Genomewide scans of complex human diseases: true linkage is hard to find.

Many "complex" human diseases, which involve multiple genetic and environmental determinants, have increased in incidence during the past 2 decades. During the same time period, considerable effort and expense have been expended in whole-genome screens aimed at detection of genetic loci contributing to the susceptibility to complex human diseases. However, the success of positional cloning attempts based on whole-genome screens has been limited, and many of the fundamental questions relating to the genetic epidemiology of complex human disease remain unanswered. Both to review the success of the positional cloning paradigm as applied to complex human disease and to investigate the characteristics of the whole-genome scans undertaken to date, we created a database of 101 studies of complex human disease, which were found by a systematic Medline search (current as of December 2000). We compared these studies, concerning 31 different human complex diseases, with regard to design, methods, and results. The "significance" categorizations proposed by Lander and Kruglyak were used as criteria for the "success" of a study. Most (66.3% [n=67]) of the studies did not show "significant" linkage when the criteria of Lander and Kruglyak (1995) were used, and the results of studies of the same disease were often inconsistent. Our analyses suggest that no single study design consistently produces more-significant results. Multivariate analysis suggests that the only factors independently associated with increased study success are (a) an increase in the number of individuals studied and (b) study of a sample drawn from only one ethnic group. Positional cloning based on whole-genome screens in complex human disease has proved more difficult than originally had been envisioned; detection of linkage and positional cloning of specific disease-susceptibility loci remains elusive.

[1]  J. Weissenbach,et al.  An international two–stage genome–wide search for schizophrenia susceptibility genes , 1995, Nature Genetics.

[2]  N. Risch Searching for genetic determinants in the new millennium , 2000, Nature.

[3]  R. S. Spielman,et al.  A genome–wide search for human non–insulin–dependent (type 2) diabetes genes reveals a major susceptibility locus on chromosome 2 , 1996, Nature Genetics.

[4]  S. Brennecke,et al.  A genomewide linkage study of preeclampsia/eclampsia reveals evidence for a candidate region on 4q. , 1997, American journal of human genetics.

[5]  J. Rotter,et al.  A genome scan for familial combined hyperlipidemia reveals evidence of linkage with a locus on chromosome 11. , 1999, American journal of human genetics.

[6]  T. Wienker,et al.  Genomewide scan in german families reveals evidence for a novel psoriasis-susceptibility locus on chromosome 19p13. , 2000, American journal of human genetics.

[7]  Scott L. Zeger,et al.  Generalized linear models with random e ects: a Gibbs sampling approach , 1991 .

[8]  D. Rao,et al.  Genetic dissection of complex traits: an overview. , 2001, Advances in genetics.

[9]  L. Almasy,et al.  A genome search identifies major quantitative trait loci on human chromosomes 3 and 4 that influence cholesterol concentrations in small LDL particles. , 1999, Arteriosclerosis, thrombosis, and vascular biology.

[10]  N. Freimer,et al.  A complete genome screen for genes predisposing to severe bipolar disorder in two Costa Rican pedigrees. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[11]  A. Chapelle,et al.  Disease gene mapping in isolated human populations: the example of Finland. , 1993, Journal of medical genetics.

[12]  D. Postma,et al.  Major genes regulating total serum immunoglobulin E levels in families with asthma. , 2000, American journal of human genetics.

[13]  S. C. Jenkins,et al.  Chromosome–specific microsatellite sets for fluorescence–based, semi–automated genome mapping , 1994, Nature Genetics.

[14]  T. Matise,et al.  Genome scan of European-American schizophrenia pedigrees: results of the NIMH Genetics Initiative and Millennium Consortium. , 1998, American journal of medical genetics.

[15]  M. Leppert,et al.  A genome-wide search for type 2 diabetes susceptibility genes in Utah Caucasians. , 1999, Diabetes.

[16]  L. Cardon,et al.  Osteoarthritis-susceptibility locus on chromosome 11q, detected by linkage. , 1999, American journal of human genetics.

[17]  K. Deichmann,et al.  A retrospective collaboration on chromosome 5 by the International Consortium on Asthma Genetics (COAG) , 2001, Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology.

[18]  Jean Weissenbach,et al.  Mapping of a susceptibility locus for Crohn's disease on chromosome 16 , 1996, Nature.

[19]  T. Arinami,et al.  Significant evidence for linkage of mite-sensitive childhood asthma to chromosome 5q31-q33 near the interleukin 12 B locus by a genome-wide search in Japanese families. , 2000, Genomics.

