Linkage disequilibrium and the search for complex disease genes.

During the past two decades, linkage analysis has been phenomenally successful in localizing Mendelian disease genes. Linkage disequilibrium (LD) analysis, which effectively incorporates the effects of many past generations of recombination, has often been instrumental in the final phases of gene localization (Feder et al. 1996; Hastbacka et al. 1994; Kerem et al. 1989). These successes have fueled hopes that similar approaches will be effective in localizing genes underlying susceptibility to common, complex diseases. With the exception of Mendelian subsets of common diseases (e.g., BRCA1 and BRCA2 for breast cancer, APC for colon cancer, the LDL receptor gene for heart disease), progress on this front has been limited. Typically, a nonparametric linkage analysis, such as a sib-pair analysis, will implicate several genetic regions as targets for further investigation. These regions, often 10–20 Mb in size, remain intractably large for effective positional cloning. It is now hoped that LD approaches, using hundreds of thousands of new polymorphic markers, will overcome this impasse (Risch and Merikangas 1996). The rationale underlying LD mapping of complex disease genes is straightforward and similar to the justification for LD mapping of Mendelian disease genes. With both types of disease genes, the primary advantage of LD analysis remains its ability to use the effects of dozens or hundreds of past generations of recombination to achieve fine-scale gene localization (Jorde 1995). An important difficulty, common to both types of disease genes, is that past historical events (admixture, genetic drift, multiple mutations, and natural selection) can disturb the relationship between LD and inter-locus physical distance. A major difference, of course, is that locus heterogeneity complicates the analysis of complex diseases and may be more extensive for these diseases than for most Mendelian diseases. Furthermore, allelic heterogeneity may be present at each locus. This heterogeneity, the scope of which is largely unknown, will limit the strength of association between a given polymorphism and an observable phenotype. Despite these challenges, LD mapping holds considerable appeal, and there is great demand to resolve the genetics of complex diseases. Consequently, many new techniques have been devised to carry out LD analysis, often with a view toward mapping complex disease loci. The purpose of this review is to summarize these techniques and some of the issues surrounding their application. In particular, the evolutionary factors that can confound or enhance disequilibrium analysis will be discussed, and some thoughts will be offered on the optimal choice of markers and populations for LD analysis.

[1]  D. Curtis,et al.  An extended transmission/disequilibrium test (TDT) for multi‐allele marker loci , 1995, Annals of human genetics.

[2]  William G. Hill,et al.  The Evaluation of Forensic DNA Evidence. By Committee on DNA Forensic Science: an Update, National Research Council. National Academy Press, 1996. 254 pages. Price £30.95, hard cover. ISBN 0 309 05395 1. , 1997 .

[3]  E. Eichler,et al.  FMR1 in global populations. , 1996, American journal of human genetics.

[4]  P. Sham,et al.  The trimmed-haplotype test for linkage disequilibrium. , 2000, American journal of human genetics.

[5]  P. McKeigue,et al.  Mapping genes that underlie ethnic differences in disease risk: methods for detecting linkage in admixed populations, by conditioning on parental admixture. , 1998, American journal of human genetics.

[6]  G. Thomson Mapping disease genes: family-based association studies. , 1995, American journal of human genetics.

[7]  G. Thomson,et al.  Measuring the strength of associations between HLA antigens and diseases. , 1981, Tissue antigens.

[8]  J. Stephens,et al.  Polymorphic admixture typing in human ethnic populations. , 1994, American journal of human genetics.

[9]  S. Pääbo,et al.  Demographic history and linkage disequilibrium in human populations , 1997, Nature Genetics.

[10]  W D Flanders,et al.  Transmission disequilibrium test (TDT) when only one parent is available: the 1-TDT. , 1999, American journal of epidemiology.

[11]  N. Risch,et al.  A comparison of linkage disequilibrium measures for fine-scale mapping. , 1995, Genomics.

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

[13]  L. Bierut,et al.  Genetic studies of alcoholism and substance dependence. , 1999, American journal of human genetics.

