Home

search

Subjectguide
Journals
Books / Serials / Multimedia
Services
Services

Login for Subscribers
Logout

Sitemap
Help
Contacts


Logo







Vol. 57, No. 3, 2004 

View or print article as PDF (565 KB)   
 
Journal Home
Journal Content
Guidelines
Editorial Board
Aims and Scope
Subscriptions
Medline Abstract (ID 15297809)
Medline Related Articles
Download Citation

Original Paper

Selecting Tagging SNPs for Association Studies Using Power Calculations from Genotype Data
Xiaolan Hu, Steven J. Schrodi, David A. Ross, Michele Cargill

Celera Diagnostics, Harbor Bay Pkwy, Alameda, Calif., USA

Address of Corresponding Author

Hum Hered 2004;57:156-170 (DOI: 10.1159/000079246)


 goto top of outline Key Words

  • Tagging SNPs (tSNPs)
  • Linkage disequilibrium (LD)
  • Statistical power
  • Disease association
  • Genotype data
  • Disease model

 goto top of outline Abstract

Recent studies have indicated that linkage disequilibrium (LD) between single nucleotide polymorphism (SNP) markers can be used to derive a reduced set of tagging SNPs (tSNPs) for genetic association studies. Previous strategies for identifying tSNPs have focused on LD measures or haplotype diversity, but the statistical power to detect disease-associated variants using tSNPs in genetic studies has not been fully characterized. We propose a new approach of selecting tSNPs based on determining the set of SNPs with the highest power to detect association. Two-locus genotype frequencies are used in the power calculations. To show utility, we applied this power method to a large number of SNPs that had been genotyped in Caucasian samples. We demonstrate that a significant reduction in genotyping efforts can be achieved although the reduction depends on genotypic relative risk, inheritance mode and the prevalence of disease in the human population. The tSNP sets identified by our method are remarkably robust to changes in the disease model when small relative risk and additive mode of inheritance are employed. We have also evaluated the ability of the method to detect unidentified SNPs. Our findings have important implications in applying tSNPs from different data sources in association studies.

Copyright © 2004 S. Karger AG, Basel


 goto top of outline References


1.
Devlin B, Risch N: A comparison of linkage disequilibrium measures for finescale mapping. Genomics 1995;29:311-322.External Resources

2.
Lewontin RC: The detection of linkage disequilibrium in molecular sequence data. Genetics 1995;140:377-388.External Resources

3.
Daly MJ, Rioux JD, Schaffner SF, Hudson TJ, Lander ES: High-resolution haplotype structure in the human genome. Nat Genet 2001;29:229-232.External Resources

4.
Patil N, Berno AJ, Hinds DA, Barrett WA, Doshi JM, Hacker CR, Kautzer CR, Lee DH, Marjoribanks C, McDonough DP, Nguyen BT, Norris MC, Sheehan JB, Shen N, Stern D, Stokowski RP, Thomas DJ, Trulson MO, Vyas KR, Frazer KA, Fodor SP, Cox DR: Blocks of limited haplotype diversity revealed by high-resolution scanning of human chromosome 21. Science 2001;294:1719-1723.External Resources

5.
Gabriel SB, Schaffner SF, Nguyen H, Moore JM, Roy J, Blumenstiel B, Higgins J, DeFelice M, Lochner A, Faggart M, Liu-Cordero SN, Rotimi C, Adeyemo A, Cooper R, Ward R, Lander ES, Daly MJ, Altshuler D: The structure of haplotype blocks in the human genome. Science 2002;296:2225-2229.External Resources

6.
Jeffreys AJ, Kauppi L, Neumann R: Intensely punctate meiotic recombination in the class II region of the major histocompatibility complex. Nat Genet 2001;29:217-222.External Resources

7.
Twells RC, Mein CA, Phillips MS, Hess JF, Veijola R, Gilbey M, Bright M, Metzker M, Lie BA, Kingsnorth A, Gregory E, Nakagawa Y, Snook H, Wang WY, Masters J, Johnson G, Eaves I, Howson JM, Clayton D, Cordell HJ, Nutland S, Rance H, Carr P, Todd JA: Haplotype structure, LD blocks, and uneven recombination within the LRP5 gene. Genome Res 2003;13:845-855.External Resources

