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Published in: BMC Medical Genetics 1/2011

Open Access 01-12-2011 | Research article

Geographic differences in allele frequencies of susceptibility SNPs for cardiovascular disease

Authors: Keyue Ding, Iftikhar J Kullo

Published in: BMC Medical Genetics | Issue 1/2011

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Abstract

Background

We hypothesized that the frequencies of risk alleles of SNPs mediating susceptibility to cardiovascular diseases differ among populations of varying geographic origin and that population-specific selection has operated on some of these variants.

Methods

From the database of genome-wide association studies (GWAS), we selected 36 cardiovascular phenotypes including coronary heart disease, hypertension, and stroke, as well as related quantitative traits (eg, body mass index and plasma lipid levels). We identified 292 SNPs in 270 genes associated with a disease or trait at P < 5 × 10-8. As part of the Human Genome-Diversity Project (HGDP), 158 (54.1%) of these SNPs have been genotyped in 938 individuals belonging to 52 populations from seven geographic areas. A measure of population differentiation, F ST, was calculated to quantify differences in risk allele frequencies (RAFs) among populations and geographic areas.

Results

Large differences in RAFs were noted in populations of Africa, East Asia, America and Oceania, when compared with other geographic regions. The mean global F ST (0.1042) for 158 SNPs among the populations was not significantly higher than the mean global F ST of 158 autosomal SNPs randomly sampled from the HGDP database. Significantly higher global F ST (P < 0.05) was noted in eight SNPs, based on an empirical distribution of global F ST of 2036 putatively neutral SNPs. For four of these SNPs, additional evidence of selection was noted based on the integrated Haplotype Score.