[14]  L. Jorde Linkage disequilibrium as a gene-mapping tool. , 1995, American journal of human genetics.

[15]  L. Lazzeroni,et al.  Linkage disequilibrium and gene mapping: an empirical least-squares approach. , 1998, American journal of human genetics.

[16]  L. Kruglyak What is significant in whole-genome linkage disequilibrium studies? , 1997, American journal of human genetics.

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

[18]  K K Kidd,et al.  A global haplotype analysis of the myotonic dystrophy locus: implications for the evolution of modern humans and for the origin of myotonic dystrophy mutations. , 1998, American journal of human genetics.

[19]  S T Sherry,et al.  Genetic traces of ancient demography. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[20]  A Collins,et al.  Mapping a disease locus by allelic association. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[21]  N. Arnheim,et al.  Use of pooled DNA samples to detect linkage disequilibrium of polymorphic restriction fragments and human disease: studies of the HLA class II loci. , 1985, Proceedings of the National Academy of Sciences of the United States of America.

[22]  E M Wijsman,et al.  Genome screens using linkage disequilibrium tests: optimal marker characteristics and feasibility. , 1998, American journal of human genetics.

[23]  T. Matise,et al.  Identity-by-descent and association mapping of a recessive gene for Hirschsprung disease on human chromosome 13q22. , 1994, Human molecular genetics.

[24]  R. Cawthon,et al.  Genotyping of PCR-based polymorphisms and linkage-disequilibrium analysis at the NF1 locus. , 1996, American journal of human genetics.

[25]  S. R. Wilson,et al.  On extending the transmission/disequilibrium test (TDT) , 1997, Annals of human genetics.

[26]  N Risch,et al.  The relative power of family-based and case-control designs for linkage disequilibrium studies of complex human diseases I. DNA pooling. , 1998, Genome research.

[27]  N. Freimer,et al.  The distribution of linkage disequilibrium over anonymous genome regions. , 1995, Human molecular genetics.

[28]  W S Watkins,et al.  Linkage disequilibrium patterns vary with chromosomal location: a case study from the von Willebrand factor region. , 1994, American journal of human genetics.

[29]  M. Carrington,et al.  A scan for linkage disequilibrium across the human genome. , 1999, Genetics.

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

[31]  L. Jin,et al.  Comparison of the power and accuracy of biallelic and microsatellite markers in population-based gene-mapping methods. , 1999, American journal of human genetics.

[32]  M. Boehnke,et al.  Genetic association mapping based on discordant sib pairs: the discordant-alleles test. , 1998, American journal of human genetics.

[33]  Momiao Xiong,et al.  The Power of Linkage Detection by the Transmission/Disequilibrium Tests , 1998, Human Heredity.

[34]  J. Suvisaari,et al.  A genomewide screen for schizophrenia genes in an isolated Finnish subpopulation, suggesting multiple susceptibility loci. , 1999, American journal of human genetics.

[35]  R. Hudson,et al.  The sampling distribution of linkage disequilibrium under an infinite allele model without selection. , 1985, Genetics.

[36]  S. Schneider Arlequin ver.1.1:a software for population genetic data analysis. , 1997 .

[37]  M. McPeek,et al.  Assessment of linkage disequilibrium by the decay of haplotype sharing, with application to fine-scale genetic mapping. , 1999, American journal of human genetics.

[38]  A. von Haeseler,et al.  A coalescent approach to study linkage disequilibrium between single-nucleotide polymorphisms. , 2000, American journal of human genetics.

[39]  C I Amos,et al.  Comparison of linkage-disequilibrium methods for localization of genes influencing quantitative traits in humans. , 1999, American journal of human genetics.

[40]  Joseph D. Terwilliger,et al.  Gene Mapping in the 20th and 21st Centuries: Statistical Methods, Data Analysis, and Experimental Design , 2009, Human biology.

