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PMID: 25307299 Published · ppublish English Journal Article Research Support, N.I.H., Intramural Research Support, Non-U.S. Gov't

Structural architecture of SNP effects on complex traits.

American journal of human genetics ·Vol. 95 ·No. 5 ·2014-11-06 ·Pages 477-89

Gamazon ER, Cox NJ, Davis LK

Abstract

Despite the discovery of copy-number variation (CNV) across the genome nearly 10 years ago, current SNP-based analysis methodologies continue to collapse the homozygous (i.e., A/A), hemizygous (i.e., A/0), and duplicative (i.e., A/A/A) genotype states, treating the genotype variable as irreducible or unaltered by other colocalizing forms of genetic (e.g., structural) variation. Our understanding of common, genome-wide CNVs suggests that the canonical genotype construct might belie the enormous complexity of the genome. Here we present multiple analyses of several phenotypes and provide methods supporting a conceptual shift that embraces the structural dimension of genotype. We comprehensively investigate the impact of the structural dimension of genotype on (1) GWAS methods, (2) interpretation of rare LOF variants, (3) characterization of genomic architecture, and (4) implications for mapping loci involved in complex disease. Taken together, these results argue for the inclusion of a structural dimension and suggest that some portion of the "missing" heritability might be recovered through integration of the structural dimension of SNP effects on complex traits.

