Home LiteratureArticle Details
PMID: 16933998 Published · ppublish English Comparative Study Evaluation Study Journal Article Research Support, N.I.H., Extramural

Are molecular haplotypes worth the time and expense? A cost-effective method for applying molecular haplotypes.

PLoS genetics ·Vol. 2 ·No. 8 ·2006-08-18 ·Pages e127

Levenstien MA, Ott J, Gordon D

Abstract

Because current molecular haplotyping methods are expensive and not amenable to automation, many researchers rely on statistical methods to infer haplotype pairs from multilocus genotypes, and subsequently treat these inferred haplotype pairs as observations. These procedures are prone to haplotype misclassification. We examine the effect of these misclassification errors on the false-positive rate and power for two association tests. These tests include the standard likelihood ratio test (LRTstd) and a likelihood ratio test that employs a double-sampling approach to allow for the misclassification inherent in the haplotype inference procedure (LRTae). We aim to determine the cost-benefit relationship of increasing the proportion of individuals with molecular haplotype measurements in addition to genotypes to raise the power gain of the LRTae over the LRTstd. This analysis should provide a guideline for determining the minimum number of molecular haplotypes required for desired power. Our simulations under the null hypothesis of equal haplotype frequencies in cases and controls indicate that (1) for each statistic, permutation methods maintain the correct type I error; (2) specific multilocus genotypes that are misclassified as the incorrect haplotype pair are consistently misclassified throughout each entire dataset; and (3) our simulations under the alternative hypothesis showed a significant power gain for the LRTae over the LRTstd for a subset of the parameter settings. Permutation methods should be used exclusively to determine significance for each statistic. For fixed cost, the power gain of the LRTae over the LRTstd varied depending on the relative costs of genotyping, molecular haplotyping, and phenotyping. The LRTae showed the greatest benefit over the LRTstd when the cost of phenotyping was very high relative to the cost of genotyping. This situation is likely to occur in a replication study as opposed to a whole-genome association study.

MeSH Terms
Cost-Benefit Analysis Costs and Cost Analysis Data Interpretation, Statistical Genetic Markers Genetics, Population/economics,methods Haplotypes Humans Likelihood Functions Models, Statistical Polymorphism, Single Nucleotide Predictive Value of Tests
Chemicals
Genetic Markers
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Levenstien Mark A
Laboratory of Statistical Genetics, Rockefeller University, New York, New York, USA. levensm@rockefeller.edu
Ott Jürg
Gordon Derek
Conflict of Interest

Competing interests. The authors have declared that no competing interests exist.

