Abstract
Identification and description of genetic variation underlying disease susceptibility, efficacy, and adverse reactions to drugs remains a difficult problem. One of the important steps in the analysis of variation in a candidate region is the characterization of linkage disequilibrium (LD). In a region of genetic association, the extent of LD varies between the case and the control groups. Separate plots of pairwise standardized measures of LD (e.g., D') for cases and controls are often presented for a candidate region, to graphically convey case-control differences in LD. However, the observed graphic differences lack statistical support. Therefore, we suggest the "LD contrast" test to compare whole matrices of disequilibrium between two samples. A common technique of assessing LD when the haplotype phase is unobserved is the expectation-maximization algorithm, with the likelihood incorporating the assumption of Hardy-Weinberg equilibrium (HWE). This approach presents a potential problem in that, in the region of genetic association, the HWE assumption may not hold when samples are selected on the basis of phenotypes. Here, we present a computationally feasible approach that does not assume HWE, along with graphic displays and a statistical comparison of pairwise matrices of LD between case and control samples. LD-contrast tests provide a useful addition to existing tools of finding and characterizing genetic associations. Although haplotype association tests are expected to provide superior power when susceptibilities are primarily determined by haplotypes, the LD-contrast tests demonstrate substantially higher power under certain haplotype-driven disease models.
MeSH Terms
Case-Control Studies
Chromosome Mapping/methods
Computational Biology/methods,statistics & numerical data
Computer Simulation
Cytochrome P-450 CYP2D6/genetics,pharmacology
Genetic Markers
Genetic Predisposition to Disease
Genetic Variation
Haplotypes
Humans
Linkage Disequilibrium
Models, Statistical
Polymorphism, Single Nucleotide
Quantitative Trait, Heritable
Chemicals
Genetic Markers
Cytochrome P-450 CYP2D6
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Zaykin Dmitri V
National Institute of Environmental Health Sciences, National Institutes of Health. Electronic address:
[email protected].
Meng Zhaoling
Department of Biostatistics and Programming, Sanofi-Aventis, Bridgewater, NJ.
Ehm Margaret G
Department of Genetics Research, GlaxoSmithKline, Research Triangle Park, NC.
References (33)
33 references, click to expand
-
Multiple tests for genetic effects in association studies.
Methods Mol Biol. 2002;184:143-68
PMID: 11889711
-
Inference on haplotype effects in case-control studies using unphased genotype data.
Am J Hum Genet. 2003 Dec;73(6):1316-29
PMID: 14631556
-
Linkage disequilibria at the D2 dopamine receptor locus (DRD2) in alcoholics and controls.
Genomics. 1994 Jan 1;19(1):12-20
PMID: 7910578
-
Detecting marker-disease association by testing for Hardy-Weinberg disequilibrium at a marker locus.
Am J Hum Genet. 1998 Nov;63(5):1531-40
PMID: 9867708
-
Linkage disequilibrium testing when linkage phase is unknown.
Genetics. 2004 Jan;166(1):505-12
PMID: 15020439
-
Effect of two- and three-locus linkage disequilibrium on the power to detect marker/phenotype associations.
Genetics. 2004 Oct;168(2):1029-40
PMID: 15514073
-
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
-
Evaluating associations of haplotypes with traits.
Genet Epidemiol. 2004 Dec;27(4):348-64
PMID: 15543638
-
Use of unphased multilocus genotype data in indirect association studies.
Genet Epidemiol. 2004 Dec;27(4):415-28
PMID: 15481099
-
On measures of gametic disequilibrium.
Genetics. 1988 Nov;120(3):849-52
PMID: 3224810
-
Direct analysis of unphased SNP genotype data in population-based association studies via Bayesian partition modelling of haplotypes.
Genet Epidemiol. 2005 Sep;29(2):91-107
PMID: 15940704
-
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
-
TESTING FOR HOMOGENEITY OF GAMETIC DISEQUILIBRIUM AMONG POPULATIONS.
Evolution. 1997 Apr;51(2):606-607
PMID: 28565345
-
Upper and lower bounds for correlations in 2 X 2 tables--revisited.
J Chronic Dis. 1983;36(7):491-6
PMID: 6874879
-
GOLD--graphical overview of linkage disequilibrium.
Bioinformatics. 2000 Feb;16(2):182-3
PMID: 10842743
-
GAW12: simulated genome scan, sequence, and family data for a common disease.
Genet Epidemiol. 2001;21 Suppl 1:S332-8
PMID: 11793693
-
Selection of genetic markers for association analyses, using linkage disequilibrium and haplotypes.
Am J Hum Genet. 2003 Jul;73(1):115-30
PMID: 12796855
-
Linkage disequilibrium mapping identifies a 390 kb region associated with CYP2D6 poor drug metabolising activity.
Pharmacogenomics J. 2002;2(3):165-75
PMID: 12082588
-
Genetic dissection of the human leukocyte antigen region by use of haplotypes of Tasmanians with multiple sclerosis.
Am J Hum Genet. 2002 May;70(5):1125-37
PMID: 11923913
-
Testing for concordant equilibria between population samples.
Genetics. 2000 Dec;156(4):2127-35
PMID: 11102401
-
Haplotype-based association analysis in cohort studies of unrelated individuals.
Genet Epidemiol. 2004 May;26(4):255-64
PMID: 15095385
-
Detecting epistatic interactions contributing to quantitative traits.
Genet Epidemiol. 2004 Sep;27(2):141-52
PMID: 15305330
-
The Interaction of Selection and Linkage. I. General Considerations; Heterotic Models.
Genetics. 1964 Jan;49(1):49-67
PMID: 17248194
-
Bounds and normalization of the composite linkage disequilibrium coefficient.
Genet Epidemiol. 2004 Nov;27(3):252-7
PMID: 15389931
-
Inferences about linkage disequilibrium.
Biometrics. 1979 Mar;35(1):235-54
PMID: 497335
-
Empirical threshold values for quantitative trait mapping.
Genetics. 1994 Nov;138(3):963-71
PMID: 7851788
-
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
-
Rational inferences about departures from Hardy-Weinberg equilibrium.
Am J Hum Genet. 2005 Jun;76(6):967-86
PMID: 15834813
-
Standardizing a composite measure of linkage disequilibrium.
Ann Hum Genet. 2004 May;68(Pt 3):234-9
PMID: 15180703
-
Gametic disequilibrium measures: proceed with caution.
Genetics. 1987 Oct;117(2):331-41
PMID: 3666445
-
Pharmacogenomics: translating functional genomics into rational therapeutics.
Science. 1999 Oct 15;286(5439):487-91
PMID: 10521338
-
Generalized T2 test for genome association studies.
Am J Hum Genet. 2002 May;70(5):1257-68
PMID: 11923914
-
Simultaneous estimation of haplotype frequencies and quantitative trait parameters: applications to the test of association between phenotype and diplotype configuration.
Genetics. 2004 Sep;168(1):525-39
PMID: 15454562