Population stratification confounds genetic association studies among Latinos (original) (raw)
Abstract
In the United States, asthma prevalence and mortality are the highest among Puerto Ricans and the lowest among Mexicans. Case-control association studies are a powerful strategy for identifying genes of modest effect in complex diseases. However, studies of complex disorders in admixed populations such as Latinos may be confounded by population stratification. We used ancestry informative markers (AIMs) to identify and correct for population stratification among Mexican and Puerto Rican subjects participating in case-control studies of asthma. Three hundred and sixty-two subjects with asthma (Mexican: 181, Puerto Rican: 181) and 359 ethnically matched controls (Mexican: 181, Puerto Rican: 178) were genotyped for 44 AIMs. We observed a greater than expected degree of association between pairs of AIMs on different chromosomes in Mexicans (P<0.00001) and Puerto Ricans (P<0.00002) providing evidence for population substructure and/or recent admixture. To assess the effect of population stratification on association studies of asthma, we measured differences in genetic background of cases and controls by comparing allele frequencies of the 44 AIMs. Among Puerto Ricans but not in Mexicans, we observed a significant overall difference in allele frequencies between cases and controls (_P_=0.0002); of 44 AIMs tested, 8 (18%) were significantly associated with asthma. However, after adjustment for individual ancestry, only two of these markers remained significantly associated with the disease. Our findings suggest that empirical assessment of the effects of stratification is critical to appropriately interpret the results of case-control studies in admixed populations.
Access this article
Subscribe and save
- Get 10 units per month
- Download Article/Chapter or eBook
- 1 Unit = 1 Article or 1 Chapter
- Cancel anytime Subscribe now
Buy Now
Price excludes VAT (USA)
Tax calculation will be finalised during checkout.
Instant access to the full article PDF.
Similar content being viewed by others
References
- Anonymous (1999) Freely associating. Nat Genet 22:1–2
Google Scholar - Ardlie KG, Lunetta KL, Seielstad M (2002) Testing for population subdivision and association in four case-control studies. Am J Hum Genet 71:304–311
Article PubMed CAS Google Scholar - Bonilla C, Parra EJ, Pfaff CL, Dios S, Marshall JA, Hamman RF, Ferrell RE, Hoggart CL, McKeigue PM, Shriver MD (2004) Admixture in the Hispanics of the San Luis Valley, Colorado, and its implications for complex trait gene mapping. Ann Hum Genet 68:139–153
Article PubMed CAS Google Scholar - Burchard EG, Ziv E, Coyle N, Gomez SL, Tang H, Karter AJ, Mountain JL, Perez-Stable EJ, Sheppard D, Risch N (2003) The importance of race and ethnic background in biomedical research and clinical practice. N Engl J Med 348:1170–1175
Article PubMed Google Scholar - Burchard EG, Avila PC, Nazario S, Casal J, Torres A, Rodriguez-Santana JR, Sylvia JS, Fagan JK, Salas J, Lilly CM, Ziv E, Selman M, Chapela R, Sheppard D, Weiss ST, Ford JG, Boushey HA, Rodriguez-Cintron W, Drazen JM, Silverman EK (2004a) Lower bronchodilator responsiveness in Puerto Rican than in Mexican asthmatic subjects. Am J Respir Crit Care Med 169(3):386–392
Article PubMed Google Scholar - Cardon LR, Palmer LJ (2003) Population stratification and spurious allelic association. Lancet 361:598–604
Article PubMed Google Scholar - Chakraborty R, Weiss KM (1986) Frequencies of complex diseases in hybrid populations. Am J Phys Anthropol 70:489–503
Article PubMed CAS Google Scholar - Chakraborty R, Weiss KM (1988) Admixture as a tool for finding linked genes and detecting that difference from allelic association between loci. Proc Natl Acad Sci USA 85:9119–9123
Article PubMed CAS Google Scholar - Chen X, Levine L, Kwok PY (1999) Fluorescence polarization in homogeneous nucleic acid analysis. Genome Res 9:492–498