References (57)
57 references, click to expand
  1. Direct molecular haplotyping of long-range genomic DNA with M1-PCR.
    Proc Natl Acad Sci U S A. 2003 Jun 24;100(13):7449-53 PMID: 12802015
  2. SNPing away at complex diseases: analysis of single-nucleotide polymorphisms around APOE in Alzheimer disease.
    Am J Hum Genet. 2000 Aug;67(2):383-94 PMID: 10869235
  3. Effects of differential genotyping error rate on the type I error probability of case-control studies.
    Hum Hered. 2006;61(1):55-64 PMID: 16612103
  4. Haplotypes vs single marker linkage disequilibrium tests: what do we gain?
    Eur J Hum Genet. 2001 Apr;9(4):291-300 PMID: 11313774
  5. [How about the uncertainty in the haplotypes in the population-based KORA studies?].
    Gesundheitswesen. 2005 Aug;67 Suppl 1:S132-6 PMID: 16032531
  6. Properties of the multiallelic trend test.
    Biometrics. 2004 Mar;60(1):69-74 PMID: 15032775
  7. Detection and integration of genotyping errors in statistical genetics.
    Am J Hum Genet. 2002 Feb;70(2):496-508 PMID: 11791215
  8. Power and sample size calculations for genetic case/control studies using gene-centric SNP maps: application to human chromosomes 6, 21, and 22 in three populations.
    Hum Hered. 2005;60(1):43-60 PMID: 16137993
  9. What SNP genotyping errors are most costly for genetic association studies?
    Genet Epidemiol. 2004 Feb;26(2):132-41 PMID: 14748013
  10. A comparison of bayesian methods for haplotype reconstruction from population genotype data.
    Am J Hum Genet. 2003 Nov;73(5):1162-9 PMID: 14574645
  11. A haplotype map of the human genome.
    Nature. 2005 Oct 27;437(7063):1299-320 PMID: 16255080
  12. Detailed analysis of the variability of peptidylarginine deiminase type 4 in German patients with rheumatoid arthritis: a case-control study.
    Arthritis Res Ther. 2006;8(2):R34 PMID: 16469113
  13. Accuracy of haplotype frequency estimation for biallelic loci, via the expectation-maximization algorithm for unphased diploid genotype data.
    Am J Hum Genet. 2000 Oct;67(4):947-59 PMID: 10954684
  14. GOLD--graphical overview of linkage disequilibrium.
    Bioinformatics. 2000 Feb;16(2):182-3 PMID: 10842743
  15. A comparison of phasing algorithms for trios and unrelated individuals.
    Am J Hum Genet. 2006 Mar;78(3):437-50 PMID: 16465620
  16. Inferring haplotypes at the NAT2 locus: the computational approach.
    BMC Genet. 2005;6:30 PMID: 15932650
  17. Modeling and E-M estimation of haplotype-specific relative risks from genotype data for a case-control study of unrelated individuals.
    Hum Hered. 2003;55(4):179-90 PMID: 14566096
  18. Quantifying the percent increase in minimum sample size for SNP genotyping errors in genetic model-based association studies.
    Hum Hered. 2004;58(3-4):139-44 PMID: 15812170
  19. Comparison of haplotype inference methods using genotypic data from unrelated individuals.
    Hum Hered. 2004;58(2):63-8 PMID: 15711085
  20. The Interaction of Selection and Linkage. I. General Considerations; Heterotic Models.
    Genetics. 1964 Jan;49(1):49-67 PMID: 17248194
  21. Joint analysis is more efficient than replication-based analysis for two-stage genome-wide association studies.
    Nat Genet. 2006 Feb;38(2):209-13 PMID: 16415888
  22. High-throughput molecular haplotype analysis (allelic assignment) of single-nucleotide polymorphisms by fluorescent polymerase chain reaction.
    Anal Biochem. 2004 Dec 1;335(1):165-7 PMID: 15519584
  23. An E-M algorithm and testing strategy for multiple-locus haplotypes.
    Am J Hum Genet. 1995 Mar;56(3):799-810 PMID: 7887436
  24. Incorporating genotyping uncertainty in haplotype inference for single-nucleotide polymorphisms.
    Am J Hum Genet. 2004 Mar;74(3):495-510 PMID: 14966673
  25. Haplotype reconstruction for diploid populations.
    Hum Hered. 2005;59(3):144-56 PMID: 15925893
  26. Identification of the sources of error in allele frequency estimations from pooled DNA indicates an optimal experimental design.
    Ann Hum Genet. 2002 Nov;66(Pt 5-6):393-405 PMID: 12485472
  27. Comparison of the accuracy of methods of computational haplotype inference using a large empirical dataset.
    BMC Genet. 2004 Aug 3;5:22 PMID: 15291970
  28. The role of haplotypes in candidate gene studies.
    Genet Epidemiol. 2004 Dec;27(4):321-33 PMID: 15368617
  29. High variability of peptidylarginine deiminase 4 (PADI4) in a healthy white population: characterization of six new variants of PADI4 exons 2-4 by a novel haplotype-specific sequencing-based approach.
    J Mol Med (Berl). 2004 Nov;82(11):762-7 PMID: 15338034
  30. Common genetic variation in the prothrombin gene, hormone therapy, and incident nonfatal myocardial infarction in postmenopausal women.
    Am J Epidemiol. 2006 Apr 1;163(7):600-7 PMID: 16467413
