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PMID: 21738487 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Web-based genome-wide association study identifies two novel loci and a substantial genetic component for Parkinson's disease.

PLoS genetics ·Vol. 7 ·No. 6 ·2011-06-00 ·Pages e1002141

Do CB, Tung JY, Dorfman E, Kiefer AK, Drabant EM, Francke U, Mountain JL, Goldman SM, Tanner CM, Langston JW, Wojcicki A, Eriksson N

Abstract

Although the causes of Parkinson's disease (PD) are thought to be primarily environmental, recent studies suggest that a number of genes influence susceptibility. Using targeted case recruitment and online survey instruments, we conducted the largest case-control genome-wide association study (GWAS) of PD based on a single collection of individuals to date (3,426 cases and 29,624 controls). We discovered two novel, genome-wide significant associations with PD-rs6812193 near SCARB2 (p = 7.6 × 10(-10), OR = 0.84) and rs11868035 near SREBF1/RAI1 (p = 5.6 × 10(-8), OR = 0.85)-both replicated in an independent cohort. We also replicated 20 previously discovered genetic associations (including LRRK2, GBA, SNCA, MAPT, GAK, and the HLA region), providing support for our novel study design. Relying on a recently proposed method based on genome-wide sharing estimates between distantly related individuals, we estimated the heritability of PD to be at least 0.27. Finally, using sparse regression techniques, we constructed predictive models that account for 6%-7% of the total variance in liability and that suggest the presence of true associations just beyond genome-wide significance, as confirmed through both internal and external cross-validation. These results indicate a substantial, but by no means total, contribution of genetics underlying susceptibility to both early-onset and late-onset PD, suggesting that, despite the novel associations discovered here and elsewhere, the majority of the genetic component for Parkinson's disease remains to be discovered.

MeSH Terms
Databases, Factual Genetic Loci/genetics Genetic Predisposition to Disease Genome-Wide Association Study Heredity/genetics Humans Internet Parkinson Disease/genetics Polymorphism, Single Nucleotide/genetics Risk Assessment
Authors & Affiliations
12 authors, click to expand affiliations / ORCID
Do Chuong B
23andMe, Mountain View, California, United States of America. cdo@23andme.com
Tung Joyce Y
Dorfman Elizabeth
Kiefer Amy K
Drabant Emily M
Francke Uta
Mountain Joanna L
Goldman Samuel M
Tanner Caroline M
Langston J William
Wojcicki Anne
Eriksson Nicholas
Conflict of Interest

CBD, JYT, ED, AKK, EMD, UF, JLM, AW, and NE are or have been employed by 23andMe and own stock options in the company. 23andMe CEO AW has provided general guidance, including guidance related to the company's research undertakings and direction. PLoS co-founder Michael B. Eisen is a member of the 23andMe Scientific Advisory Board.