Conclusion

Large differences in RAFs for a set of common SNPs that influence risk of cardiovascular disease were noted between the major world populations. Pairwise comparisons revealed RAF differences for at least eight SNPs that might be due to population-specific selection or demographic factors. These findings are relevant to a better understanding of geographic variation in the prevalence of cardiovascular disease.
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Literature
1.
go back to reference Keys A: Coronary heart disease in seven countries. Circulation. 1970, 41 (4 Suppl): 1-211. Keys A: Coronary heart disease in seven countries. Circulation. 1970, 41 (4 Suppl): 1-211.
2.
go back to reference Anand SS, Yusuf S, Vuksan V, Devanesen S, Teo KK, Montague PA, Kelemen L, Yi C, Lonn E, Gerstein H, et al: Differences in risk factors, atherosclerosis, and cardiovascular disease between ethnic groups in Canada: the Study of Health Assessment and Risk in Ethnic groups (SHARE). Lancet. 2000, 356 (9226): 279-284. 10.1016/S0140-6736(00)02502-2.CrossRefPubMed Anand SS, Yusuf S, Vuksan V, Devanesen S, Teo KK, Montague PA, Kelemen L, Yi C, Lonn E, Gerstein H, et al: Differences in risk factors, atherosclerosis, and cardiovascular disease between ethnic groups in Canada: the Study of Health Assessment and Risk in Ethnic groups (SHARE). Lancet. 2000, 356 (9226): 279-284. 10.1016/S0140-6736(00)02502-2.CrossRefPubMed
3.
go back to reference Ding K, Kullo IJ: Genome-wide association studies for atherosclerotic vascular disease and its risk factors. Circ Cardiovasc Genet. 2009, 2 (1): 63-72. 10.1161/CIRCGENETICS.108.816751.CrossRefPubMedPubMedCentral Ding K, Kullo IJ: Genome-wide association studies for atherosclerotic vascular disease and its risk factors. Circ Cardiovasc Genet. 2009, 2 (1): 63-72. 10.1161/CIRCGENETICS.108.816751.CrossRefPubMedPubMedCentral
4.
go back to reference Ding K, Kullo IJ: Evolutionary genetics of coronary heart disease. Circulation. 2009, 119 (3): 459-467. 10.1161/CIRCULATIONAHA.108.809970.CrossRefPubMed Ding K, Kullo IJ: Evolutionary genetics of coronary heart disease. Circulation. 2009, 119 (3): 459-467. 10.1161/CIRCULATIONAHA.108.809970.CrossRefPubMed
5.
go back to reference Excoffier L, Ray N: Surfing during population expansions promotes genetic revolutions and structuration. Trends Ecol Evol. 2008, 23 (7): 347-351. 10.1016/j.tree.2008.04.004.CrossRefPubMed Excoffier L, Ray N: Surfing during population expansions promotes genetic revolutions and structuration. Trends Ecol Evol. 2008, 23 (7): 347-351. 10.1016/j.tree.2008.04.004.CrossRefPubMed
6.
go back to reference Hofer T, Ray N, Wegmann D, Excoffier L: Large allele frequency differences between human continental groups are more likely to have occurred by drift during range expansions than by selection. Ann Hum Genet. 2009, 73 (1): 95-108. 10.1111/j.1469-1809.2008.00489.x.CrossRefPubMed Hofer T, Ray N, Wegmann D, Excoffier L: Large allele frequency differences between human continental groups are more likely to have occurred by drift during range expansions than by selection. Ann Hum Genet. 2009, 73 (1): 95-108. 10.1111/j.1469-1809.2008.00489.x.CrossRefPubMed
7.
8.
go back to reference Hindorff LA, Sethupathy P, Junkins HA, Ramos EM, Mehta JP, Collins FS, Manolio TA: Potential etiologic and functional implications of genome-wide association loci for human diseases and traits. Proc Natl Acad Sci USA. 2009, 106: 9362-9367. 10.1073/pnas.0903103106.CrossRefPubMedPubMedCentral Hindorff LA, Sethupathy P, Junkins HA, Ramos EM, Mehta JP, Collins FS, Manolio TA: Potential etiologic and functional implications of genome-wide association loci for human diseases and traits. Proc Natl Acad Sci USA. 2009, 106: 9362-9367. 10.1073/pnas.0903103106.CrossRefPubMedPubMedCentral
