Genome-Wide Large-Scale Multi-Trait Analysis Characterizes Global Patterns of Pleiotropy and Unique Trait-Specific Variants
Qi, G.; Chhetri, S. B.; Ray, D.; Dutta, D.; Battle, A.; Bhattacharjee, S.; Chatterjee, N.
Show abstract
Genome-wide association studies (GWAS) have found widespread evidence of pleiotropy, but characterization of global patterns of pleiotropy remain highly incomplete due to insufficient power of current approaches. We develop fastASSET, an extension of the method ASSET, to allow computationally efficient detection of variant-level pleiotropic association across a large number of traits. We analyze GWAS summary statistics of 116 complex traits of diverse types collected from the NIH GRASP repository and a number of other large GWAS consortia. We identify a total of 2,293 independent loci at the genome-wide significance level and found that the lead variants in nearly all of these loci ([~]99%) to be associated with to two or more (median = 6) traits. Further, the estimated degree of pleiotropy for the detected variants strongly predicted their degree of pleiotropy across a much larger number of traits (K=4,114) in the UK Biobank Study. Follow-up analyses of 21 unique trait-specific variants suggest that they are often linked to the expression in trait-related tissues for a small number of genes, some of which are well known to be involved in relevant biological processes. Our findings provide deeper insight into the nature of complex trait pleiotropy and leads to, for the first time, identification of highly unique trait-specific susceptibility variants.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Functionally-informed fine-mapping and polygenic localization of complex trait heritability 98%
- Leveraging functional genomic annotations and genome coverage to improve polygenic prediction of complex traits within and between ancestries 98%
- Quantifying genetic effects on disease mediated by assayed gene expression levels 98%
Similar papers in this journal
- Testing and controlling for horizontal pleiotropy with the probabilistic Mendelian randomization in transcriptome-wide association studies 98%
- Uncovering causal gene-tissue pairs and variants: A multivariable TWAS method controlling for infinitesimal effects 98%
- The molecular basis, genetic control and pleiotropic effects of local gene co-expression 98%
Similar papers in this journal
- Enrichment analyses identify shared associations for 25 quantitative traits in over 600,000 individuals from seven diverse ancestries 98%
- Shared components of heritability across genetically correlated traits 98%
- Localizing components of shared transethnic genetic architecture of complex traits from GWAS summary data 98%
Similar papers in this journal
- Enhancing Portability of Trans-Ancestral Polygenic Risk Scores through Tissue-Specific Functional Genomic Data Integration 98%
- From individuals to ancestries: towards attributing trait variation to haplotypes 97%
- Mosaic patterns of selection in genomic regions associated with diverse human traits 97%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.