Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Original Article
  • Published:

A heterogeneity-based genome search meta-analysis for autism-spectrum disorders

Abstract

Autism and autism-spectrum disorders exhibit high heritability, although specific susceptibility genes still remain largely elusive. We performed a heterogeneity-based genome search meta-analysis (HEGESMA) of nine genome scans on autism or autism-spectrum disorders. Each genome scan was separated in 30 cM bins and the maximum linkage statistic from each bin was ranked. Significance for each bin's average rank and for between-scan heterogeneity (dis-similarity in the average ranks) was obtained through Monte Carlo tests. For autism, data from 771 affected sibpairs were synthesized across six separate genome scans. Region 7q22–q32 reached genome-wide significance both in weighted and unweighted analyses, with evidence for significantly low between-scan heterogeneity. The flanking chromosomal region 7q32-qter reached the less stringent threshold of suggestive significance, with no evidence for low between-scan heterogeneity. For autism-spectrum disorders (634 affected sibpairs from five separate scans), no chromosomal region reached genome-wide significance. However, suggestive significance was reached for the chromosomal regions 17p11.2–q12 and 10p12–q11.1 in weighted analyses. There was evidence for significantly high between-scan heterogeneity for the former region. The meta-analysis suggests that the 7q22–q32 region should be further scrutinized for autism susceptibility genes, while autism-spectrum disorders seem to have quite diverse linkage signals across scans, possibly suggesting genetic heterogeneity across subsyndromes and subpopulations.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1
Figure 2

Similar content being viewed by others

References

  1. Folstein SE, Piven J . Etiology of autism: genetic influences. Pediatrics 1991; 87: 767–773.

    CAS  PubMed  Google Scholar 

  2. Lotspeich LJ, Ciaranello RD . The neurobiology and genetics of infantile autism. Int Rev Neurobiol 1993; 35: 87–129.

    Article  CAS  Google Scholar 

  3. Folstein S, Rutter M . Infantile autism: a genetic study of 21 twin pairs. J Child Psychol Psychiatry 1977; 18: 297–321.

    Article  CAS  Google Scholar 

  4. Steffenburg S, Gillberg C, Hellgren L, Andersson L, Gillberg IC, Jakobsson G et al. A twin study of autism in Denmark, Finland, Iceland, Norway and Sweden. J Child Psychol Psychiatry 1989; 30: 405–416.

    Article  CAS  Google Scholar 

  5. Bailey A, Le Couteur A, Gottesman I, Bolton P, Simonoff E, Yuzda E et al. Autism as a strongly genetic disorder: evidence from a British twin study. Psychol Med 1995; 25: 63–77.

    Article  CAS  Google Scholar 

  6. Lauritsen M, Ewald H . The genetics of autism. Acta Psychiatr Scand 2001; 103: 411–427.

    Article  CAS  Google Scholar 

  7. Bolton P, Macdonald H, Pickles A, Rios P, Goode S, Crowson M et al. A case-control family history study of autism. J Child Psychol Psychiatry 1994; 35: 877–900.

    Article  CAS  Google Scholar 

  8. Lamb JA, Moore J, Bailey A, Monaco AP . Autism: recent molecular genetic advances. Hum Mol Genet 2000; 9: 861–868.

    Article  CAS  Google Scholar 

  9. Risch N, Spiker D, Lotspeich L, Nouri N, Hinds D, Hallmayer J et al. A genomic screen of autism: evidence for a multilocus etiology. Am J Hum Genet 1999; 65: 493–507.

    Article  CAS  Google Scholar 

  10. Folstein SE, Rosen-Sheidley B . Genetics of autism: complex aetiology for a heterogeneous disorder. Nat Rev Genet 2001; 2: 943–955.