9.
go back to reference Li JZ, Absher DM, Tang H, Southwick AM, Casto AM, Ramachandran S, Cann HM, Barsh GS, Feldman M, Cavalli-Sforza LL, et al: Worldwide human relationships inferred from genome-wide patterns of variation. Science. 2008, 319 (5866): 1100-1104. 10.1126/science.1153717.CrossRefPubMed Li JZ, Absher DM, Tang H, Southwick AM, Casto AM, Ramachandran S, Cann HM, Barsh GS, Feldman M, Cavalli-Sforza LL, et al: Worldwide human relationships inferred from genome-wide patterns of variation. Science. 2008, 319 (5866): 1100-1104. 10.1126/science.1153717.CrossRefPubMed
11.
go back to reference Weir BS: Genetic data analysis II. 1986, Sunderland, MA: Sinauer Associated Weir BS: Genetic data analysis II. 1986, Sunderland, MA: Sinauer Associated
13.
go back to reference Myles S, Davison D, Barrett J, Stoneking M, Timpson N: Worldwide population differentiation at disease-associated SNPs. BMC Med Genomics. 2008, 1: 22-10.1186/1755-8794-1-22.CrossRefPubMedPubMedCentral Myles S, Davison D, Barrett J, Stoneking M, Timpson N: Worldwide population differentiation at disease-associated SNPs. BMC Med Genomics. 2008, 1: 22-10.1186/1755-8794-1-22.CrossRefPubMedPubMedCentral
15.
go back to reference Pickrell JK, Coop G, Novembre J, Kudaravalli S, Li JZ, Absher D, Srinivasan BS, Barsh GS, Myers RM, Feldman MW, et al: Signals of recent positive selection in a worldwide sample of human populations. Genome Res. 2009, 19 (5): 826-837. 10.1101/gr.087577.108.CrossRefPubMedPubMedCentral Pickrell JK, Coop G, Novembre J, Kudaravalli S, Li JZ, Absher D, Srinivasan BS, Barsh GS, Myers RM, Feldman MW, et al: Signals of recent positive selection in a worldwide sample of human populations. Genome Res. 2009, 19 (5): 826-837. 10.1101/gr.087577.108.CrossRefPubMedPubMedCentral
16.
go back to reference Voight BF, Kudaravalli S, Wen X, Pritchard JK: A map of recent positive selection in the human genome. PLoS Biol. 2006, 4 (3): e72-10.1371/journal.pbio.0040072.CrossRefPubMedPubMedCentral Voight BF, Kudaravalli S, Wen X, Pritchard JK: A map of recent positive selection in the human genome. PLoS Biol. 2006, 4 (3): e72-10.1371/journal.pbio.0040072.CrossRefPubMedPubMedCentral
17.
go back to reference Newton-Cheh C, Johnson T, Gateva V, Tobin MD, Bochud M, Coin L, Najjar SS, Zhao JH, Heath SC, Eyheramendy S, et al: Genome-wide association study identifies eight loci associated with blood pressure. Nat Genet. 2009, 41: 666-676. 10.1038/ng.361.CrossRefPubMedPubMedCentral Newton-Cheh C, Johnson T, Gateva V, Tobin MD, Bochud M, Coin L, Najjar SS, Zhao JH, Heath SC, Eyheramendy S, et al: Genome-wide association study identifies eight loci associated with blood pressure. Nat Genet. 2009, 41: 666-676. 10.1038/ng.361.CrossRefPubMedPubMedCentral
18.
go back to reference Malecot G: The Mathematics of Heredity. 1991, San Francisco: Freeman Malecot G: The Mathematics of Heredity. 1991, San Francisco: Freeman
20.
go back to reference Excoffier L, Smouse PE, Quattro JM: Analysis of molecular variance inferred from metric distances among DNA haplotypes: application to human mitochondrial DNA restriction data. Genetics. 1992, 131 (2): 479-491.PubMedPubMedCentral Excoffier L, Smouse PE, Quattro JM: Analysis of molecular variance inferred from metric distances among DNA haplotypes: application to human mitochondrial DNA restriction data. Genetics. 1992, 131 (2): 479-491.PubMedPubMedCentral
21.
go back to reference Paradis E: pegas: an R package for population genetics with an integrated-modular approach. Bioinformatics. 2010, 26 (3): 419-420. 10.1093/bioinformatics/btp696.CrossRefPubMed Paradis E: pegas: an R package for population genetics with an integrated-modular approach. Bioinformatics. 2010, 26 (3): 419-420. 10.1093/bioinformatics/btp696.CrossRefPubMed