[20]  J. Rice,et al.  Genome-wide search for genes affecting the risk for alcohol dependence. , 1998, American journal of medical genetics.

[21]  J. Terwilliger,et al.  Two stage genome–wide search in inflammatory bowel disease provides evidence for susceptibility loci on chromosomes 3, 7 and 12 , 1996, Nature Genetics.

[22]  Ralph W. Gerard,et al.  Methods in medical research , 1967 .

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

[24]  N. Kamatani,et al.  Identification of the gene loci that predispose to rheumatoid arthritis. , 1998, International immunology.

[25]  E. Goode,et al.  Evidence for a rare prostate cancer-susceptibility locus at chromosome 1p36. , 1999, American journal of human genetics.

[26]  K. Clément,et al.  A genome-wide scan for human obesity genes reveals a major susceptibility locus on chromosome 10 , 1998, Nature Genetics.

[27]  L Kruglyak,et al.  Genome scan of schizophrenia. , 1996, The American journal of psychiatry.

[28]  J. Zieleński,et al.  Cystic fibrosis: genotypic and phenotypic variations. , 1995, Annual review of genetics.

[29]  L. Peltonen,et al.  Genome scan for predisposing loci for distal interphalangeal joint osteoarthritis: evidence for a locus on 2q. , 1999, American journal of human genetics.

[30]  Eric R. Ziegel,et al.  Generalized Linear Models , 2002, Technometrics.

[31]  H. Stefánsson,et al.  A genome-wide scan reveals a maternal susceptibility locus for pre-eclampsia on chromosome 2p13. , 1999, Human molecular genetics.

[32]  J. Todd,et al.  A genome-wide search for human type 1 diabetes susceptibility genes , 1994, Nature.

[33]  T. Matise,et al.  NIMH Genetics Initiative Millenium Schizophrenia Consortium: linkage analysis of African-American pedigrees. , 1998, American journal of medical genetics.

[34]  J. Haines,et al.  A meta-analysis of genomic screens in multiple sclerosis. The Transatlantic Multiple Sclerosis Genetics Cooperative. , 2001, Multiple sclerosis.

[35]  M. Petri,et al.  Genome scan of human systemic lupus erythematosus: evidence for linkage on chromosome 1q in African-American pedigrees. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[36]  R. Bellamy Identifying genetic susceptibility factors for tuberculosis in Africans: a combined approach using a candidate gene study and a genome-wide screen. , 2000, Clinical science.

[37]  Andrew H. Liu,et al.  A Major Susceptibility Locus for Atopic Dermatitis Maps to Chromosome 3Q21 , 2002, Pediatrics.

[38]  G. Gyapay,et al.  New susceptibility locus for rheumatoid arthritis suggested by a genome-wide linkage study. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[39]  J. Weber,et al.  Identification of novel susceptibility loci for inflammatory bowel disease on chromosomes 1p, 3q, and 4q: evidence for epistasis between 1p and IBD1. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[40]  J. Haines,et al.  A complete genomic screen for multiple sclerosis underscores a role for the major histocompatability complex , 1996, Nature Genetics.

[41]  D V Conti,et al.  Genomewide scan for prostate cancer-aggressiveness loci. , 2000, American journal of human genetics.

[42]  S E Hodge,et al.  Results of a genome-wide genetic screen for panic disorder. , 1998, American journal of medical genetics.

[43]  D E Weeks,et al.  Polygenic disease: methods for mapping complex disease traits. , 1995, Trends in genetics : TIG.

[44]  P. Goodfellow,et al.  A genome screen in multiple sclerosis reveals susceptibility loci on chromosome 6p21 and 17q22 , 1996, Nature Genetics.

[45]  P R Burton,et al.  Gibbs sampling–based segregation analysis of asthma‐associated quantitative traits in a population‐based sample of nuclear families , 2001, Genetic epidemiology.

[46]  D. Weeks,et al.  High-density genome scan in Crohn disease shows confirmed linkage to chromosome 14q11-12. , 2000, American journal of human genetics.

[47]  J. Long,et al.  Evidence for genetic linkage to alcohol dependence on chromosomes 4 and 11 from an autosome-wide scan in an American Indian population. , 1998, American journal of medical genetics.

[48]  C. Lewis,et al.  A method for meta‐analysis of genome searches: Application to simulated data , 1999, Genetic epidemiology.

[49]  D R Goldstein,et al.  Meta‐analysis by combining p‐values: Simulated linkage studies , 1999, Genetic epidemiology.

[50]  P. Mitchell,et al.  A susceptibility locus for bipolar affective disorder on chromosome 4q35. , 1998, American journal of human genetics.