[41]  N Risch,et al.  The relative power of family-based and case-control designs for linkage disequilibrium studies of complex human diseases. II. Individual genotyping. , 1999, Genome research.

[42]  B S Weir,et al.  Marker selection for the transmission/disequilibrium test, in recently admixed populations. , 1998, American journal of human genetics.

[43]  J. Ott,et al.  The effect of marker heterozygosity on the power to detect linkage disequilibrium. , 1997, Genetics.

[44]  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.

[45]  A Chakravarti,et al.  Allele frequency distributions in pooled DNA samples: applications to mapping complex disease genes. , 1998, Genome research.

[46]  R. Williams,et al.  Gm3;5,13,14 and type 2 diabetes mellitus: an association in American Indians with genetic admixture. , 1988, American journal of human genetics.

[47]  H. Jennings The Numerical Results of Diverse Systems of Breeding, with Respect to Two Pairs of Characters, Linked or Independent, with Special Relation to the Effects of Linkage. , 1917, Genetics.

[48]  M. Xiong,et al.  Fine-scale genetic mapping based on linkage disequilibrium: theory and applications. , 1997, American journal of human genetics.

[49]  S W Guo,et al.  Linkage disequilibrium measures for fine-scale mapping: a comparison. , 1997, Human heredity.

[50]  M. Nei,et al.  Linkage disequilibrium in subdivided populations. , 1973, Genetics.

[51]  N E Morton,et al.  Tests and estimates of allelic association in complex inheritance. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[52]  A. Long,et al.  The power of association studies to detect the contribution of candidate genetic loci to variation in complex traits. , 1999, Genome research.

[53]  B S Weir,et al.  Power studies for the transmission/disequilibrium tests with multiple alleles. , 1997, American journal of human genetics.

[54]  E A Thompson,et al.  Disequilibrium likelihoods for fine-scale mapping of a rare allele. , 1998, American journal of human genetics.

[55]  V. Sheffield,et al.  Usher syndrome in the Samaritans: strengths and limitations of using inbred isolated populations to identify genes causing recessive disorders. , 1997, American journal of physical anthropology.

[56]  Eric S. Lander,et al.  The diastrophic dysplasia gene encodes a novel sulfate transporter: Positional cloning by fine-structure linkage disequilibrium mapping , 1994, Cell.

[57]  W. Ewens,et al.  A sibship test for linkage in the presence of association: the sib transmission/disequilibrium test. , 1998, American journal of human genetics.

[58]  N. Freimer,et al.  Linkage-disequilibrium mapping of disease genes by reconstruction of ancestral haplotypes in founder populations. , 1999, American journal of human genetics.

[59]  N E Morton,et al.  Genetic epidemiology of single-nucleotide polymorphisms. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[60]  M. Slatkin Linkage disequilibrium in growing and stable populations. , 1994, Genetics.

[61]  V. Sheffield,et al.  Use of isolated inbred human populations for identification of disease genes. , 1998, Trends in genetics : TIG.

[62]  S. Tishkoff,et al.  Global Patterns of Linkage Disequilibrium at the CD4 Locus and Modern Human Origins , 1996, Science.

[63]  J. Stephens,et al.  Mapping by admixture linkage disequilibrium in human populations: limits and guidelines. , 1994, American journal of human genetics.

[64]  B. Weir Genetic Data Analysis II. , 1997 .

[65]  Hongyu Zhao,et al.  A global survey of haplotype frequencies and linkage disequilibrium at the DRD2 locus , 1998, Human Genetics.

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

[67]  M. C. Ellis,et al.  A novel MHC class I–like gene is mutated in patients with hereditary haemochromatosis , 1996, Nature Genetics.

[68]  L. Tsui,et al.  Erratum: Identification of the Cystic Fibrosis Gene: Genetic Analysis , 1989, Science.

[69]  Eric Lander,et al.  Linkage disequilibrium mapping in isolated founder populations: diastrophic dysplasia in Finland , 1992, Nature Genetics.