22.
go back to reference Hazra A, Kraft P, Selhub J, Giovannucci EL, Thomas G, Hoover RN, Chanock SJ, Hunter DJ: Common variants of FUT2 are associated with plasma vitamin B12 levels. Nat Genet. 2008, 40 (10): 1160-1162. 10.1038/ng.210.CrossRefPubMedPubMedCentral Hazra A, Kraft P, Selhub J, Giovannucci EL, Thomas G, Hoover RN, Chanock SJ, Hunter DJ: Common variants of FUT2 are associated with plasma vitamin B12 levels. Nat Genet. 2008, 40 (10): 1160-1162. 10.1038/ng.210.CrossRefPubMedPubMedCentral
23.
go back to reference Fitau J, Boulday G, Coulon F, Quillard T, Charreau B: The adaptor molecule Lnk negatively regulates tumor necrosis factor-alpha-dependent VCAM-1 expression in endothelial cells through inhibition of the ERK1 and -2 pathways. J Biol Chem. 2006, 281 (29): 20148-20159. 10.1074/jbc.M510997200.CrossRefPubMed Fitau J, Boulday G, Coulon F, Quillard T, Charreau B: The adaptor molecule Lnk negatively regulates tumor necrosis factor-alpha-dependent VCAM-1 expression in endothelial cells through inhibition of the ERK1 and -2 pathways. J Biol Chem. 2006, 281 (29): 20148-20159. 10.1074/jbc.M510997200.CrossRefPubMed
24.
go back to reference Lohmueller KE, Mauney MM, Reich D, Braverman JM: Variants associated with common disease are not unusually differentiated in frequency across populations. Am J Hum Genet. 2006, 78 (1): 130-136. 10.1086/499287.CrossRefPubMed Lohmueller KE, Mauney MM, Reich D, Braverman JM: Variants associated with common disease are not unusually differentiated in frequency across populations. Am J Hum Genet. 2006, 78 (1): 130-136. 10.1086/499287.CrossRefPubMed
25.
go back to reference Southam L, Soranzo N, Montgomery SB, Frayling TM, McCarthy MI, Barroso I, Zeggini E: Is the thrifty genotype hypothesis supported by evidence based on confirmed type 2 diabetes- and obesity-susceptibility variants?. Diabetologia. 2009, 52: 1846-1851. 10.1007/s00125-009-1419-3.CrossRefPubMedPubMedCentral Southam L, Soranzo N, Montgomery SB, Frayling TM, McCarthy MI, Barroso I, Zeggini E: Is the thrifty genotype hypothesis supported by evidence based on confirmed type 2 diabetes- and obesity-susceptibility variants?. Diabetologia. 2009, 52: 1846-1851. 10.1007/s00125-009-1419-3.CrossRefPubMedPubMedCentral
26.
go back to reference Ferrer-Admetlla A, Sikora M, Laayouni H, Esteve A, Roubinet F, Blancher A, Calafell F, Bertranpetit J, Casals F: A natural history of FUT2 polymorphism in humans. Mol Biol Evol. 2009, 26: 1993-2003. 10.1093/molbev/msp108.CrossRefPubMed Ferrer-Admetlla A, Sikora M, Laayouni H, Esteve A, Roubinet F, Blancher A, Calafell F, Bertranpetit J, Casals F: A natural history of FUT2 polymorphism in humans. Mol Biol Evol. 2009, 26: 1993-2003. 10.1093/molbev/msp108.CrossRefPubMed
27.
go back to reference Yu F, Sabeti PC, Hardenbol P, Fu Q, Fry B, Lu X, Ghose S, Vega R, Perez A, Pasternak S, et al: Positive selection of a pre-expansion CAG repeat of the human SCA2 gene. PLoS Genet. 2005, 1 (3): e41-10.1371/journal.pgen.0010041.CrossRefPubMedPubMedCentral Yu F, Sabeti PC, Hardenbol P, Fu Q, Fry B, Lu X, Ghose S, Vega R, Perez A, Pasternak S, et al: Positive selection of a pre-expansion CAG repeat of the human SCA2 gene. PLoS Genet. 2005, 1 (3): e41-10.1371/journal.pgen.0010041.CrossRefPubMedPubMedCentral
28.