    Article  CAS  Google Scholar 

  11. Muhle R, Trentacoste SV, Rapin I . The genetics of autism. Pediatrics 2004; 113: e472–e486.

    Article  Google Scholar 

  12. Veenstra-Vanderweele J, Christian SL, Cook Jr EH . Autism as a paradigmatic complex genetic disorder. Annu Rev Genomics Hum Genet 2004; 5: 379–405.

    Article  CAS  Google Scholar 

  13. Bass MP, Wolpert CM, Menold MM, Donnelly SL, Ravan SA, Hauser ER et al. Genomic screen for autistic disorder [Abstract]. Am J Hum Genet 1998; 63(Suppl): A281.

    Google Scholar 

  14. A full genome screen for autism with evidence for linkage to a region on chromosome 7q. International Molecular Genetic Study of Autism Consortium. Hum Mol Genet 1998; 7: 571–578.

  15. A genomewide screen for autism: strong evidence for linkage to chromosomes 2q, 7q, and 16p. Am J Hum Genet 2001; 69: 570–581.

  16. Philippe A, Martinez M, Guilloud-Bataille M, Gillberg C, Rastam M, Sponheim E et al. Genome-wide scan for autism susceptibility genes. Paris Autism Research International Sibpair Study. Hum Mol Genet 1999; 8: 805–812.

    Article  CAS  Google Scholar 

  17. Buxbaum JD, Silverman JM, Smith CJ, Kilifarski M, Reichert J, Hollander E et al. Evidence for a susceptibility gene for autism on chromosome 2 and for genetic heterogeneity. Am J Hum Genet 2001; 68: 1514–1520.

    Article  CAS  Google Scholar 

  18. Buxbaum JD, Silverman J, Keddache M, Smith CJ, Hollander E, Ramoz N et al. Linkage analysis for autism in a subset families with obsessive-compulsive behaviors: evidence for an autism susceptibility gene on chromosome 1 and further support for susceptibility genes on chromosome 6 and 19. Mol Psychiatry 2004; 9: 144–150.

    Article  CAS  Google Scholar 

  19. An autosomal genomic screen for autism. Am J Med Genet 2001; 105: 609–615.

  20. Barrett S, Beck JC, Bernier R, Bisson E, Braun TA, Casavant TL et al. An autosomal genomic screen for autism. Collaborative linkage study of autism. Am J Med Genet 1999; 88: 609–615.

    Article  CAS  Google Scholar 

  21. Liu J, Nyholt DR, Magnussen P, Parano E, Pavone P, Geschwind D et al. A genomewide screen for autism susceptibility loci. Am J Hum Genet 2001; 69: 327–340.

    Article  CAS  Google Scholar 

  22. Auranen M, Vanhala R, Varilo T, Ayers K, Kempas E, Ylisaukko-Oja T et al. A genomewide screen for autism-spectrum disorders: evidence for a major susceptibility locus on chromosome 3q25–27. Am J Hum Genet 2002; 71: 777–790.

    Article  Google Scholar 

  23. Shao Y, Wolpert CM, Raiford KL, Menold MM, Donnelly SL, Ravan SA et al. Genomic screen and follow-up analysis for autistic disorder. Am J Med Genet 2002; 114: 99–105.

    Article  Google Scholar 

  24. Yonan AL, Alarcon M, Cheng R, Magnusson PK, Spence SJ, Palmer AA et al. A genomewide screen of 345 families for autism-susceptibility loci. Am J Hum Genet 2003; 73: 886–897.

    Article  CAS  Google Scholar 

  25. Ylisaukko-Oja T, Nieminen-von Wendt T, Kempas E, Sarenius S, Varilo T, von Wendt L et al. Genome-wide scan for loci of Asperger syndrome. Mol Psychiatry 2004; 9: 161–168.

    Article  CAS  Google Scholar 

  26. Stone JL, Merriman B, Cantor RM, Yonan AL, Gilliam TC, Geschwind DH et al. Evidence for sex-specific risk alleles in autism spectrum disorder. Am J Hum Genet 2004; 75: 1117–1123.

