Abstract
The impact of population structure on association studies undertaken to identify genetic variants underlying common human diseases is an issue of growing interest1,2,3,4. Spurious associations of alleles with disease phenotypes may be obtained or true associations overlooked when allele frequencies differ notably among subpopulations that are not represented equally among cases and controls. Population structure influences even carefully designed studies and can affect the validity of association results1,2. Most study designs address this problem by sampling cases and controls from groups that share the same nationality or self-reported ethnic background, with the implicit assumption that no substructure exists within such groups. We examined population structure in the Icelandic gene pool using extensive genealogical and genetic data. Our results indicate that sampling strategies need to take account of substructure even in a relatively homogenous5 genetic isolate6. This will probably be even more important in larger populations.
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References
Freedman, M.L. et al. Assessing the impact of population stratification on genetic association studies. Nat. Genet. 36, 388–393 (2004).
Marchini, J., Cardon, L.R., Phillips, M.S. & Donnelly, P. The effects of human population structure on large genetic association studies. Nat. Genet. 36, 512–517 (2004).
Ziv, E. & Burchard, E.G. Human population structure and genetic association studies. Pharmacogenomics 4, 431–441 (2003).
Ardlie, K.G., Lunetta, K.L. & Seielstad, M. Testing for population subdivision and association in four case-control studies. Am. J. Hum. Genet. 71, 304–311 (2002).
Helgason, A., Nicholson, G., Stefansson, K. & Donnelly, P. A reassessment of genetic diversity in Icelanders: strong evidence from multiple loci for relative homogeneity caused by genetic drift. Ann. Hum. Genet. 67, 281–297 (2003).
Cavalli-Sforza, L.L., Menozzi, P. & Piazza, A. The History and Geography of Human Genes (Princeton University Press, Princeton, 1994).
Clayton, D. Population association. in Handbook of Statistical Genetics (eds. Balding, D.J., Bishop, M. & Cannings, C.) 519–540 (John Wiley and Sons, Chichester, 2001).
Steffensen, J. Menning og meinsemdir: Ritgerðarsafn um mótunarsögu íslenskrar þjóðar og baráttu hennar við hungur og sóttir (Ísafoldarprentsmiðja, Reykjavík, 1975).
Excoffier, L. Analysis of population subdivision. in Handbook of Statistical Genetics (eds. Balding, D.J., Bishop, M. & Cannings, C.) 271–308 (John Wiley & Sons, Chichester, 2001).
Tills, D., Warlow, A., Kopec, A.C., Fridriksson, S. & Mourant, A.E. The blood groups and other hereditary blood factors of the Icelanders. Ann. Hum. Biol. 9, 507–520 (1982).
Jorde, L.B., Eriksson, A.W., Morgan, K. & Workman, P.L. The genetic-structure of Iceland. Hum. Hered. 32, 1–7 (1982).
Williams, J.T. Origin and population-structure of the Icelanders. Hum. Biol. 65, 167–191 (1993).
Falsetti, A.B. & Sokal, R.R. Genetic structure of human populations in the British Isles. Ann. Hum. Biol. 20, 215–229 (1993).
Jorde, L.B. The genetic structure of subdivided human populations. in Current Developments in Anthropological Genetics Vol. 1: Theory (eds. Mielke, J.H. & Crawford, M.H.) 133–206 (Plenum, New York, 1980).
Tills, D. The use of the FST statistic of Wright for estimating the effects of genetic drift, selection and migration populations, with special reference to Ireland. Hum. Hered. 27, 153–159 (1977).
Workman, P.L., Mielke, J.H. & Nevanlinna, H.R. The genetic structure of Finland. Am. J. Phys. Anthropol. 44, 341–367 (1976).
Helgadottir, A. et al. The gene encoding 5-lipoxygenase activating protein confers risk of myocardial infarction and stroke. Nat. Genet. 36, 233–239 (2004).
Gretarsdottir, S. et al. The gene encoding phosphodiesterase 4D confers risk of ischemic stroke. Nat. Genet. 35, 131–138 (2003).
Raymond, M. & Rousset, F. An exact test for population differentiation. Evolution 49, 1280–1283 (1995).
Nicholson, G. et al. Assessing population differentiation and isolation from single-nucleotide polymorphism data. J. R. Stat. Soc. (B) 64, 695–715 (2002).
Devlin, B. & Roeder, K. Genomic control for association studies. Biometrics 55, 997–1004 (1999).
Reich, D.E. & Goldstein, D.B. Detecting association in a case-control study while correcting for population stratification. Genet. Epidemiol. 20, 4–16 (2001).
Helgason, A. et al. Estimating Scandinavian and Gaelic ancestry in the male settlers of Iceland. Am. J. Hum. Genet. 67, 697–717 (2000).
Helgason, A. et al. mtDNA and the Islands of the North Atlantic: Estimating the Proportions of Norse and Gaelic Ancestry. Am. J. Hum. Genet. 68, 723–737 (2001).
Barbujani, G. & Sokal, R.R. Genetic population-structure of Italy. 2. Physical and cultural barriers to gene flow. Am. J. Hum. Genet. 48, 398–411 (1991).
Helgason, A., Hrafnkelsson, B., Gulcher, J.R., Ward, R. & Stefansson, K. A populationwide coalescent analysis of Icelandic matrilineal and patrilineal genealogies: evidence for a faster evolutionary rate of mtDNA lineages than Y chromosomes. Am. J. Hum. Genet. 72, 1370–1388 (2003).
Excoffier, L., Smouse, P.E. & Quattro, J.M. Analysis of molecular variance inferred from metric distances among DNA haplotypes - Application to human mitochondrial-DNA restriction data. Genetics 131, 479–491 (1992).
Kong, A. et al. A high-resolution recombination map of the human genome. Nat. Genet. 31, 241–247 (2002).
Kong, A. et al. Recombination rate and reproductive success in humans. Nat. Genet. 36, 1203–1206 (2004).
Cavalli-Sforza, L.L. & Edwards, A.W.F. Phylogenetic analysis: models and estimation procedures. Am. J. Hum. Genet. 19, 233–257 (1967).
Acknowledgements
We thank P. Donnelly and D. Altshuler for comments on a previous version of this paper.
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A.H., J.G. and K.S. have stocks or equity interests in deCODE Genetics.
Supplementary information
Supplementary Fig. 1
Genetic divergence measured by the c parameter among 11 subpopulations for three cohorts of genotypes. (PDF 268 kb)
Supplementary Table 1
Descriptive statistics for the 40 microsatellite loci used in the genetic analyses of population structure. (PDF 46 kb)
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Helgason, A., Yngvadóttir, B., Hrafnkelsson, B. et al. An Icelandic example of the impact of population structure on association studies. Nat Genet 37, 90–95 (2005). https://doi.org/10.1038/ng1492
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DOI: https://doi.org/10.1038/ng1492
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