go back to reference Coop G, Pickrell JK, Novembre J, Kudaravalli S, Li J, Absher D, Myers RM, Cavalli-Sforza LL, Feldman MW, Pritchard JK: The role of geography in human adaptation. PLoS Genet. 2009, 5 (6): e1000500-10.1371/journal.pgen.1000500.CrossRefPubMedPubMedCentral Coop G, Pickrell JK, Novembre J, Kudaravalli S, Li J, Absher D, Myers RM, Cavalli-Sforza LL, Feldman MW, Pritchard JK: The role of geography in human adaptation. PLoS Genet. 2009, 5 (6): e1000500-10.1371/journal.pgen.1000500.CrossRefPubMedPubMedCentral
29.
go back to reference Ramachandran S, Deshpande O, Roseman CC, Rosenberg NA, Feldman MW, Cavalli-Sforza LL: Support from the relationship of genetic and geographic distance in human populations for a serial founder effect originating in Africa. Proc Natl Acad Sci USA. 2005, 102 (44): 15942-15947. 10.1073/pnas.0507611102.CrossRefPubMedPubMedCentral Ramachandran S, Deshpande O, Roseman CC, Rosenberg NA, Feldman MW, Cavalli-Sforza LL: Support from the relationship of genetic and geographic distance in human populations for a serial founder effect originating in Africa. Proc Natl Acad Sci USA. 2005, 102 (44): 15942-15947. 10.1073/pnas.0507611102.CrossRefPubMedPubMedCentral
30.
go back to reference Jakobsson M, Scholz SW, Scheet P, Gibbs JR, VanLiere JM, Fung HC, Szpiech ZA, Degnan JH, Wang K, Guerreiro R, et al: Genotype, haplotype and copy-number variation in worldwide human populations. Nature. 2008, 451 (7181): 998-1003. 10.1038/nature06742.CrossRefPubMed Jakobsson M, Scholz SW, Scheet P, Gibbs JR, VanLiere JM, Fung HC, Szpiech ZA, Degnan JH, Wang K, Guerreiro R, et al: Genotype, haplotype and copy-number variation in worldwide human populations. Nature. 2008, 451 (7181): 998-1003. 10.1038/nature06742.CrossRefPubMed
31.
go back to reference Handley LJ, Manica A, Goudet J, Balloux F: Going the distance: human population genetics in a clinal world. Trends Genet. 2007, 23 (9): 432-439. 10.1016/j.tig.2007.07.002.CrossRefPubMed Handley LJ, Manica A, Goudet J, Balloux F: Going the distance: human population genetics in a clinal world. Trends Genet. 2007, 23 (9): 432-439. 10.1016/j.tig.2007.07.002.CrossRefPubMed
32.
go back to reference Sabeti PC, Schaffner SF, Fry B, Lohmueller J, Varilly P, Shamovsky O, Palma A, Mikkelsen TS, Altshuler D, Lander ES: Positive natural selection in the human lineage. Science. 2006, 312 (5780): 1614-1620. 10.1126/science.1124309.CrossRefPubMed Sabeti PC, Schaffner SF, Fry B, Lohmueller J, Varilly P, Shamovsky O, Palma A, Mikkelsen TS, Altshuler D, Lander ES: Positive natural selection in the human lineage. Science. 2006, 312 (5780): 1614-1620. 10.1126/science.1124309.CrossRefPubMed
33.
go back to reference Di Rienzo A, Hudson RR: An evolutionary framework for common diseases: the ancestral-susceptibility model. Trends Genet. 2005, 21 (11): 596-601. 10.1016/j.tig.2005.08.007.CrossRefPubMed Di Rienzo A, Hudson RR: An evolutionary framework for common diseases: the ancestral-susceptibility model. Trends Genet. 2005, 21 (11): 596-601. 10.1016/j.tig.2005.08.007.CrossRefPubMed
34.
go back to reference Howard BV, Davis MP, Pettitt DJ, Knowler WC, Bennett PH: Plasma and lipoprotein cholesterol and triglyceride concentrations in the Pima Indians: distributions differing from those of Caucasians. Circulation. 1983, 68 (4): 714-724.CrossRefPubMed Howard BV, Davis MP, Pettitt DJ, Knowler WC, Bennett PH: Plasma and lipoprotein cholesterol and triglyceride concentrations in the Pima Indians: distributions differing from those of Caucasians. Circulation. 1983, 68 (4): 714-724.CrossRefPubMed
35.
go back to reference Wang S, Lewis CM, Jakobsson M, Ramachandran S, Ray N, Bedoya G, Rojas W, Parra MV, Molina JA, Gallo C, et al: Genetic variation and population structure in native Americans. PLoS Genet. 2007, 3 (11): e185-10.1371/journal.pgen.0030185.CrossRefPubMedPubMedCentral Wang S, Lewis CM, Jakobsson M, Ramachandran S, Ray N, Bedoya G, Rojas W, Parra MV, Molina JA, Gallo C, et al: Genetic variation and population structure in native Americans. PLoS Genet. 2007, 3 (11): e185-10.1371/journal.pgen.0030185.CrossRefPubMedPubMedCentral