    Article  CAS  Google Scholar 

  27. Alarcon M, Yonan AL, Gilliam TC, Cantor RM, Geschwind DH . Quantitative genome scan and Ordered-Subsets Analysis of autism endophenotypes support language QTLs. Mol Psychiatry 2005 [e-pub ahead of print].

  28. Cantor RM, Kono N, Duvall JA, Alvarez-Retuerto A, Stone JL, Alarcon M et al. Replication of autism linkage: fine-mapping peak at 17q21. Am J Hum Genet 2005; 76: 1050–1056.

    Article  CAS  Google Scholar 

  29. McCauley JL, Li C, Jiang L, Olson LM, Crockett G, Gainer K et al. Genome-wide and Ordered-Subset linkage analyses provide support for autism loci on 17q and 19p with evidence of phenotypic and interlocus genetic correlates. BMC Med Genet 2005; 6: 1.

    Article  Google Scholar 

  30. Badner JA, Gershon ES . Regional meta-analysis of published data supports linkage of autism with markers on chromosome 7. Mol Psychiatry 2002; 7: 56–66.

    Article  CAS  Google Scholar 

  31. Wise LH, Lanchbury JS, Lewis CM . Meta-analysis of genome searches. Ann Hum Genet 1999; 63(Part 3): 263–272.

    Article  CAS  Google Scholar 

  32. Koziol JA, Feng AC . A note on the genome scan meta-analysis statistic. Ann Hum Genet 2004; 68: 376–380.

    Article  CAS  Google Scholar 

  33. Zintzaras E, Ioannidis JP . Heterogeneity testing in meta-analysis of genome searches. Genet Epidemiol 2005; 28: 123–137.

    Article  Google Scholar 

  34. Levinson DF, Levinson MD, Segurado R, Lewis CM . Genome scan meta-analysis of schizophrenia and bipolar disorder, part I: Methods and power analysis. Am J Hum Genet 2003; 73: 17–33.

    Article  CAS  Google Scholar 

  35. Zintzaras E, Ioannidis JP . HEGESMA: genome search meta-analysis and heterogeneity testing. Bioinformatics 2005 [e-pub ahead of print].

  36. Quattrocchi CC, Wannenes F, Persico AM, Ciafre SA, D'Arcangelo G, Farace MG et al. Reelin is a serine protease of the extracellular matrix. J Biol Chem 2002; 277: 303–309.

    Article  CAS  Google Scholar 

  37. Tissir F, Goffinet AM . Reelin and brain development. Nat Rev Neurosci 2003; 4: 496–505.

    Article  CAS  Google Scholar 

  38. Falconer DS . Two new mutants, ‘Trembler’ and ‘Reeler’ with neurological actions in the house mouse. J Genetics 1951; 50: 182–201.

    Google Scholar 

  39. Fatemi SH . Reelin glycoprotein: structure, biology and roles in health and disease. Mol Psychiatry 2005; 10: 251–257.

    Article  CAS  Google Scholar 

  40. Caviness Jr VS, Sidman RL . Time of origin or corresponding cell classes in the cerebral cortex of normal and reeler mutant mice: an autoradiographic analysis. J Comp Neurol 1973; 148: 141–151.

    Article  Google Scholar 

  41. Ritvo ER, Freeman BJ, Scheibel AB, Duong T, Robinson H, Guthrie D et al. Lower Purkinje cell counts in the cerebella of four autistic subjects: initial findings of the UCLA-NSAC Autopsy Research Report. Am J Psychiatry 1986; 143: 862–866.

    Article  CAS  Google Scholar 

  42. Hong SE, Shugart YY, Huang DT, Shahwan SA, Grant PE, Hourihane JO et al. Autosomal recessive lissencephaly with cerebellar hypoplasia is associated with human RELN mutations. Nat Genet 2000; 26: 93–96.