References (69)
69 references, click to expand
  1. The heritability of risk and age at onset of Parkinson's disease after accounting for known genetic risk factors.
    J Hum Genet. 2010 Apr;55(4):241-3 PMID: 20203693
  2. Dissection of the genetics of Parkinson's disease identifies an additional association 5' of SNCA and multiple associated haplotypes at 17q21.
    Hum Mol Genet. 2011 Jan 15;20(2):345-53 PMID: 21044948
  3. Genome-wide association study reveals genetic risk underlying Parkinson's disease.
    Nat Genet. 2009 Dec;41(12):1308-12 PMID: 19915575
  4. Gauging the performance of SNPs, biomarkers, and clinical factors for predicting risk of breast cancer.
    J Natl Cancer Inst. 2008 Jul 16;100(14):978-9 PMID: 18612128
  5. Risk prediction using genome-wide association studies.
    Genet Epidemiol. 2010 Nov;34(7):643-52 PMID: 20842684
  6. The genetic interpretation of area under the ROC curve in genomic profiling.
    PLoS Genet. 2010 Feb 26;6(2):e1000864 PMID: 20195508
  7. Assessment of cumulative evidence on genetic associations: interim guidelines.
    Int J Epidemiol. 2008 Feb;37(1):120-32 PMID: 17898028
  8. Common polygenic variation contributes to risk of schizophrenia and bipolar disorder.
    Nature. 2009 Aug 6;460(7256):748-52 PMID: 19571811
  9. Genetic evidence for ubiquitin-specific proteases USP24 and USP40 as candidate genes for late-onset Parkinson disease.
    Hum Mutat. 2006 Oct;27(10):1017-23 PMID: 16917932
  10. LocusZoom: regional visualization of genome-wide association scan results.
    Bioinformatics. 2010 Sep 15;26(18):2336-7 PMID: 20634204
  11. Mutation in the alpha-synuclein gene identified in families with Parkinson's disease.
    Science. 1997 Jun 27;276(5321):2045-7 PMID: 9197268
  12. Role of NMDA receptor-dependent activation of SREBP1 in excitotoxic and ischemic neuronal injuries.
    Nat Med. 2009 Dec;15(12):1399-406 PMID: 19966780
  13. Estimating missing heritability for disease from genome-wide association studies.
    Am J Hum Genet. 2011 Mar 11;88(3):294-305 PMID: 21376301
  14. LIMP-2 is a receptor for lysosomal mannose-6-phosphate-independent targeting of beta-glucocerebrosidase.
    Cell. 2007 Nov 16;131(4):770-83 PMID: 18022370
  15. Mutations in the DJ-1 gene associated with autosomal recessive early-onset parkinsonism.
    Science. 2003 Jan 10;299(5604):256-9 PMID: 12446870
  16. Familial aggregation of Parkinson's disease in Iceland.
    N Engl J Med. 2000 Dec 14;343(24):1765-70 PMID: 11114315
  17. Familial aggregation of Parkinson's disease in a multiethnic community-based case-control study.
    Mov Disord. 2010 Nov 15;25(15):2587-94 PMID: 20842689
  18. alpha-Synuclein locus triplication causes Parkinson's disease.
    Science. 2003 Oct 31;302(5646):841 PMID: 14593171
  19. Complex segregation analysis of Parkinson's disease in the Finnish population.
    Hum Genet. 2001 Mar;108(3):184-9 PMID: 11354627
  20. Common genetic variation in the HLA region is associated with late-onset sporadic Parkinson's disease.
    Nat Genet. 2010 Sep;42(9):781-5 PMID: 20711177
  21. Imputation of sequence variants for identification of genetic risks for Parkinson's disease: a meta-analysis of genome-wide association studies.
    Lancet. 2011 Feb 19;377(9766):641-9 PMID: 21292315
  22. Genetics of Parkinson disease: paradigm shifts and future prospects.
    Nat Rev Genet. 2006 Apr;7(4):306-18 PMID: 16543934
  23. Genome-wide association study confirms BST1 and suggests a locus on 12q24 as the risk loci for Parkinson's disease in the European population.
    Hum Mol Genet. 2011 Feb 1;20(3):615-27 PMID: 21084426
  24. Use and misuse of the receiver operating characteristic curve in risk prediction.