PubMed CAS Google Scholar - Choudhry S, Ung N, Avila PC, Ziv E, Nazario S, Casal J, Torres A, Gorman JD, Salari K, Rodriguez-Santana JR, Toscano M, Sylvia JS, Alioto M, Castro RA, Salazar M, Gomez I, Fagan JK, Salas J, Clark S, Lilly C, Matallana H, Selman M, Chapela R, Sheppard D, Weiss ST, Ford JG, Boushey HA, Drazen JM, Rodriguez-Cintron W, Silverman EK, Burchard EG (2005) Pharmacogenetic differences in response to albuterol between Puerto Ricans and Mexicans with asthma. Am J Respir Crit Care Med 171(6):563–570
Article PubMed Google Scholar - Cookson WO, Moffatt MF (2000) Genetics of asthma and allergic disease. Hum Mol Genet 9:2359–2364
Article PubMed CAS Google Scholar - Devlin B, Roeder K (1999) Genomic control for association studies. Biometrics 55:997–1004
Article PubMed CAS Google Scholar - Excoffier L, Slatkin M (1995) Maximum-likelihood estimation of molecular haplotype frequencies in a diploid population. Mol Biol Evol 12:921–927
PubMed CAS Google Scholar - Falush D, Stephens M, Pritchard JK (2003) Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies. Genetics 164:1567–1587
PubMed CAS Google Scholar - Gifford AL, Cunningham WE, Heslin KC, Andersen RM, Nakazono T, Lieu DK, Shapiro MF, Bozzette SA (2002) Participation in research and access to experimental treatments by HIV-infected patients. N Engl J Med 346:1373–1382
Article PubMed Google Scholar - Hanis CL, Hewett-Emmett D, Bertin TK, Schull WJ (1991) Origins of U.S. Hispanics. Implications for diabetes. Diabetes Care 14:618–627
Article PubMed CAS Google Scholar - Hoffjan S, Ober C (2002) Present status on the genetic studies of asthma. Curr Opin Immunol 14:709–717
Article PubMed CAS Google Scholar - Hoffjan S, Nicolae D, Ober C (2003) Association studies for asthma and atopic diseases: a comprehensive review of the literature. Respir Res 4(1):14
Article PubMed Google Scholar - Hoggart CJ, Parra EJ, Shriver MD, Bonilla C, Kittles RA, Clayton DG, McKeigue PM (2003) Control of confounding of genetic associations in stratified populations. Am J Hum Genet 72(6):1492–1504
Article PubMed CAS Google Scholar - Hoggart CJ, Shriver MD, Kittles RA, Clayton DG, McKeigue PM (2004) Design and analysis of admixture mapping studies. Am J Hum Genet 74:965–978
Article PubMed CAS Google Scholar - Homa DM, Mannino DM, Lara M (2000) Asthma mortality in U.S. Hispanics of Mexican, Puerto Rican, and Cuban heritage, 1990–1995. Am J Respir Crit Care Med 161:504–509
PubMed CAS Google Scholar - Institute of Medicine (2002) Unequal treatment: confronting racial and ethnic disparities in health care, Washington DC
- Kittles RA, Chen W, Panguluri RK, Ahaghotu C, Jackson A, Adebamowo CA, Griffin R, Williams T, Ukoli F, Adams-Campbell L, Kwagyan J, Isaacs W, Freeman V, Dunston GM (2002) CYP3A4-V and prostate cancer in African Americans: causal or confounding association because of population stratification? Hum Genet 110:553–560
Article PubMed Google Scholar - Knowler WC, Williams RC, Pettitt DJ, Steinberg AG (1988) Gm3;5,13,14 and type 2 diabetes mellitus: an association in American Indians with genetic admixture. Am J Hum Genet 43:520–526
PubMed CAS Google Scholar - Lautenberger JA, Stephens JC, O’Brien SJ, Smith MW (2000) Significant admixture linkage disequilibrium across 30 cM around the FY locus in African Americans. Am J Hum Genet 66:969–978
Article PubMed CAS Google Scholar - Lind DL, Choudhry S, Ung N, Ziv E, Avila PC, Salari K, Coyle NE, Nazario S, Rodriguez-Santana JR, Salas J, Selman M, Boushey HA, Weiss ST, Chapela R, Ford JG, Rodriguez-Cintron W, Silverman EK, Sheppard D, Kwok PY, Burchard EG (2003) ADAM33 is not associated with asthma in Puerto Rican or Mexican populations. Am J Respir Crit Care Med 168(11):1312–1316
Article PubMed Google Scholar - Long JC, Williams RC, McAuley JE, Medis R, Partel R, Tregellas WM, South SF, Rea AE, McCormick SB, Iwaniec U (1991) Genetic variation in Arizona Mexican Americans: estimation and interpretation of admixture proportions. Am J Phys Anthropol 84:141–157
PubMed CAS Google Scholar - McKeigue PM (1998) Mapping genes that underlie ethnic differences in disease risk: methods for detecting linkage in admixed populations, by conditioning on parental admixture. Am J Hum Genet 63:241–251
Article PubMed CAS Google Scholar - McKeigue PM, Carpenter JR, Parra EJ, Shriver MD (2000) Estimation of admixture and detection of linkage in admixed populations by a Bayesian approach: application to African-American populations. Ann Hum Genet 64:171–186
