PLoS Genetics · 2011 · 534 citations · 64 references
Life SciencesGeneticsNeurologyGenomicsMedical GeneticsNeurogeneticsDisease Susceptibility LociGenetic SusceptibilityGenome-wide Association StudiesMovement Disorder GeneticsNeurodegenerative Disease GeneticsParkinson DiseaseGenetic Association ReplicationGenome-wide Association Study DesignHeritability Estimation From Association DataHost Susceptibility GenesLrrk2 MutationsParkinson's Disease Genetics
Although the causes of Parkinson’s disease 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 of Parkinson’s disease to date (3,426 cases and 29,624 controls). We employed a genome‑wide sharing method between distantly related individuals to estimate heritability and used sparse regression to build predictive models explaining 6–7 % of liability variance, indicating additional associations beyond genome‑wide significance. Two novel loci (rs6812193 near SCARB2 and rs11868035 near SREBF1/RAI1) and 20 previously known loci were replicated, the heritability of Parkinson’s disease was estimated at ≥0.27, and sparse regression models explained 6–7 % of liability variance, underscoring a substantial yet incomplete genetic contribution to the disease.
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 (, ) and rs11868035 near SREBF1/RAI1 (, )—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.
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