    Circulation. 2007 Feb 20;115(7):928-35 PMID: 17309939
  25. Genome-wide SNP assay reveals structural genomic variation, extended homozygosity and cell-line induced alterations in normal individuals.
    Hum Mol Genet. 2007 Jan 1;16(1):1-14 PMID: 17116639
  26. Multicenter analysis of glucocerebrosidase mutations in Parkinson's disease.
    N Engl J Med. 2009 Oct 22;361(17):1651-61 PMID: 19846850
  27. Mutations in RAI1 associated with Smith-Magenis syndrome.
    Nat Genet. 2003 Apr;33(4):466-8 PMID: 12652298
  28. Cloning of the gene containing mutations that cause PARK8-linked Parkinson's disease.
    Neuron. 2004 Nov 18;44(4):595-600 PMID: 15541308
  29. 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
  30. No evidence for heritability of Parkinson disease in Swedish twins.
    Neurology. 2004 Jul 27;63(2):305-11 PMID: 15277625
  31. Web-based, participant-driven studies yield novel genetic associations for common traits.
    PLoS Genet. 2010 Jun 24;6(6):e1000993 PMID: 20585627
  32. Hereditary parkinsonism with dementia is caused by mutations in ATP13A2, encoding a lysosomal type 5 P-type ATPase.
    Nat Genet. 2006 Oct;38(10):1184-91 PMID: 16964263
  33. Elastic-net regularization approaches for genome-wide association studies of rheumatoid arthritis.
    BMC Proc. 2009 Dec 15;3 Suppl 7:S25 PMID: 20018015
  34. The role of inheritance in sporadic Parkinson's disease: evidence from a longitudinal study of dopaminergic function in twins.
    Ann Neurol. 1999 May;45(5):577-82 PMID: 10319879
  35. Parkinson disease in twins: an etiologic study.
    JAMA. 1999 Jan 27;281(4):341-6 PMID: 9929087
  36. Mutations in LRRK2 cause autosomal-dominant parkinsonism with pleomorphic pathology.
    Neuron. 2004 Nov 18;44(4):601-7 PMID: 15541309
  37. Simultaneous analysis of all SNPs in genome-wide and re-sequencing association studies.
    PLoS Genet. 2008 Jul 25;4(7):e1000130 PMID: 18654633
  38. SREBP-1, a basic-helix-loop-helix-leucine zipper protein that controls transcription of the low density lipoprotein receptor gene.
    Cell. 1993 Oct 8;75(1):187-97 PMID: 8402897
  39. Mutations in the glucocerebrosidase gene and Parkinson's disease in Ashkenazi Jews.
    N Engl J Med. 2004 Nov 4;351(19):1972-7 PMID: 15525722
  40. Genome-wide association study identifies common variants at four loci as genetic risk factors for Parkinson's disease.
    Nat Genet. 2009 Dec;41(12):1303-7 PMID: 19915576
  41. The SREBP pathway: regulation of cholesterol metabolism by proteolysis of a membrane-bound transcription factor.
    Cell. 1997 May 2;89(3):331-40 PMID: 9150132
  42. Multistage analysis strategies for genome-wide association studies: summary of group 3 contributions to Genetic Analysis Workshop 16.
    Genet Epidemiol. 2009;33 Suppl 1:S19-23 PMID: 19924712
  43. GCTA: a tool for genome-wide complex trait analysis.
    Am J Hum Genet. 2011 Jan 7;88(1):76-82 PMID: 21167468
  44. Rin, a neuron-specific and calmodulin-binding small G-protein, and Rit define a novel subfamily of ras proteins.
    J Neurosci. 1996 Nov 1;16(21):6784-94 PMID: 8824319
  45. Genome-wide genotyping in Parkinson's disease and neurologically normal controls: first stage analysis and public release of data.
    Lancet Neurol. 2006 Nov;5(11):911-6 PMID: 17052657
  46. The human synaptotagmin IV gene defines an evolutionary break point between syntenic mouse and human chromosome regions but retains ligand inducibility and tissue specificity.
    J Biol Chem. 2000 Nov 24;275(47):36920-6 PMID: 10938284
  47. A note on exact tests of Hardy-Weinberg equilibrium.
    Am J Hum Genet. 2005 May;76(5):887-93 PMID: 15789306
  48. Familial aggregation of Parkinson disease: a comparative study of early-onset and late-onset disease.