[51]  T. Niu,et al.  An extreme-sib-pair genome scan for genes regulating blood pressure. , 1999, American journal of human genetics.

[52]  M. Ehm,et al.  Autosomal genomic scan for loci linked to obesity and energy metabolism in Pima Indians. , 1998, American journal of human genetics.

[53]  N. Schork,et al.  A genome-wide search for chromosomal loci linked to mental health wellness in relatives at high risk for bipolar affective disorder among the Old Order Amish. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[54]  J. Browne,et al.  Identification of a major susceptibility locus on chromosome 6p and evidence for further disease loci revealed by a two stage genome-wide search in psoriasis. , 1997, Human molecular genetics.

[55]  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.

[56]  A. Tsalenko,et al.  A second-generation genomewide screen for asthma-susceptibility alleles in a founder population. , 2000, American journal of human genetics.

[57]  A. Silman,et al.  A two-stage, genome-wide screen for susceptibility loci in primary Raynaud's phenomenon. , 2000, Arthritis and rheumatism.

[58]  B. Zinman,et al.  Genome-wide scanning for type 2 diabetes susceptibility in Canadian Oji-Cree, using 190 microsatellite markers , 1999, Journal of Human Genetics.

[59]  H. Coon,et al.  Genomic scan for genes predisposing to schizophrenia. , 1994, American journal of medical genetics.

[60]  Daniel H. Schneider,et al.  Genome-wide screen for atopy susceptibility alleles in the Hutterites. , 1999, Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology.

[61]  S. Godfrey Independent inheritance of serum immunoglobulin E concentrations and airway responsiveness. , 2001, American journal of respiratory and critical care medicine.

[62]  James T. Elder,et al.  Evidence for two psoriasis susceptibility loci (HLA and 17q) and two novel candidate regions (16q and 20p) by genome-wide scan. , 1997, Human molecular genetics.

[63]  J D Terwilliger,et al.  Genomewide scan for familial combined hyperlipidemia genes in finnish families, suggesting multiple susceptibility loci influencing triglyceride, cholesterol, and apolipoprotein B levels. , 1999, American journal of human genetics.

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

[65]  J. Morrison,et al.  Genome-wide screen for systemic lupus erythematosus susceptibility genes in multiplex families. , 1999, Human molecular genetics.

[66]  J. Weissenbach,et al.  A genome-wide search for chromosomal loci linked to bipolar affective disorder in the Old Order Amish , 1996, Nature Genetics.

[67]  C. Bouchard,et al.  Genome-Wide Linkage Analysis of Systolic and Diastolic Blood Pressure: The Québec Family Study , 2000, Circulation.

[68]  D. Mccormick Sequence the Human Genome , 1986, Bio/Technology.

[69]  T. Niu,et al.  A genome-wide scan for loci linked to forearm bone mineral density , 1999, Human Genetics.

[70]  C. Gillberg,et al.  Genome-wide scan for autism susceptibility genes. Paris Autism Research International Sibpair Study. , 1999, Human molecular genetics.

[71]  G. Giles,et al.  Design and analysis issues in a population-based, case-control-family study of the genetic epidemiology of breast cancer and the Co-operative Family Registry for Breast Cancer Studies (CFRBCS). , 1999, Journal of the National Cancer Institute. Monographs.

[72]  D. Forman,et al.  Candidate regions for a testicular cancer susceptibility gene , 1995 .

[73]  C R Mehta,et al.  The exact analysis of contingency tables in medical research , 1994, Statistical methods in medical research.

[74]  J. Witte,et al.  A genome screen of multiplex sibships with prostate cancer. , 2000, American journal of human genetics.

[75]  M. Owen,et al.  A full genome scan for late onset Alzheimer's disease , 1999 .

[76]  Joseph B. Rayman,et al.  The Finland-United States investigation of non-insulin-dependent diabetes mellitus genetics (FUSION) study. I. An autosomal genome scan for genes that predispose to type 2 diabetes. , 2000, American journal of human genetics.

[77]  E. Boerwinkle,et al.  Genome-wide linkage analyses of systolic blood pressure using highly discordant siblings. , 1999, Circulation.

[78]  Approaches to meta analysis in genetic disorders , 1998, Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology.

[79]  M. McCarthy,et al.  Mapping of a gene for type 2 diabetes associated with an insulin secretion defect by a genome scan in Finnish families , 1996, Nature Genetics.

[80]  M. Wjst,et al.  A Genome-wide Search for Linkage to Asthma , 1999 .

