Direct power comparisons between simple LOD scores and NPL scores for linkage analysis in complex diseases.

Several methods have been proposed for linkage analysis of complex traits with unknown mode of inheritance. These methods include the LOD score maximized over disease models (MMLS) and the "nonparametric" linkage (NPL) statistic. In previous work, we evaluated the increase of type I error when maximizing over two or more genetic models, and we compared the power of MMLS to detect linkage, in a number of complex modes of inheritance, with analysis assuming the true model. In the present study, we compare MMLS and NPL directly. We simulated 100 data sets with 20 families each, using 26 generating models: (1) 4 intermediate models (penetrance of heterozygote between that of the two homozygotes); (2) 6 two-locus additive models; and (3) 16 two-locus heterogeneity models (admixture alpha = 1.0,.7,.5, and.3; alpha = 1.0 replicates simple Mendelian models). For LOD scores, we assumed dominant and recessive inheritance with 50% penetrance. We took the higher of the two maximum LOD scores and subtracted 0.3 to correct for multiple tests (MMLS-C). We compared expected maximum LOD scores and power, using MMLS-C and NPL as well as the true model. Since NPL uses only the affected family members, we also performed an affecteds-only analysis using MMLS-C. The MMLS-C was both uniformly more powerful than NPL for most cases we examined, except when linkage information was low, and close to the results for the true model under locus heterogeneity. We still found better power for the MMLS-C compared with NPL in affecteds-only analysis. The results show that use of two simple modes of inheritance at a fixed penetrance can have more power than NPL when the trait mode of inheritance is complex and when there is heterogeneity in the data set.

[1]  D. Greenberg,et al.  A simple method for testing two-locus models of inheritance. , 1981, American journal of human genetics.

[2]  A. Whittemore,et al.  A class of tests for linkage using affected pedigree members. , 1994, Biometrics.

[3]  L Kruglyak,et al.  Parametric and nonparametric linkage analysis: a unified multipoint approach. , 1996, American journal of human genetics.

[4]  R C Elston,et al.  Lods, wrods, and mods: The interpretation of lod scores calculated under different models , 1994, Genetic epidemiology.

[5]  D. Rao,et al.  Linkage analysis assuming a single‐locus mode of inheritance for traits determined by two loci: Inferring mode of inheritance and estimating penetrance , 1990, Genetic epidemiology.

[6]  C. Bonaïti‐pellié,et al.  Effects of misspecifying genetic parameters in lod score analysis. , 1986, Biometrics.

[7]  V. Vieland,et al.  Further evidence for the increased power of LOD scores compared with nonparametric methods. , 1999, American journal of human genetics.

[8]  D. Greenberg,et al.  Using lod-score differences to determine mode of inheritance: a simple, robust method even in the presence of heterogeneity and reduced penetrance. , 1994, American journal of human genetics.

[9]  S E Hodge,et al.  Magnitude of type I error when single-locus linkage analysis is maximized over models: a simulation study. , 1997, American journal of human genetics.

[10]  D. Weeks,et al.  Comparison of nonparametric statistics for detection of linkage in nuclear families: single-marker evaluation. , 1997, American journal of human genetics.

[11]  J Halpern,et al.  Probability of gene identity by descent: computation and applications. , 1994, Biometrics.

[12]  G. Dahlberg,et al.  Genetics of human populations. , 1948, Advances in genetics.

[13]  J. Ott Analysis of Human Genetic Linkage , 1985 .

[14]  D. Greenberg,et al.  Inferring mode of inheritance by comparison of lod scores. , 1989, American journal of medical genetics.

[15]  D. Weeks,et al.  Two-locus models of disease: comparison of likelihood and nonparametric linkage methods. , 1993, American journal of human genetics.

[16]  S. Hodge,et al.  Linkage analysis under “random” and “genetic” reduced penetrance , 1989, Genetic epidemiology.

[17]  N J Cox,et al.  Allele-sharing models: LOD scores and accurate linkage tests. , 1997, American journal of human genetics.

[18]  M. Babron,et al.  Conclusion of LOD-score analysis for family data generated under two-locus models. , 1996, American journal of human genetics.

[19]  D. Greenberg,et al.  Effect of heterogeneity and assumed mode of inheritance on lod scores. , 1992, American journal of medical genetics.

[20]  S E Hodge,et al.  The power to detect linkage in complex disease by means of simple LOD-score analyses. , 1998, American journal of human genetics.

[21]  L R Goldin,et al.  Optimal ascertainment strategies to detect linkage to common disease alleles. , 1998, American journal of human genetics.

[22]  V. Vieland,et al.  Adequacy of single‐locus approximations for linkage analyses of oligogenic traits , 1992, Genetic epidemiology.

[23]  D. Greenberg,et al.  Partitioned association‐linkage test: distinguishing “necessary” from “susceptibility” loci , 1996, Genetic epidemiology.

[24]  V. Vieland,et al.  Adequacy of single-locus approximations for linkage analyses of oligogenic traits: extension to multigenerational pedigree structures. , 1993, Human heredity.