    Article  CAS  Google Scholar 

  43. Persico AM, D'Agruma L, Maiorano N, Totaro A, Militerni R, Bravaccio C et al. Reelin gene alleles and haplotypes as a factor predisposing to autistic disorder. Mol Psychiatry 2001; 6: 150–159.

    Article  CAS  Google Scholar 

  44. Zhang H, Liu X, Zhang C, Mundo E, Macciardi F, Grayson DR et al. Reelin gene alleles and susceptibility to autism spectrum disorders. Mol Psychiatry 2002; 7: 1012–1017.

    Article  CAS  Google Scholar 

  45. Krebs MO, Betancur C, Leroy S, Bourdel MC, Gillberg C, Leboyer M . Absence of association between a polymorphic GGC repeat in the 5' untranslated region of the reelin gene and autism. Mol Psychiatry 2002; 7: 801–804.

    Article  CAS  Google Scholar 

  46. Bonora E, Beyer KS, Lamb JA, Parr JR, Klauck SM, Benner A et al. Analysis of reelin as a candidate gene for autism. Mol Psychiatry 2003; 8: 885–892.

    Article  CAS  Google Scholar 

  47. Devlin B, Bennett P, Dawson G, Figlewicz DA, Grigorenko EL, McMahon W et al. Alleles of a reelin CGG repeat do not convey liability to autism in a sample from the CPEA network. Am J Med Genet B Neuropsychiatr Genet 2004; 126: 46–50.

    Article  Google Scholar 

  48. Li J, Nguyen L, Gleason C, Lotspeich L, Spiker D, Risch N et al. Lack of evidence for an association between WNT2 and RELN polymorphisms and autism. Am J Med Genet B Neuropsychiatr Genet 2004; 126: 51–57.

    Article  Google Scholar 

  49. Skaar DA, Shao Y, Haines JL, Stenger JE, Jaworski J, Martin ER et al. Analysis of the RELN gene as a genetic risk factor for autism. Mol Psychiatry 2005; 10: 563–571.

    Article  CAS  Google Scholar 

  50. Ioannidis JP, Ntzani EE, Trikalinos TA, Contopoulos-Ioannidis DG . Replication validity of genetic association studies. Nat Genet 2001; 29: 306–309.

    Article  CAS  Google Scholar 

  51. Ioannidis JP, Trikalinos TA, Ntzani EE, Contopoulos-Ioannidis DG . Genetic associations in large versus small studies: an empirical assessment. Lancet 2003; 361: 567–571.

    Article  Google Scholar 

  52. Newbury DF, Bonora E, Lamb JA, Fisher SE, Lai CS, Baird G et al. FOXP2 is not a major susceptibility gene for autism or specific language impairment. Am J Hum Genet 2002; 70: 1318–1327.

    Article  CAS  Google Scholar 

  53. Wassink TH, Piven J, Vieland VJ, Pietila J, Goedken RJ, Folstein SE et al. Evaluation of FOXP2 as an autism susceptibility gene. Am J Med Genet 2002; 114: 566–569.

    Article  Google Scholar 

  54. Gauthier J, Joober R, Mottron L, Laurent S, Fuchs M, De Kimpe V et al. Mutation screening of FOXP2 in individuals diagnosed with autistic disorder. Am J Med Genet A 2003; 118: 172–175.

    Article  Google Scholar 

  55. Cheung J, Petek E, Nakabayashi K, Tsui LC, Vincent JB, Scherer SW . Identification of the human cortactin-binding protein-2 gene from the autism candidate region at 7q31. Genomics 2001; 78: 7–11.

    Article  CAS  Google Scholar 

  56. Cisternas FA, Vincent JB, Scherer SW, Ray PN . Cloning and characterization of human CADPS and CADPS2, new members of the Ca2+-dependent activator for secretion protein family. Genomics 2003; 81: 279–291.