MeSH Terms
DNA Copy Number Variations/genetics Genetic Variation Genome-Wide Association Study/methods Models, Genetic Phenotype Polymorphism, Single Nucleotide/genetics
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Gamazon Eric R
Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL 60637, USA.
Cox Nancy J
Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL 60637, USA.
Davis Lea K
Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL 60637, USA. Electronic address: [email protected].
References (52)
52 references, click to expand
  1. Sporadic autism exomes reveal a highly interconnected protein network of de novo mutations.
    Nature. 2012 Apr 04;485(7397):246-50 PMID: 22495309
  2. SCAN: a systems biology approach to pharmacogenomic discovery.
    Methods Mol Biol. 2013;1015:213-24 PMID: 23824859
  3. Origins and functional impact of copy number variation in the human genome.
    Nature. 2010 Apr 1;464(7289):704-12 PMID: 19812545
  4. A map of human genome variation from population-scale sequencing.
    Nature. 2010 Oct 28;467(7319):1061-73 PMID: 20981092
  5. Germline DNA copy number variation in familial and early-onset breast cancer.
    Breast Cancer Res. 2012 Feb 07;14(1):R24 PMID: 22314128
  6. Strong association of de novo copy number mutations with sporadic schizophrenia.
    Nat Genet. 2008 Jul;40(7):880-5 PMID: 18511947
  7. PennCNV: an integrated hidden Markov model designed for high-resolution copy number variation detection in whole-genome SNP genotyping data.
    Genome Res. 2007 Nov;17(11):1665-74 PMID: 17921354
  8. The genetic basis for type 1 diabetes.
    Br Med Bull. 2008;88(1):115-29 PMID: 19088009
  9. Mapping copy number variation by population-scale genome sequencing.
    Nature. 2011 Feb 3;470(7332):59-65 PMID: 21293372
  10. Statistical significance for genomewide studies.
    Proc Natl Acad Sci U S A. 2003 Aug 5;100(16):9440-5 PMID: 12883005
  11. Mapping autism risk loci using genetic linkage and chromosomal rearrangements.
    Nat Genet. 2007 Mar;39(3):319-28 PMID: 17322880
  12. Strong synaptic transmission impact by copy number variations in schizophrenia.
    Proc Natl Acad Sci U S A. 2010 Jun 8;107(23):10584-9 PMID: 20489179
  13. Patterns and rates of exonic de novo mutations in autism spectrum disorders.
    Nature. 2012 Apr 04;485(7397):242-5 PMID: 22495311
  14. Association of higher DEFB4 genomic copy number with Crohn's disease.
    Am J Gastroenterol. 2010 Feb;105(2):354-9 PMID: 19809410
  15. Characterization of copy number-stable regions in the human genome.
    Hum Mutat. 2011 Aug;32(8):947-55 PMID: 21542059
  16. Copy Number Variation Detection via High-Density SNP Genotyping.
    CSH Protoc. 2008 Jun 01;2008:pdb.top46 PMID: 21356857
  17. Comparative analyses of seven algorithms for copy number variant identification from single nucleotide polymorphism arrays.
    Nucleic Acids Res. 2010 May;38(9):e105 PMID: 20142258
  18. Novel copy number variants in children with autism and additional developmental anomalies.
    J Neurodev Disord. 2009 Dec;1(4):292-301 PMID: 21547721
  19. A Bayesian segmentation approach to ascertain copy number variations at the population level.
    Bioinformatics. 2009 Jul 1;25(13):1669-79 PMID: 19389735
  20. Effect of Combining Multiple CNV Defining Algorithms on the Reliability of CNV Calls from SNP Genotyping Data.
    Genomics Inform. 2012 Sep;10(3):194-9 PMID: 23166530
  21. Rare structural variants found in attention-deficit hyperactivity disorder are preferentially associated with neurodevelopmental genes.
    Mol Psychiatry. 2010 Jun;15(6):637-46 PMID: 19546859
  22. Real-time PCR based on SYBR-Green I fluorescence: an alternative to the TaqMan assay for a relative quantification of gene rearrangements, gene amplifications and micro gene deletions.
    BMC Biotechnol. 2003 Oct 13;3:18 PMID: 14552656
  23. The architecture of gene regulatory variation across multiple human tissues: the MuTHER study.
    PLoS Genet. 2011 Feb 03;7(2):e1002003 PMID: 21304890
  24. An integrative segmentation method for detecting germline copy number variations in SNP arrays.
    Genet Epidemiol. 2012 May;36(4):373-83 PMID: 22539397
  25. SCAN: SNP and copy number annotation.
    Bioinformatics. 2010 Jan 15;26(2):259-62 PMID: 19933162
  26. Potential etiologic and functional implications of genome-wide association loci for human diseases and traits.
    Proc Natl Acad Sci U S A. 2009 Jun 9;106(23):9362-7 PMID: 19474294
  27. Integrative genomics: quantifying significance of phenotype-genotype relationships from multiple sources of high-throughput data.
    Front Genet. 2013 May 31;3:202 PMID: 23755062
  28. Partitioning the heritability of Tourette syndrome and obsessive compulsive disorder reveals differences in genetic architecture.
    PLoS Genet. 2013 Oct;9(10):e1003864 PMID: 24204291