    Arch Neurol. 2002 May;59(5):848-50 PMID: 12020270
  49. Mutations in the parkin gene cause autosomal recessive juvenile parkinsonism.
    Nature. 1998 Apr 9;392(6676):605-8 PMID: 9560156
  50. Genome-wide association study confirms SNPs in SNCA and the MAPT region as common risk factors for Parkinson disease.
    Ann Hum Genet. 2010 Mar;74(2):97-109 PMID: 20070850
  51. The autosomal recessive juvenile Parkinson disease gene product, parkin, interacts with and ubiquitinates synaptotagmin XI.
    Hum Mol Genet. 2003 Oct 15;12(20):2587-97 PMID: 12925569
  52. Deficits in memory and motor performance in synaptotagmin IV mutant mice.
    Proc Natl Acad Sci U S A. 2000 May 9;97(10):5598-603 PMID: 10792055
  53. Hereditary early-onset Parkinson's disease caused by mutations in PINK1.
    Science. 2004 May 21;304(5674):1158-60 PMID: 15087508
  54. Phenotype, genotype, and worldwide genetic penetrance of LRRK2-associated Parkinson's disease: a case-control study.
    Lancet Neurol. 2008 Jul;7(7):583-90 PMID: 18539534
  55. ATP13A2 missense mutations in juvenile parkinsonism and young onset Parkinson disease.
    Neurology. 2007 May 8;68(19):1557-62 PMID: 17485642
  56. Trend tests for case-control studies of genetic markers: power, sample size and robustness.
    Hum Hered. 2002;53(3):146-52 PMID: 12145550
  57. Array-based gene discovery with three unrelated subjects shows SCARB2/LIMP-2 deficiency causes myoclonus epilepsy and glomerulosclerosis.
    Am J Hum Genet. 2008 Mar;82(3):673-84 PMID: 18308289
  58. Sporadic cases are the norm for complex disease.
    Eur J Hum Genet. 2010 Sep;18(9):1039-43 PMID: 19826454
  59. Evaluating diagnostic tests: The area under the ROC curve and the balance of errors.
    Stat Med. 2010 Jun 30;29(14):1502-10 PMID: 20087877
  60. Genomewide association study for susceptibility genes contributing to familial Parkinson disease.
    Hum Genet. 2009 Jan;124(6):593-605 PMID: 18985386
  61. Assessment of improved prediction beyond traditional risk factors: when does a difference make a difference?
    Circ Cardiovasc Genet. 2010 Feb;3(1):3-5 PMID: 20160189
  62. Assessing the performance of prediction models: a framework for traditional and novel measures.
    Epidemiology. 2010 Jan;21(1):128-38 PMID: 20010215
  63. A machine learning pipeline for quantitative phenotype prediction from genotype data.
    BMC Bioinformatics. 2010 Oct 26;11 Suppl 8:S3 PMID: 21034428
  64. Common SNPs explain a large proportion of the heritability for human height.
    Nat Genet. 2010 Jul;42(7):565-9 PMID: 20562875
  65. Increased risk of Parkinson's disease in parents and siblings of patients.
    Ann Neurol. 1994 Oct;36(4):659-61 PMID: 7605419
  66. Frequency of known mutations in early-onset Parkinson disease: implication for genetic counseling: the consortium on risk for early onset Parkinson disease study.
    Arch Neurol. 2010 Sep;67(9):1116-22 PMID: 20837857
  67. Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies.
    Genetics. 2003 Aug;164(4):1567-87 PMID: 12930761
  68. Mutations in GBA are associated with familial Parkinson disease susceptibility and age at onset.
    Neurology. 2009 Jan 27;72(4):310-6 PMID: 18987351
  69. Interplay between cytosolic dopamine, calcium, and alpha-synuclein causes selective death of substantia nigra neurons.
    Neuron. 2009 Apr 30;62(2):218-29 PMID: 19409267
Article Info
Journal
PLoS genetics
Abbr.
PLoS Genet
ISSN
1553-7404
Published
2011-06-00
Epub
2011-00-23
Pages
e1002141
Language
English
Region
United States
NLM ID
101239074
PMCID
PMC3121750
Subset
IM
Analysis Services
Analysis Services

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