Article PubMed CAS Google Scholar - Molokhia M, Hoggart C, Patrick AL, Shriver M, Parra E, Ye J, Silman AJ, McKeigue PM (2003) Relation of risk of systemic lupus erythematosus to west African admixture in a Caribbean population. Hum Genet 112:310–318
PubMed CAS Google Scholar - Morton NE, Collins A (1998) Tests and estimates of allelic association in complex inheritance. Proc Natl Acad Sci U S A 95:11389–11393
Article PubMed CAS Google Scholar - Pankow JS, Province MA, Hunt SC, Arnett DK (2002) Regarding “Testing for population subdivision and association in four case-control studies”. Am J Hum Genet 71:1478–1480
Article PubMed CAS Google Scholar - Parra EJ, Marcini A, Akey J, Martinson J, Batzer MA, Cooper R, Forrester T, Allison DB, Deka R, Ferrell RE, Shriver MD (1998) Estimating African American admixture proportions by use of population- specific alleles. Am J Hum Genet 63:1839–1851
Article PubMed CAS Google Scholar - Parra EJ, Kittles RA, Argyropoulos G, Pfaff CL, Hiester K, Bonilla C, Sylvester N, Parrish-Gause D, Garvey WT, Jin L, McKeigue PM, Kamboh MI, Ferrell RE, Pollitzer WS, Shriver MD (2001) Ancestral proportions and admixture dynamics in geographically defined African Americans living in South Carolina. Am J Phys Anthropol 114:18–29
Article PubMed CAS Google Scholar - Patterson N, Hattangadi N, Lane B, Lohmueller KE, Hafler DA, Oksenberg JR, Hauser SL, Smith MW, O’Brien SJ, Altshuler D, Daly MJ, Reich D (2004) Methods for high-density admixture mapping of disease genes. Am J Hum Genet 74:979–1000
Article PubMed CAS Google Scholar - Pritchard JK, Stephens M, Donnelly P (2000a) Inference of population structure using multilocus genotype data. Genetics 155:945–959
PubMed CAS Google Scholar - Pritchard JK, Stephens M, Rosenberg NA, Donnelly P (2000b) Association mapping in structured populations. Am J Hum Genet 67:170–181
Article PubMed CAS Google Scholar - Reich DE, Goldstein DB (2001) Detecting association in a case-control study while correcting for population stratification. Genet Epidemiol 20:4–16
Article PubMed CAS Google Scholar - Reiner AP, Ziv E, Lind DL, Nievergelt CM, Schork NJ, Cummings SR, Phong A, Burchard EG, Harris TB, Psaty BM, Kwok PY (2005) Population structure, admixture, and aging-related phenotypes in African American adults: the Cardiovascular Health Study. Am J Hum Genet 76:463–477
Article PubMed CAS Google Scholar - Risch N (1992) Mapping genes for association studies with recently admixed populations. Am J Hum Genet Suppl 51:A13
Google Scholar - Risch N, Merikangas K (1996) The future of genetic studies of complex human diseases. Science 273:1516–1517
Article PubMed CAS Google Scholar - Risch N, Burchard E, Ziv E, Tang H (2002) Categorization of humans in biomedical research: genes, race and disease. Genome Biol 3: comment2007
- Rosenberg NA, Li LM, Ward R, Pritchard JK (2003) Informativeness of genetic markers for inference of ancestry. Am J Hum Genet 73:1402–1422
Article PubMed CAS Google Scholar - Salari K, Choudhry S, Tang H, Naqvi M, Lind D, Avila PC, Coyle NE, Ung N, Nazario S, Casal J, Torres-Palacios A, Clark S, Phong A, Gomez I, Matallana H, Perez-Stable EJ, Shriver MD, Kwok PY, Sheppard D, Rodriguez-Cintron W, Risch NJ, Burchard EG, Ziv E (2005) Genetic admixture and asthma-related phenotypes in Mexican American and Puerto Rican asthmatics. Genet Epidemiol 29:76–86
Article PubMed Google Scholar - Shriver MD (1997) Ethnic variation as a key to the biology of human disease. Ann Intern Med 127:401–403
PubMed CAS Google Scholar - Shriver MD, Parra EJ, Dios S, Bonilla C, Norton H, Jovel C, Pfaff C, Jones C, Massac A, Cameron N, Baron A, Jackson T, Argyropoulos G, Jin L, Hoggart CJ, McKeigue PM, Kittles RA (2003) Skin pigmentation, biogeographical ancestry and admixture mapping. Hum Genet 112:387–399
PubMed Google Scholar - Smith MW, Patterson N, Lautenberger JA, Truelove AL, McDonald GJ, Waliszewska A, Kessing BD, Malasky MJ, Scafe C, Le E, De Jager PL, Mignault AA, Yi Z, De The G, Essex M, Sankale JL, Moore JH, Poku K, Phair JP, Goedert JJ, Vlahov D, Williams SM, Tishkoff SA, Winkler CA, De La Vega FM, Woodage T, Sninsky JJ, Hafler DA, Altshuler D, Gilbert DA, O’Brien SJ, Reich D (2004) A high-density admixture map for disease gene discovery in african americans. Am J Hum Genet 74:1001–1013
