final analysis. We characterized more accurate linkage disequilibrium in a sample of 96 dairy cattle producing milk in Korea. Estimated linkage disequilibrium was relatively high between closely linked markers (>0.6 at 10 kb) and decreased with increasing distance. Using formulae that related the expected linkage disequilibrium to Ne, and assuming a constant actual population size, Ne was estimated to be approximately 122 in this population. Historical Ne, calculated assuming linear population growth, was suggestive of a rapid increase Ne over the past 10 generations, and increased slowly thereafter. Additionally, we corrected the genomic relationship structure per chromosome in calculating r2 and estimated Ne. The observed Ne based on r2 corrected by genomics relationship structure can be rationalized using current knowledge of the history of the dairy cattle breeds producing milk in Korea.

참고문헌 (34)

  1. Ardlie, K. G., "Patterns of linkage disequilibrium in the human genome", Nat. Rev. Genet, 3, pp.299~309 (2002)
  2. Arias, J. A., "A high density linkage map of the bovine genome", BMC Genet, 10, pp.18~ (2009)
  3. Calus, M., "Accuracy of genomic selection using different methods to define haplotypes", Genetics, 178, pp.553~561 (2008)
  4. Corbin, L., "The impact of method on the estimated effective population size of a Thoroughbred population using genotype data", Proceedings of the 9th World Congress on Genetics Applied to Livestock Production (2010)
  5. Corbin, L., "Linkage disequilibrium and historical effective population size in the Thoroughbred horse", Anim. Genet, 41, pp.8~15 (2010)
  6. Daetwyler, H. D., "The impact of genetic architecture on genome-wide evaluation methods", Genetics, 185, pp.1021~1031 (2010)
  7. De Roos, A., "Linkage disequilibrium and persistence of phase in Holstein-Friesian, Jersey and Angus cattle", Genetics, 179, pp.1503~1512 (2008)
  8. DerSimonian, R., "Meta-analysis in clinical trials", Control. Clin. Trials, 7, pp.177~188 (1986)
  9. Du, F. -X., "Characterizing linkage disequilibrium in pig populations", Int. J. Biol. Sci, 3, pp.166~178 (2007)
  10. Falconer, D. S., "Introduction to Quantitative Genetics(4th edn)", Trends in Genetics, 12, pp.280~ (1996)
  11. Flury, C., "Effective population size of an indigenous Swiss cattle breed estimated from linkage disequilibrium", J. Anim. Breed. Genet, 127, pp.339~347 (2010)
  12. Goddard, K. A., "Linkage disequilibrium and allele-frequency distributions for 114 single-nucleotide polymorphisms in five populations", Am. J. Hum. Genet, 66, pp.216~234 (2000)
  13. Hayes, B., "Invited review: Genomic selection in dairy cattle: Progress and challenges", J. Dairy Sci, 92, pp.433~443 (2009)
  14. Hayes, B., "Prediction of total genetic value using genome-wide dense marker maps", Genetics, 157, pp.1819~1829 (2001)
  15. Hayes, B. J., "Novel multilocus measure of linkage disequilibrium to estimate past effective population size", Genome Res, 13, pp.635~643 (2003)
  16. Hill, W., "Linkage disequilibrium in finite populations", Theor. Appl. Genet, 38, pp.226~231 (1968)
  17. Huang, W., "A genome‐wide association study using selective DNA pooling identifies candidate markers for fertility in Holstein cattle", Anim. Genet, 41, pp.570~578 (2010)
  18. Jiang, L., "Genome wide association studies for milk production traits in Chinese Holstein population", PLoS One, 5(10), pp.13661~ (2010)
  19. Khatkar, M. S., "Extent of genome-wide linkage disequilibrium in Australian Holstein-Friesian cattle based on a high-density SNP panel", BMC Genomics, 9, pp.187~ (2008)
  20. Mangin, B., "Novel measures of linkage disequilibrium that correct the bias due to population structure and relatedness", Heredity, 108, pp.285~291 (2012)
  21. Muir, W., "Review of the initial validation and characterization of a 3K chicken SNP array", World's Poult. Sci. J, 64, pp.219~226 (2008)
  22. Purcell, S., "PLINK: a tool set for whole-genome association and population-based linkage analyses", Am. J. Hum. Genet, 81, pp.559~575 (2007)
  23. Qanbari, S., "The pattern of linkage disequilibrium in German Holstein cattle", Anim. Genet, 41, pp.346~356 (2010)
  24. Sahana, G., "Genome‐wide association mapping for female fertility traits in Danish and Swedish Holstein cattle", Anim. Genet, 41, pp.579~588 (2010)
  25. Schaeffer, L., "Strategy for applying genome‐wide selection in dairy cattle", J. Anim. Breed. Genet, 123, pp.218~223 (2006)
  26. Shifman, S., "Linkage disequilibrium patterns of the human genome across populations", Hum. Mol. Genet, 12, pp.771~776 (2003)
  27. Sved, J., "Linkage disequilibrium and homozygosity of chromosome segments in finite populations", Theor. Popul. Biol, 2, pp.125~141 (1971)
  28. Tenesa, A., "Recent human effective population size estimated from linkage disequilibrium", Genome Res, 17, pp.520~526 (2007)
  29. Thevenon, S., "The extent of linkage disequilibrium in a large cattle population of western Africa and its consequences for association studies", Anim. Ggenet, 38, pp.277~286 (2007)
  30. Toosi, A., "Genomic selection in admixed and crossbred populations", J. Anim. Sci, 88, pp.32~46 (2010)
  31. Villa-Angulo, R., "High-resolution haplotype block structure in the cattle genome", BMC Genet, 10, pp.19~ (2009)
  32. Wang, J., "Estimation of effective population sizes from data on genetic markers", Phil. Trans. R. Soc. B: Biol. Sci, 360, pp.1395~1409 (2005)
  33. Yu, J., "A unified mixed-model method for association mapping that accounts for multiple levels of relatedness", Nat. Genet, 38, pp.203~208 (2005)
  34. Zhao, H., "Evaluation of linkage disequilibrium measures between multi-allelic markers as predictors of linkage disequilibrium between markers and QTL", Genet. Res, 86, pp.77~87 (2005)

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