Leveraging genome characteristics to improve gene discovery for putamen subcortical brain structure
Year: 2017
Type: article
Abstract: Discovering genetic variants associated with human brain structures is an on-going effort. The ENIGMA consortium conducted genome-wide association studies (GWAS) with standard multi-study analytical methodology and identified several significant single nucleotide polymorphisms (SNPs). Here we employ a novel analytical approach that incorporates functional genome annotations (e.g., exon or 5′UTR), total linkage disequilibrium (LD) scores and heterozygosity to construct enrichment scores for improved identification of relevant SNPs. The method provides increased power to detect associated SNPs by estimating stratum-specific false discovery rate (FDR), where strata are classified according to enrichment scores. Applying this approach to the GWAS summary statistics of putamen volume in the ENIGMA cohort, a total of 15 independent significant SNPs were identified (conditional FDR < 0.05). In contrast, 4 SNPs were found based on standard GWAS analysis (P < 5 × 10−8). These 11 novel loci include GATAD2B, ASCC3, DSCAML1, and HELZ, which are previously implicated in various neural related phenotypes. The current findings demonstrate the boost in power with the annotation-informed FDR method, and provide insight into the genetic architecture of the putamen.
Source: Scientific Reports
Language: English
Subfield: Genetics
Domain: Life Sciences
Open Access status: gold
Estimated APC paid: $2,690
Awards: Polygenicity, Pleiotrophy and Power: Novel Statistical Methods for Gene Discovery, IMAging GEnetics for MENtal Disorders, G3207356259, G3429535365, G3433676821, G3553495277, G393177772, Alzheimer's disease risk analyzed using population imaging genomics, G4792360689, G5392106312, G5702163051, G5760312152, ENIGMA Center for Worldwide Medicine, Imaging & Genomics, Identifying the Polygenic Basis of the Human Brain and Psychiatric Disorders, G7666108049, Growth factors, neuroinflammation, exercise, and brain integrity, Marie Curie cofunding of the FRICON mobility programme in the Research Council of Norway scheme for independent basic research projects
OpenAlex ID: W2767329071
