Some Properties of a Variance Components Model for Fine-Mapping Quantitative Trait Loci

Identifying etiological variants for multifactorial traits by allelic association holds promise when many markers are available in close proximity. However, evidence for or against association at any particular marker does not provide any direct information about the influence of causal variants or the frequency of the etiologic allele(s). Recently, a variance components model of linkage and association was developed for quantitative traits which is sufficiently flexible to provide some insights into these issues. We show that this combined linkage/association model provides an estimate of the additive genetic variance of a trait that is attributable to disequilibrium between the marker and QTL. We use this estimate to construct approximate boundaries of the minimum level of disequilibrium between an observed marker and unobserved QTL and to delimit the permissible range of allele frequencies at the QTL based on available data at nearby markers. This information may facilitate fine-mapping studies of complex traits that aim to localize QTLs by assessment of association with many markers in a candidate region of interest.

[1]  M. Rieder,et al.  Sequence variation in the human angiotensin converting enzyme , 1999, Nature Genetics.

[2]  K. Lange,et al.  Extensions to pedigree analysis III. Variance components by the scoring method , 1976, Annals of human genetics.

[3]  J. Mathews,et al.  Extensions to multivariate normal models for pedigree analysis , 1982, Annals of human genetics.

[4]  L. Cardon A Sib-Pair Regression Model of Linkage Disequilibrium for Quantitative Traits , 2000, Human Heredity.

[5]  W J Ewens,et al.  The TDT and other family-based tests for linkage disequilibrium and association. , 1996, American journal of human genetics.

[6]  E. Martin,et al.  Sibling-based tests of linkage and association for quantitative traits. , 1999, American journal of human genetics.

[7]  M Farrall,et al.  Measured haplotype analysis of the angiotensin-I converting enzyme gene. , 1998, Human molecular genetics.

[8]  E. Boerwinkle,et al.  DNA sequence diversity in a 9.7-kb region of the human lipoprotein lipase gene , 1998, Nature Genetics.

[9]  K. Weiss Is there a paradigm shift in genetics? Lessons from the study of human diseases. , 1996, Molecular phylogenetics and evolution.

[10]  D Rabinowitz,et al.  A transmission disequilibrium test for quantitative trait loci. , 1997, Human heredity.

[11]  K. Weiss,et al.  Linkage disequilibrium mapping of complex disease: fantasy or reality? , 1998, Current opinion in biotechnology.

[12]  E. Lander,et al.  Complete multipoint sib-pair analysis of qualitative and quantitative traits. , 1995, American journal of human genetics.

[13]  N Risch,et al.  The Future of Genetic Studies of Complex Human Diseases , 1996, Science.

[14]  P. Sham,et al.  Power of linkage versus association analysis of quantitative traits, by use of variance-components models, for sibship data. , 2000, American journal of human genetics.

[15]  W. G. Hill,et al.  Genetic Data Analysis II . By Bruce S. Weir, Sunderland, Massachusetts. Sinauer Associates, Inc.445 pages. ISBN 0-87893-902-4. , 1996 .

[16]  A. Thapar,et al.  Methodology for Genetic Studies of Twins and Families , 1993 .

[17]  Xiaolin Zhu,et al.  A test of transmission/disequilibrium for quantitative traits in pedigree data, by multiple regression. , 1999, American journal of human genetics.

[18]  L. Cavalli-Sforza,et al.  Genetic variation and human disease , 1996 .

[19]  C. Amos Robust variance-components approach for assessing genetic linkage in pedigrees. , 1994, American journal of human genetics.

[20]  A. Chakravarti It's raining SNPs, hallelujah? , 1998, Nature Genetics.

[21]  H. Grüneberg,et al.  Introduction to quantitative genetics , 1960 .

[22]  W. Ewens,et al.  Transmission test for linkage disequilibrium: the insulin gene region and insulin-dependent diabetes mellitus (IDDM). , 1993, American journal of human genetics.

[23]  E. Lander Array of hope , 1999, Nature Genetics.

[24]  L. Kruglyak Prospects for whole-genome linkage disequilibrium mapping of common disease genes , 1999, Nature Genetics.

[25]  J Krushkal,et al.  TDT statistics for mapping quantitative trait loci , 1998, Annals of human genetics.

[26]  G. Abecasis,et al.  A general test of association for quantitative traits in nuclear families. , 2000, American journal of human genetics.

[27]  N. Shen,et al.  Patterns of single-nucleotide polymorphisms in candidate genes for blood-pressure homeostasis , 1999, Nature Genetics.

[28]  R C Elston,et al.  Transmission/disequilibrium tests for quantitative traits , 2001, Genetic epidemiology.

[29]  N. Schork,et al.  Testing the robustness of the likelihood-ratio test in a variance-component quantitative-trait loci-mapping procedure. , 1999, American journal of human genetics.

[30]  J K Hewitt,et al.  Combined linkage and association sib-pair analysis for quantitative traits. , 1999, American journal of human genetics.

[31]  M. Cargill Characterization of single-nucleotide polymorphisms in coding regions of human genes , 1999, Nature Genetics.

[32]  J. Ott Genetic data analysis II , 1997 .