Article PubMed CAS Google Scholar - Spielman RS, McGinnis RE, Ewens WJ (1993) Transmission test for linkage disequilibrium: the insulin gene region and insulin-dependent diabetes mellitus (IDDM). Am J Hum Genet 52:506–516
PubMed CAS Google Scholar - Stephens JC, Briscoe D, O’Brien SJ (1994) Mapping by admixture linkage disequilibrium in human populations: limits and guidelines. Am J Hum Genet 55:809–824
PubMed CAS Google Scholar - Thomas DC, Witte JS (2002) Point: population stratification: a problem for case-control studies of candidate-gene associations? Cancer Epidemiol Biomarkers Prev 11:505–512
PubMed Google Scholar - U.S. Census Bureau USDoC (2000) United States Census 2000. United States Department of Commerce
- Wacholder S, Rothman N, Caporaso N (2002) Counterpoint: bias from population stratification is not a major threat to the validity of conclusions from epidemiological studies of common polymorphisms and cancer. Cancer Epidemiol Biomarkers Prev 11:513–520
PubMed Google Scholar - Wang S, Zhao H (2003) Sample size needed to detect gene-gene interactions using association designs. Am J Epidemiol 158:899–914
Article PubMed Google Scholar - Williams RC, Long JC, Hanson RL, Sievers ML, Knowler WC (2000) Individual estimates of European genetic admixture associated with lower body-mass index, plasma glucose, and prevalence of type 2 diabetes in Pima Indians. Am J Hum Genet 66:527–538
Article PubMed CAS Google Scholar - Ziv E, Burchard EG (2003) Human population structure and genetic association studies. Pharmacogenomics 4:431–441
Article PubMed Google Scholar
Acknowledgements
The authors would like to acknowledge the families and the patients for their participation. The authors would also like to thank the numerous health care providers and community clinics for their support and participation in the GALA Study. In addition to the primary clinical centers of the investigators, participating community clinics and hospitals include: La Clinica de La Raza, Oakland, CA; UCSF-Children’s Hospital of Oakland Pediatric Clinical Research Center, Oakland, CA; General Clinical Research Center, SFGH, San Francisco, CA; Alliance Medical Center, Healdsburg, CA; Santa Clara Valley Medical Center, San José, CA; Fair Oaks Family Health Center, Redwood City, CA; Clinica de Salud del Valle de Salinas, Salinas, CA; Natividad Medical Center, Salinas, CA; Asthma Education and Management Program, Community Medical Centers, Fresno, CA., Diagnostic Health Centers of: Corozal, Naranjito, Catano, Orocovis, Barranquitas, and San Antonio Hospital of Mayaguez. The authors would also like to acknowledge Monica Toscano, MariaElena Alioto, Carmen Jimenez, Yannett Marcano, Pedro Yapor, MD, Alma Ortiz, MD, Lisandra Perez, MD, and Sheila Gonzalez MD for their assistance with recruitment. The authors would like to especially thank the Jeffrey M. Drazen, MD, Scott Weiss, MD, Ed Silverman, MD, PhD, Homer A. Boushey, MD and Jean G. Ford, MD for all of their effort towards the creation of the GALA Study. Finally, the authors would like to thank the Sandler Family Supporting Foundation, the primary sponsor of this investigation. National Institutes of Health [K23 HL04464, HL07185, GM61390, NCMHD Health Disparities Scholar, Extramural Clinical Research Loan Repayment Program for Individuals from Disadvantaged Backgrounds, 2001–2003, the Resource Centers for Minority Aging Research (RCMAR P30-AG15272) from the National Institute on Aging, the National Institute of Nursing Research, American Lung Association of California and The National Center on Minority Health and Health Disparities to EGB], (HL51823 and 3M01RR000083-38S30488 to the Asthma Clinical Research Network), SFGH General Clinical Research Center M01RR00083-41, U01-HL 65899, UCSF-Children’s Hospital of Oakland Pediatric Clinical Research Center (M01 RR01271), Oakland, CA, K12 AR47659, CRTG-02-084-01-CCE, Sandler Center for Basic Research in Asthma and the Sandler Family Supporting Foundation.