    Article  CAS  Google Scholar 

  57. Bartlett CW, Gharani N, Millonig JH, Brzustowicz LM . Three autism candidate genes: a synthesis of human genetic analysis with other disciplines. Int J Dev Neurosci 2005; 23: 221–234.

    Article  CAS  Google Scholar 

  58. Gharani N, Benayed R, Mancuso V, Brzustowicz LM, Millonig JH . Association of the homeobox transcription factor, ENGRAILED 2, 3, with autism spectrum disorder. Mol Psychiatry 2004; 9: 474–484.

    Article  CAS  Google Scholar 

  59. Zhong H, Serajee FJ, Nabi R, Huq AH . No association between the EN2 gene and autistic disorder. J Med Genet 2003; 40: e4.

    Article  CAS  Google Scholar 

  60. Chugani DC, Muzik O, Rothermel R, Behen M, Chakraborty P, Mangner T et al. Altered serotonin synthesis in the dentatothalamocortical pathway in autistic boys. Ann Neurol 1997; 42: 666–669.

    Article  CAS  Google Scholar 

  61. Muller RA, Chugani DC, Behen ME, Rothermel RD, Muzik O, Chakraborty PK et al. Impairment of dentato-thalamo-cortical pathway in autistic men: language activation data from positron emission tomography. Neurosci Lett 1998; 245: 1–4.

    Article  CAS  Google Scholar 

  62. Hollander E, Kaplan A, Cartwright C, Reichman D . Venlafaxine in children, adolescents, and young adults with autism spectrum disorders: an open retrospective clinical report. J Child Neurol 2000; 15: 132–135.

    Article  CAS  Google Scholar 

  63. Namerow LB, Thomas P, Bostic JQ, Prince J, Monuteaux MC . Use of citalopram in pervasive developmental disorders. J Dev Behav Pediatr 2003; 24: 104–108.

    Article  Google Scholar 

  64. David SP, Murthy NV, Rabiner EA, Munafo MR, Johnstone EC, Jacob R et al. A functional genetic variation of the serotonin (5-HT) transporter affects 5-HT1A receptor binding in humans. J Neurosci 2005; 25: 2586–2590.

    Article  CAS  Google Scholar 

  65. Cook Jr EH, Courchesne R, Lord C, Cox NJ, Yan S, Lincoln A et al. Evidence of linkage between the serotonin transporter and autistic disorder. Mol Psychiatry 1997; 2: 247–250.

    Article  Google Scholar 

  66. Klauck SM, Poustka F, Benner A, Lesch KP, Poustka A . Serotonin transporter (5-HTT) gene variants associated with autism? Hum Mol Genet 1997; 6: 2233–2238.

    Article  CAS  Google Scholar 

  67. Yirmiya N, Pilowsky T, Nemanov L, Arbelle S, Feinsilver T, Fried I et al. Evidence for an association with the serotonin transporter promoter region polymorphism and autism. Am J Med Genet 2001; 105: 381–386.

    Article  CAS  Google Scholar 

  68. Persico AM, Militerni R, Bravaccio C, Schneider C, Melmed R, Conciatori M et al. Lack of association between serotonin transporter gene promoter variants and autistic disorder in two ethnically distinct samples. Am J Med Genet 2000; 96: 123–127.

    Article  CAS  Google Scholar 

  69. Philippi A, Roschmann E, Tores F, Lindenbaum P, Benajou A, Germain-Leclerc L et al. Haplotypes in the gene encoding protein kinase c-beta (PRKCB1) on chromosome 16 are associated with autism. Mol Psychiatry 2005 (E-pub ahead of print).

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to J P A Ioannidis.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Trikalinos, T., Karvouni, A., Zintzaras, E. et al. A heterogeneity-based genome search meta-analysis for autism-spectrum disorders. Mol Psychiatry 11, 29–36 (2006). https://doi.org/10.1038/sj.mp.4001750

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/sj.mp.4001750

Keywords

This article is cited by

Search

Quick links