36.
go back to reference Aulchenko YS, Ripatti S, Lindqvist I, Boomsma D, Heid IM, Pramstaller PP, Penninx BW, Janssens AC, Wilson JF, Spector T, et al: Loci influencing lipid levels and coronary heart disease risk in 16 European population cohorts. Nat Genet. 2009, 41 (1): 47-55. 10.1038/ng.269.CrossRefPubMed Aulchenko YS, Ripatti S, Lindqvist I, Boomsma D, Heid IM, Pramstaller PP, Penninx BW, Janssens AC, Wilson JF, Spector T, et al: Loci influencing lipid levels and coronary heart disease risk in 16 European population cohorts. Nat Genet. 2009, 41 (1): 47-55. 10.1038/ng.269.CrossRefPubMed
37.
go back to reference Melzer D, Perry JR, Hernandez D, Corsi AM, Stevens K, Rafferty I, Lauretani F, Murray A, Gibbs JR, Paolisso G, et al: A genome-wide association study identifies protein quantitative trait loci (pQTLs). PLoS Genet. 2008, 4 (5): e1000072-10.1371/journal.pgen.1000072.CrossRefPubMedPubMedCentral Melzer D, Perry JR, Hernandez D, Corsi AM, Stevens K, Rafferty I, Lauretani F, Murray A, Gibbs JR, Paolisso G, et al: A genome-wide association study identifies protein quantitative trait loci (pQTLs). PLoS Genet. 2008, 4 (5): e1000072-10.1371/journal.pgen.1000072.CrossRefPubMedPubMedCentral
38.
go back to reference Tanaka T, Scheet P, Giusti B, Bandinelli S, Piras MG, Usala G, Lai S, Mulas A, Corsi AM, Vestrini A, et al: Genome-wide association study of vitamin B6, vitamin B12, folate, and homocysteine blood concentrations. Am J Hum Genet. 2009, 84 (4): 477-482. 10.1016/j.ajhg.2009.02.011.CrossRefPubMedPubMedCentral Tanaka T, Scheet P, Giusti B, Bandinelli S, Piras MG, Usala G, Lai S, Mulas A, Corsi AM, Vestrini A, et al: Genome-wide association study of vitamin B6, vitamin B12, folate, and homocysteine blood concentrations. Am J Hum Genet. 2009, 84 (4): 477-482. 10.1016/j.ajhg.2009.02.011.CrossRefPubMedPubMedCentral
39.
go back to reference Barrett JC, Clayton DG, Concannon P, Akolkar B, Cooper JD, Erlich HA, Julier C, Morahan G, Nerup J, Nierras C, et al: Genome-wide association study and meta-analysis find that over 40 loci affect risk of type 1 diabetes. Nat Genet. 2009, 41: 703-707. 10.1038/ng.381.CrossRefPubMedPubMedCentral Barrett JC, Clayton DG, Concannon P, Akolkar B, Cooper JD, Erlich HA, Julier C, Morahan G, Nerup J, Nierras C, et al: Genome-wide association study and meta-analysis find that over 40 loci affect risk of type 1 diabetes. Nat Genet. 2009, 41: 703-707. 10.1038/ng.381.CrossRefPubMedPubMedCentral
40.
go back to reference Thorleifsson G, Walters GB, Gudbjartsson DF, Steinthorsdottir V, Sulem P, Helgadottir A, Styrkarsdottir U, Gretarsdottir S, Thorlacius S, Jonsdottir I, et al: Genome-wide association yields new sequence variants at seven loci that associate with measures of obesity. Nat Genet. 2009, 41 (1): 18-24. 10.1038/ng.274.CrossRefPubMed Thorleifsson G, Walters GB, Gudbjartsson DF, Steinthorsdottir V, Sulem P, Helgadottir A, Styrkarsdottir U, Gretarsdottir S, Thorlacius S, Jonsdottir I, et al: Genome-wide association yields new sequence variants at seven loci that associate with measures of obesity. Nat Genet. 2009, 41 (1): 18-24. 10.1038/ng.274.CrossRefPubMed
Metadata
Title
Geographic differences in allele frequencies of susceptibility SNPs for cardiovascular disease
Authors
Keyue Ding
Iftikhar J Kullo
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Medical Genetics / Issue 1/2011
Electronic ISSN: 1471-2350
DOI
https://doi.org/10.1186/1471-2350-12-55

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