  31. Increasing power for tests of genetic association in the presence of phenotype and/or genotype error by use of double-sampling.
    Stat Appl Genet Mol Biol. 2004;3:Article26 PMID: 16646805
  32. Maximum-likelihood estimation of molecular haplotype frequencies in a diploid population.
    Mol Biol Evol. 1995 Sep;12(5):921-7 PMID: 7476138
  33. Testing association of statistically inferred haplotypes with discrete and continuous traits in samples of unrelated individuals.
    Hum Hered. 2002;53(2):79-91 PMID: 12037407
  34. On the advantage of haplotype analysis in the presence of multiple disease susceptibility alleles.
    Genet Epidemiol. 2002 Oct;23(3):221-33 PMID: 12384975
  35. Genetic analysis of case/control data using estimated haplotype frequencies: application to APOE locus variation and Alzheimer's disease.
    Genome Res. 2001 Jan;11(1):143-51 PMID: 11156623
  36. Probability of detection of genotyping errors and mutations as inheritance inconsistencies in nuclear-family data.
    Am J Hum Genet. 2002 Feb;70(2):487-95 PMID: 11791214
  37. HAPLO: a program using the EM algorithm to estimate the frequencies of multi-site haplotypes.
    J Hered. 1995 Sep-Oct;86(5):409-11 PMID: 7560877
  38. AN INVESTIGATION OF THE EFFECT OF MISCLASSIFICATION ON THE PROPERTIES OF CHI-2-TESTS IN THE ANALYSIS OF CATEGORICAL DATA.
    Biometrika. 1965 Jun;52:95-109 PMID: 14341284
  39. Clone-based systematic haplotyping (CSH): a procedure for physical haplotyping of whole genomes.
    Genome Res. 2003 Dec;13(12):2717-24 PMID: 14656974
  40. Experimentally-derived haplotypes substantially increase the efficiency of linkage disequilibrium studies.
    Nat Genet. 2001 Aug;28(4):361-4 PMID: 11443299
  41. Model-free analysis and permutation tests for allelic associations.
    Hum Hered. 2000 Mar-Apr;50(2):133-9 PMID: 10799972
  42. Population structure, differential bias and genomic control in a large-scale, case-control association study.
    Nat Genet. 2005 Nov;37(11):1243-6 PMID: 16228001
  43. From genotypes to genes: doubling the sample size.
    Biometrics. 1997 Dec;53(4):1253-61 PMID: 9423247
  44. Score tests for association between traits and haplotypes when linkage phase is ambiguous.
    Am J Hum Genet. 2002 Feb;70(2):425-34 PMID: 11791212
  45. High-throughput single-nucleotide polymorphism analysis of the IL1RN locus in patients with ankylosing spondylitis by matrix-assisted laser desorption ionization-time-of-flight mass spectrometry.
    Arthritis Rheum. 2003 Jul;48(7):2011-8 PMID: 12847695
  46. Sequence variability and candidate gene analysis in complex disease: association of mu opioid receptor gene variation with substance dependence.
    Hum Mol Genet. 2000 Nov 22;9(19):2895-908 PMID: 11092766
  47. Computing asymptotic power and sample size for case-control genetic association studies in the presence of phenotype and/or genotype misclassification errors.
    Stat Appl Genet Mol Biol. 2005;4:Article37 PMID: 16646856
  48. Localization of breast cancer susceptibility loci by genome-wide SNP linkage disequilibrium mapping.
    Genet Epidemiol. 2006 Jan;30(1):48-61 PMID: 16206141
  49. Human growth hormone 1 (GH1) gene expression: complex haplotype-dependent influence of polymorphic variation in the proximal promoter and locus control region.
    Hum Mutat. 2003 Apr;21(4):408-23 PMID: 12655556
  50. A new statistical method for haplotype reconstruction from population data.
    Am J Hum Genet. 2001 Apr;68(4):978-89 PMID: 11254454
  51. Algorithms for inferring haplotypes.
    Genet Epidemiol. 2004 Dec;27(4):334-47 PMID: 15368348
  52. Inference of haplotypes from PCR-amplified samples of diploid populations.
    Mol Biol Evol. 1990 Mar;7(2):111-22 PMID: 2108305
  53. Faster haplotype frequency estimation using unrelated subjects.
    Hum Hered. 2002;53(1):36-41 PMID: 11901269
  54. Genotype relative risks: methods for design and analysis of candidate-gene association studies.
    Am J Hum Genet. 1993 Nov;53(5):1114-26 PMID: 8213835
  55. Dichotomizing continuous predictors in multiple regression: a bad idea.
    Stat Med. 2006 Jan 15;25(1):127-41 PMID: 16217841
  56. The International HapMap Project.
    Nature. 2003 Dec 18;426(6968):789-96 PMID: 14685227
  57. Power and sample size calculations for case-control genetic association tests when errors are present: application to single nucleotide polymorphisms.
    Hum Hered. 2002;54(1):22-33 PMID: 12446984
Article Info
Journal
PLoS genetics
Abbr.
PLoS Genet
ISSN
1553-7404
Published
2006-08-18
Epub
2006-00-28
Pages
e127
Language
English
Region
United States
NLM ID
101239074
PMCID
PMC1550282
Subset
IM
Grants
NIMH NIH HHS · R01 MH044292 · United States
NIMH NIH HHS · R37 MH044292 · United States
NIMH NIH HHS · MH44292 · United States
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com