Author information
Authors and Affiliations
- University of California, San Francisco, CA, 94143-0833, USA
Shweta Choudhry, Natasha E. Coyle, Keyan Salari, Denise Lind, Suzanne L. Clark, Hui-Ju Tsai, Mariam Naqvi, Angie Phong, Ngim Ung, Henry Matallana, Pedro C. Avila, Richard Castro, Natalie C. Battle, Eliseo J. Perez-Stable, Pui-Yan Kwok, Dean Sheppard, Elad Ziv & Esteban Gonzàlez Burchard - Lung Biology Center, San Francisco General Hospital, San Francisco, CA, USA
Shweta Choudhry, Natasha E. Coyle, Keyan Salari, Suzanne L. Clark, Hui-Ju Tsai, Mariam Naqvi, Ngim Ung, Henry Matallana, Richard Castro, Natalie C. Battle, Dean Sheppard & Esteban Gonzàlez Burchard - Fred Hutchinson Cancer Research Cancer Center, Seattle, WA, USA
Hua Tang - San Juan VAMC, University of Puerto Rico School of Medicine, San Juan, PR, USA
Jesus Casal, Alfonso Torres, Sylvette Nazario & William Rodriguez-Cintron - Department of Anthropology, The Pennsylvania State University, University Park, PA, USA
Mark D. Shriver - Center for Human Genetics, University of California, San Francisco, CA, USA
Neil Risch - Division of Research, Kaiser Permanente, Oakland, CA, USA
Neil Risch
Authors
- Shweta Choudhry
You can also search for this author inPubMed Google Scholar - Natasha E. Coyle
You can also search for this author inPubMed Google Scholar - Hua Tang
You can also search for this author inPubMed Google Scholar - Keyan Salari
You can also search for this author inPubMed Google Scholar - Denise Lind
You can also search for this author inPubMed Google Scholar - Suzanne L. Clark
You can also search for this author inPubMed Google Scholar - Hui-Ju Tsai
You can also search for this author inPubMed Google Scholar - Mariam Naqvi
You can also search for this author inPubMed Google Scholar - Angie Phong
You can also search for this author inPubMed Google Scholar - Ngim Ung
You can also search for this author inPubMed Google Scholar - Henry Matallana
You can also search for this author inPubMed Google Scholar - Pedro C. Avila
You can also search for this author inPubMed Google Scholar - Jesus Casal
You can also search for this author inPubMed Google Scholar - Alfonso Torres
You can also search for this author inPubMed Google Scholar - Sylvette Nazario
You can also search for this author inPubMed Google Scholar - Richard Castro
You can also search for this author inPubMed Google Scholar - Natalie C. Battle
You can also search for this author inPubMed Google Scholar - Eliseo J. Perez-Stable
You can also search for this author inPubMed Google Scholar - Pui-Yan Kwok
You can also search for this author inPubMed Google Scholar - Dean Sheppard
You can also search for this author inPubMed Google Scholar - Mark D. Shriver
You can also search for this author inPubMed Google Scholar - William Rodriguez-Cintron
You can also search for this author inPubMed Google Scholar - Neil Risch
You can also search for this author inPubMed Google Scholar - Elad Ziv
You can also search for this author inPubMed Google Scholar - Esteban Gonzàlez Burchard
You can also search for this author inPubMed Google Scholar
Consortia
Genetics of Asthma in Latino Americans (GALA) Study
Corresponding author
Correspondence toEsteban Gonzàlez Burchard.
Additional information
Shweta Choudhry, Natasha E. Coyle are authors contributed equally to this manuscript.
Electronic supplementary material
Rights and permissions
About this article
Cite this article
Choudhry, S., Coyle, N.E., Tang, H. et al. Population stratification confounds genetic association studies among Latinos.Hum Genet 118, 652–664 (2006). https://doi.org/10.1007/s00439-005-0071-3
- Received: 28 June 2005
- Accepted: 30 August 2005
- Published: 08 November 2005
- Issue Date: January 2006
- DOI: https://doi.org/10.1007/s00439-005-0071-3