  29. Discovery and characterization of chromatin states for systematic annotation of the human genome.
    Nat Biotechnol. 2010 Aug;28(8):817-25 PMID: 20657582
  30. Recent explosive human population growth has resulted in an excess of rare genetic variants.
    Science. 2012 May 11;336(6082):740-3 PMID: 22582263
  31. GCTA: a tool for genome-wide complex trait analysis.
    Am J Hum Genet. 2011 Jan 7;88(1):76-82 PMID: 21167468
  32. A study of CNVs as trait-associated polymorphisms and as expression quantitative trait loci.
    PLoS Genet. 2011 Feb 03;7(2):e1001292 PMID: 21304891
  33. The Genotype-Tissue Expression (GTEx) project.
    Nat Genet. 2013 Jun;45(6):580-5 PMID: 23715323
  34. Loci nominally associated with autism from genome-wide analysis show enrichment of brain expression quantitative trait loci but not lymphoblastoid cell line expression quantitative trait loci.
    Mol Autism. 2012 May 16;3(1):3 PMID: 22591576
  35. Exome sequencing and the genetic basis of complex traits.
    Nat Genet. 2012 May 29;44(6):623-30 PMID: 22641211
  36. Genome-wide association and meta-analysis in populations from Starr County, Texas, and Mexico City identify type 2 diabetes susceptibility loci and enrichment for expression quantitative trait loci in top signals.
    Diabetologia. 2011 Aug;54(8):2047-55 PMID: 21647700
  37. Reduced purifying selection prevails over positive selection in human copy number variant evolution.
    Genome Res. 2008 Nov;18(11):1711-23 PMID: 18687881
  38. Adjustment of genomic waves in signal intensities from whole-genome SNP genotyping platforms.
    Nucleic Acids Res. 2008 Nov;36(19):e126 PMID: 18784189
  39. Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls.
    Nature. 2007 Jun 7;447(7145):661-78 PMID: 17554300
  40. HLA-DRB1 allele frequencies and C4 copy number variation in Finnish sarcoidosis patients and associations with disease prognosis.
    Hum Immunol. 2012 Jan;73(1):93-100 PMID: 22074998
  41. A systematic survey of loss-of-function variants in human protein-coding genes.
    Science. 2012 Feb 17;335(6070):823-8 PMID: 22344438
  42. Mapping and analysis of chromatin state dynamics in nine human cell types.
    Nature. 2011 May 5;473(7345):43-9 PMID: 21441907
  43. The molecular genetics of type 1 diabetes: new genes and emerging mechanisms.
    Trends Mol Med. 2008 Jun;14(6):268-75 PMID: 18482868
  44. De novo gene disruptions in children on the autistic spectrum.
    Neuron. 2012 Apr 26;74(2):285-99 PMID: 22542183
  45. The Database of Genomic Variants: a curated collection of structural variation in the human genome.
    Nucleic Acids Res. 2014 Jan;42(Database issue):D986-92 PMID: 24174537
  46. De novo mutations revealed by whole-exome sequencing are strongly associated with autism.
    Nature. 2012 Apr 04;485(7397):237-41 PMID: 22495306
  47. BEDTools: a flexible suite of utilities for comparing genomic features.
    Bioinformatics. 2010 Mar 15;26(6):841-2 PMID: 20110278
  48. Trait-associated SNPs are more likely to be eQTLs: annotation to enhance discovery from GWAS.
    PLoS Genet. 2010 Apr 01;6(4):e1000888 PMID: 20369019
  49. Great genotypic and phenotypic diversities associated with copy-number variations of complement C4 and RP-C4-CYP21-TNX (RCCX) modules: a comparison of Asian-Indian and European American populations.
    Mol Immunol. 2009 Apr;46(7):1289-303 PMID: 19135723
  50. Integrated genotype calling and association analysis of SNPs, common copy number polymorphisms and rare CNVs.
    Nat Genet. 2008 Oct;40(10):1253-60 PMID: 18776909
  51. Confirmation of association of FCGR3B but not FCGR3A copy number with susceptibility to autoantibody positive rheumatoid arthritis.
    Hum Mutat. 2012 Apr;33(4):741-9 PMID: 22290871
  52. cnvHap: an integrative population and haplotype-based multiplatform model of SNPs and CNVs.
    Nat Methods. 2010 Jul;7(7):541-6 PMID: 20512141
Article Info
Journal
American journal of human genetics
Abbr.
Am J Hum Genet
ISSN
1537-6605
Published
2014-11-06
Epub
2014-00-09
Pages
477-89
Language
English
Region
United States
NLM ID
0370475
PMCID
PMC4225594
Subset
IM
Grants
NIGMS NIH HHS · U01 GM061393 · United States
NCATS NIH HHS · KL2TR000431 · United States
NIDDK NIH HHS · P60 DK20595 · United States
Wellcome Trust · 076113 · United Kingdom
NIMH NIH HHS · P50MH94267 · United States
NIGMS NIH HHS · U19 GM61393 · United States
NICHD NIH HHS · P50 HD055751 · United States
Intramural NIH HHS · United States
NIMH NIH HHS · R01 MH101820 · United States
NIMH NIH HHS · R01 MH090937 · United States
NIDDK NIH HHS · P30 DK020595 · United States
NIDDK NIH HHS · P60 DK020595 · United States
NCATS NIH HHS · UL1 TR000430 · United States
NHGRI NIH HHS · U01 HG005773 · United States
NCATS NIH HHS · KL2 TR000431 · United States
NIMH NIH HHS · P50 MH094267 · United States
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