[81]  横内 裕佳子 Significant evidence for linkage of mite-sensitive childhood asthma to chromosome 5q31-q33 near the interleukin 12B locus by a genome-wide search in Japanese families , 2001 .

[82]  G. Thomson,et al.  Affected-sib-pair mapping of a novel susceptibility gene to insulin-dependent diabetes mellitus (IDDM8) on chromosome 6q25-q27. , 1995, American journal of human genetics.

[83]  M. Wjst,et al.  A genome-wide search for linkage to asthma. German Asthma Genetics Group. , 1999, Genomics.

[84]  E. Lander,et al.  Genome-wide search for asthma susceptibility loci in a founder population. The Collaborative Study on the Genetics of Asthma. , 1998, Human molecular genetics.

[85]  D. Hinds,et al.  A full genome search in multiple sclerosis , 1996, Nature Genetics.

[86]  S. Targan,et al.  A genome-wide search identifies potential new susceptibility loci for Crohn's disease. , 1999, Inflammatory bowel diseases.

[87]  T. Wienker,et al.  A major susceptibility locus for atopic dermatitis maps to chromosome 3q21 , 2000, Nature Genetics.

[88]  P. Gaffney,et al.  A genome-wide search for susceptibility genes in human systemic lupus erythematosus sib-pair families. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[89]  M. Ehm,et al.  An autosomal genomic scan for loci linked to type II diabetes mellitus and body-mass index in Pima Indians. , 1998, American journal of human genetics.

[90]  E S Lander,et al.  Genomewide search in Canadian families with inflammatory bowel disease reveals two novel susceptibility loci. , 2000, American journal of human genetics.

[91]  J. Morissette,et al.  Genome-wide search for linkage of bipolar affective disorders in a very large pedigree derived from a homogeneous population in quebec points to a locus of major effect on chromosome 12q23-q24. , 1999, American journal of medical genetics.

[92]  J. Suvisaari,et al.  Genome-wide scan for schizophrenia in the Finnish population: evidence for a locus on chromosome 7q22. , 2000, Human molecular genetics.

[93]  A. Bowcock,et al.  Gene for familial psoriasis susceptibility mapped to the distal end of human chromosome 17q. , 1994, Science.

[94]  N. Risch Linkage strategies for genetically complex traits. I. Multilocus models. , 1990, American journal of human genetics.

[95]  L. Cardon,et al.  A genomewide analysis provides evidence for novel linkages in inflammatory bowel disease in a large European cohort. , 1999, American journal of human genetics.

[96]  J. Haines,et al.  Complete genomic screen in late-onset familial Alzheimer disease. Evidence for a new locus on chromosome 12. , 1997, JAMA.

[97]  J. Rice The role of meta-analysis in linkage studies of complex traits. , 1997, American journal of medical genetics.

[98]  E. Lander,et al.  Genetic dissection of complex traits: guidelines for interpreting and reporting linkage results , 1995, Nature Genetics.

[99]  M. Daly,et al.  Genomewide scan of multiple sclerosis in Finnish multiplex families. , 1997, American journal of human genetics.

[100]  T. Crow,et al.  A genome-wide search for schizophrenia susceptibility genes. , 1998, American journal of medical genetics.

[101]  M. Ehm,et al.  An autosomal genomic scan for loci linked to prediabetic phenotypes in Pima Indians. , 1998, The Journal of clinical investigation.

[102]  W. Cookson,et al.  Genomic approaches to understanding asthma. , 2000, Genome research.

[103]  E. Fisher,et al.  Evidence that a locus for familial psoriasis maps to chromosome 4q , 1996, Nature Genetics.

[104]  Farhad Imani,et al.  A genome-wide search for asthma susceptibility loci in ethnically diverse populations , 1997, Nature Genetics.

[105]  J. Ott,et al.  First-stage autosomal genome screen in extended pedigrees suggests genes predisposing to low bone mineral density on chromosomes 1p, 2p and 4q , 1998, European Journal of Human Genetics.

[106]  K. Deichmann,et al.  Meta-analysis for linkage to asthma and atopy in the chromosome 5q31-33 candidate region. , 2001, Human molecular genetics.

[107]  J. Witte,et al.  Genetic dissection of complex traits , 1996, Nature Genetics.

[108]  J. Haines,et al.  Complete Genomic Screen in Late-Onset Familial Alzheimer’s Disease , 1998, Neurobiology of Aging.

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

[110]  J L Haines,et al.  Genome-wide scan for adult onset primary open angle glaucoma. , 2000, Human molecular genetics.