8.
Johnson GC, Esposito L, Barratt BJ, Smith AN, Heward J, Di Genova G, Ueda H, Cordell HJ, Eaves IA, Dudbridge F, Twells RC, Payne F, Hughes W, Nutland S, Stevens H, Carr P, Tuomilehto-Wolf E, Tuomilehto J, Gough SC, Clayton DG, Todd JA: Haplotype tagging for the identification of common disease genes. Nat Genet 2001;29:233-237.External Resources

9.
Goldstein DB, Ahmadi KR, Weale ME, Wood NW: Genome scans and candidate gene approaches in the study of common diseases and variable drug responses. Trends Genet 2003;19:615-622.External Resources

10.
Avi-Itzhak HI, Su X, De La Vega FM: Selection of minimum subsets of single nucleotide polymorphisms to capture haplotype block diversity. Pac Symp Biocomput 2003;466-477.

11.
Zhang K, Deng M, Chen T, Waterman MS, Sun F: A dynamic programming algorithm for haplotype block partitioning. Proc Natl Acad Sci USA 2002;99:7335-7339.External Resources

12.
Zhang K, Calabrese P, Nordborg M, Sun F: Haplotype block structure and its applications to association studies: power and study designs. Am J Hum Genet 2002;71:1386-1394.External Resources

13.
Wall JD, Pritchard JK: Assessing the performance of the haplotype block model of linkage disequilibrium. Am J Hum Genet 2003;73:502-515.External Resources

14.
Wall JD, Pritchard JK: Haplotype blocks and linkage disequilibrium in the human genome. Nat Rev Genet 2003;4:587-597.External Resources

15.
Stram DO, Haiman CA, Kolonel LN, Altshuler D, Henderson BE, Hirschhorn JN, Pike MC: Choosing haplotype-tagging SNPs based on unphased genotype data from a preliminary sample of unrelated subjects, the Multiethnic Cohort Study. Hum Hered 2003;55:27-36.External Resources

16.
Chapman JM, Cooper JD, Todd JA, Clayton DG: Detecting disease associations due to linkage disequilibrium using haplotype tags: A class of tests and the determinants of statistical power. Hum Hered 2003;56:18-31.External Resources

17.
Carlson CS, Eberle MA, Rieder MJ, Smith JD, Kruglyak L, Nickerson DA: Additional SNPs and linkage-disequilibrium analyses are necessary for whole-genome association studies in humans. Nat Genet 2003;33:518-521.External Resources

18.
Meng Z, Zaykin DV, Xu CF, Wagner M, Ehm MG: Selection of genetic markers for association analyses, using linkage disequilibrium and haplotypes. Am J Hum Genet 2003;73:115-130.External Resources

19.
Bafna V, Gusfield D, Lancia G, Yooseph S: Haplotyping as perfect phylogeny: A direct approach. J Comput Biol 2003;10:323-340.External Resources

20.
Chapman DG, Nam JM: Asymptotic power of chi square tests for linear trend in proportions. Biometrices 1968;24:315-327.

21.
Thomas H, Cormen CEL, Ronald L: Rivest: Introduction to algorithms. The MIT Press, 1998.

22.
de la Vega FM, Dailey D, Ziegle J, Williams J, Madden D, Gilbert DA: New generation pharmacogenomic tools: A SNP linkage disequilibrium Map, validated SNP assay resource, and high-throughput instrumentation system for large-scale genetic studies. Biotechniques 2002;suppl:48-50, 52, 54.