[70]  J. Terwilliger A powerful likelihood method for the analysis of linkage disequilibrium between trait loci and one or more polymorphic marker loci. , 1995, American journal of human genetics.

[71]  B S Weir,et al.  Likelihood methods for locating disease genes in nonequilibrium populations. , 1995, American journal of human genetics.

[72]  N. Morton,et al.  Allelic association under map error and recombinational heterogeneity: a tale of two sites. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[73]  B Rannala,et al.  Likelihood analysis of disequilibrium mapping, and related problems. , 1998, American journal of human genetics.

[74]  C. Falk,et al.  Haplotype relative risks: an easy reliable way to construct a proper control sample for risk calculations , 1987, Annals of human genetics.

[75]  J. Pritchard,et al.  Use of unlinked genetic markers to detect population stratification in association studies. , 1999, American journal of human genetics.

[76]  F. Wright,et al.  Linkage disequilibrium mapping in isolated populations: the example of Finland revisited. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

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

[78]  K Roeder,et al.  Haplotype fine mapping by evolutionary trees. , 2000, American journal of human genetics.

[79]  C R Weinberg,et al.  Allowing for missing parents in genetic studies of case-parent triads. , 1999, American journal of human genetics.

[80]  P. McKeigue,et al.  Mapping genes underlying ethnic differences in disease risk by linkage disequilibrium in recently admixed populations. , 1997, American journal of human genetics.

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

[82]  J. Terwilliger,et al.  Mapping Genes through the Use of Linkage Disequilibrium Generated by Genetic Drift: ‘Drift Mapping’ in Small Populations with No Demographic Expansion , 1998, Human Heredity.

[83]  J. Kere,et al.  Gene Mapping in Isolated Populations: New Roles for Old Friends? , 1999, Human Heredity.

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

[85]  Laurent Excoffier,et al.  Testing for linkage disequilibrium in genotypic data using the Expectation-Maximization algorithm , 1996, Heredity.

[86]  L. Brooks,et al.  A DNA polymorphism discovery resource for research on human genetic variation. , 1998, Genome research.

[87]  N. Morton,et al.  Allelic association between marker loci. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

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

[89]  K. Roeder,et al.  Disequilibrium mapping: composite likelihood for pairwise disequilibrium. , 1996, Genomics.

[90]  Peter Beighton,et al.  de la Chapelle, A. , 1997 .

[91]  L. Jorde,et al.  Haplotype analysis of hemochromatosis: evaluation of different linkage-disequilibrium approaches and evolution of disease chromosomes. , 1997, American journal of human genetics.

[92]  W S Watkins,et al.  Linkage disequilibrium predicts physical distance in the adenomatous polyposis coli region. , 1994, American journal of human genetics.

[93]  K. Weiss,et al.  Admixture as a tool for finding linked genes and detecting that difference from allelic association between loci. , 1988, Proceedings of the National Academy of Sciences of the United States of America.

[94]  E. Thompson,et al.  Allelic disequilibrium and allele frequency distribution as a function of social and demographic history. , 1997, American journal of human genetics.

[95]  Mario Pirastu,et al.  Population choice in mapping genes for complex diseases , 1999, Nature Genetics.

[96]  G. B. Golding The sampling distribution of linkage disequilibrium. , 1984, Genetics.

[97]  R. Lewontin The Interaction of Selection and Linkage. I. General Considerations; Heterotic Models. , 1964, Genetics.

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

[99]  J. Witte,et al.  Linkage disequilibrium and allele-frequency distributions for 114 single-nucleotide polymorphisms in five populations. , 2000, American journal of human genetics.

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

[101]  Leena Peltonen,et al.  Positional Cloning of Disease Genes: Advantages of Genetic Isolates , 1999, Human Heredity.

[102]  D. Schaid General score tests for associations of genetic markers with disease using cases and their parents , 1996, Genetic epidemiology.

[103]  D J Schaid,et al.  Transmission disequilibrium, family controls, and great expectations. , 1998, American journal of human genetics.