[111]  D A Meyers,et al.  Major Susceptibility Locus for Prostate Cancer on Chromosome 1 Suggested by a Genome-Wide Search , 1996, Science.

[112]  John Blangero,et al.  A major quantitative trait locus determining serum leptin levels and fat mass is located on human chromosome 2 , 1997, Nature Genetics.

[113]  C. Bell,et al.  Genome scan for human obesity and linkage to markers in 20q13. , 1999, American journal of human genetics.

[114]  H M Stringham,et al.  The Finland-United States investigation of non-insulin-dependent diabetes mellitus genetics (FUSION) study. II. An autosomal genome scan for diabetes-related quantitative-trait loci. , 2000, American journal of human genetics.

[115]  C I Amos,et al.  A comparison of univariate and multivariate tests for genetic linkage , 1993, Genetic epidemiology.

[116]  P. O'Connell,et al.  Evidence for linkage of regions on chromosomes 6 and 11 to plasma glucose concentrations in Mexican Americans. , 1996, Genome research.

[117]  L. Peltonen,et al.  Genome-wide scan of obesity in Finnish sibpairs reveals linkage to chromosome Xq24. , 2000, The Journal of clinical endocrinology and metabolism.

[118]  Amanda J. Wilson,et al.  A search for type 1 diabetes susceptibility genes in families from the United Kingdom , 1998, Nature Genetics.

[119]  M. James,et al.  Genetic mapping of a susceptibility locus for insulin-dependent diabetes mellitus on chromosome llq , 1994, Nature.

[120]  G. Lathrop,et al.  A genome-wide search for quantitative trait loci underlying asthma , 1996, Nature.

[121]  W. Vogel,et al.  Predisposing gene for early-onset prostate cancer, localized on chromosome 1q42.2-43. , 1998, American journal of human genetics.

[122]  J. Weber,et al.  Genomewide search for type 2 diabetes susceptibility genes in four American populations. , 2000, American journal of human genetics.

[123]  H. Coon,et al.  A genome-wide search for genes predisposing to manic-depression, assuming autosomal dominant inheritance. , 1993, American journal of human genetics.

[124]  E. Lander,et al.  Genome-Wide Search for Asthma Susceptibility Loci in a Founder Population , 1998 .

[125]  P. O'Connell,et al.  Linkage of type 2 diabetes mellitus and of age at onset to a genetic location on chromosome 10q in Mexican Americans. , 1999, American journal of human genetics.

[126]  C. Francks,et al.  A full genome screen for autism with evidence for linkage to a region on chromosome 7q. International Molecular Genetic Study of Autism Consortium. , 1998, Human molecular genetics.

[127]  D. Weeks,et al.  A genome-wide screen for susceptibility loci in ankylosing spondylitis. , 2004, Arthritis and rheumatism.

[128]  M. Daly,et al.  Full-genome scan for linkage in 50 families segregating the bipolar affective disease phenotype. , 2000, American journal of human genetics.

[129]  L. Field,et al.  A locus on chromosome 15q26 (IDDM3) produces susceptibility to insulin-dependent diabetes mellitus , 1994, Nature Genetics.

[130]  S. Seal,et al.  Localization to Xq27 of a susceptibility gene for testicular germ-cell tumours , 2000, Nature Genetics.

[131]  J A Badner,et al.  Meta‐analysis of linkage studies , 1999, Genetic epidemiology.

[132]  M. Owen,et al.  A two-stage genome scan for schizophrenia susceptibility genes in 196 affected sibling pairs. , 1999, Human molecular genetics.

[133]  Michael Province,et al.  Meta‐analysis methodology for combining non‐parametric sibpair linkage results: Genetic homogeneity and identical markers , 1998, Genetic epidemiology.

[134]  D. Clayton,et al.  A genome-wide search for susceptibility loci to human essential hypertension. , 2000, Hypertension.

[135]  N. Morton Meta‐analysis in complex diseases , 1995, Clinical and Experimental Allergy.

[136]  L R Goldin,et al.  A high-density genome scan detects evidence for a bipolar-disorder susceptibility locus on 13q32 and other potential loci on 1q32 and 18p11.2. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[137]  Christopher Gillberg,et al.  Genome-Wide Scan for Autism Susceptibility Genes , 1999 .

[138]  J. Bousquet,et al.  Genome screen for asthma and related phenotypes in the French EGEA study. , 2000, American journal of respiratory and critical care medicine.

[139]  C. Stefanis,et al.  Schizophrenia susceptibility loci on chromosomes 13q32 and 8p21 , 1998, Nature Genetics.