23.
Sasieni PD: From genotypes to genes: Doubling the sample size. Biometrics 1997;53:1253-1261.External Resources

24.
Pritchard JK, Przeworski M: Linkage disequilibrium in humans: Models and data. Am J Hum Genet 2001;69:1-14.External Resources

25.
Hudson RR: Estimating the recombination parameter of a finite population model without selection. Genet Res 1987;50:245-250.External Resources

26.
Hudson RR: Properties of a neutral allele model with intragenic recombination. Theor Popul Biol 1983;23:183-201.External Resources

27.
Sham P, Bader JS, Craig I, O'Donovan M, Owen M: DNA Pooling: A tool for large-scale association studies. Nature Rev Genet 2002;3:862-871.External Resources

28.
Gordon D, Finch SJ, Nothnagel M, Ott J: Power and sample size calculations for case-control genetic association tests when errors are present: Application to single nucleotide polymorphisms. Hum Hered 2002;54:22-33.External Resources

29.
Purcell S, Cherny SS, Sham PC: Genetic Power Calculator: design of linkage and association genetic mapping studies of complex traits. Bioinformatics 2003;19:149-150.External Resources

30.
Fallin D, Schork NJ: Accuracy of haplotype frequency estimation for biallelic loci, via the expectation-maximization algorithm for unphased diploid genotype data. Am J Hum Genet 2000;67:947-959.External Resources

31.
Zhang S, Pakstis AJ, Kidd KK, Zhao H: Comparisons of two methods for haplotype reconstruction and haplotype frequency estimation from population data. Am J Hum Genet 2001;69:906-914.External Resources

32.
Weir BS: Genetic Data Analysis II. Sunderland, Mass., Sinauer, 1996.

33.
Weale ME, Depondt C, Macdonald SJ, Smith A, Lai PS, Shorvon SD, Wood NW, Goldstein DB: Selection and evaluation of tagging SNPs in the neuronal-sodium-channel gene SCN1A: Implications for linkage-disequilibrium gene mapping. Am J Hum Genet 2003;73:551-565.External Resources

34.
Stumpf MP: Haplotype diversity and the block structure of linkage disequilibrium. Trends Genet 2002;18:226-228.External Resources

35.
Weiss KM, Clark AG: Linkage disequilibrium and the mapping of complex human traits. Trends Genet 2002;18:19-24.External Resources

36.
Schork NJ: Power calculations for genetic association studies using estimated probability distributions. Am J Hum Genet 2002;70:1480-1489.External Resources

37.
Zhang K, Sun F, Waterman MS, Chen T: Haplotype block partition with limited resources and applications to human chromosome 21 haplotype data. Am J Hum Genet 2003;73:63-73.External Resources

38.
Agresti A: Categorical Data Analysis. New York, John Wiley & Sons, 1990.

39.
Sokal RR, Rohlf FJ: Biometry, ed 3. New York, Freeman, 1995.

40.
Haynam GE, Govindarajulu Z, Leone FC: Tables of the cumulative noncentral chi-square distribution; in Harter HL, Owen DB (eds): Selected Tables in Mathematical Statistics. Chicago, Markham, 1970.


 goto top of outline Author Contacts

Xiaolan Hu
1401 Harbor Bay Pkwy
Alameda, CA 94502 (USA)
Tel. +1 510 749 4335, Fax +1 510 749 6200
E-Mail Xiaolan.Hu@celeradiagnostics.com


 goto top of outline Article Information

Received: December 17, 2003
Accepted after revision: April 13, 2004
Number of Print Pages : 15
Number of Figures : 5, Number of Tables : 5, Number of References : 40


 goto top of outline Publication Details

Human Heredity (International Journal of Human and Medical Genetics)
Founded 1950 as Acta Genetica et Statistica Medica by Gunnar Dahlberg; Continued by M. Hauge (1965-1983)

Vol. 57, No. 3, Year 2004 (Cover Date: Released August 2004)

Journal Editor: J. Ott, New York, N.Y.
ISSN: 0001-5652 (print), 1423-0062 (Online)

For additional information: http://www.karger.ch/journals/hhe


 goto top of outline Drug Dosage / Copyright

Drug Dosage: The authors and the publisher have exerted every effort to ensure that drug selection and dosage set forth in this text are in accord with current recommendations and practice at the time of publication. However, in view of ongoing research, changes in goverment regulations, and the constant flow of information relating to drug therapy and drug reactions, the reader is urged to check the package insert for each drug for any changes in indications and dosage and for added warnings and precautions. This is particularly important when the recommended agent is a new and/or infrequently employed drug. Copyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher or, in the case of photocopying, direct payment of a specified fee to the Copyright Clearance Center.

   


copyright  © 2009 S. Karger AG, Basel
  Last update: 5/8/2004