Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types

We introduce an approach to identify disease-relevant tissues and cell types by analyzing gene expression data together with genome-wide association study (GWAS) summary statistics. Our approach uses stratified linkage disequilibrium (LD) score regression to test whether disease heritability is enri...

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Veröffentlicht in:Nature genetics 2018-04, Vol.50 (4), p.621-629
Hauptverfasser: Finucane, Hilary K., Reshef, Yakir A., Anttila, Verneri, Slowikowski, Kamil, Gusev, Alexander, Byrnes, Andrea, Gazal, Steven, Loh, Po-Ru, Lareau, Caleb, Shoresh, Noam, Genovese, Giulio, Saunders, Arpiar, Macosko, Evan, Pollack, Samuela, Perry, John R. B., Buenrostro, Jason D., Bernstein, Bradley E., Raychaudhuri, Soumya, McCarroll, Steven, Neale, Benjamin M., Price, Alkes L.
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Sprache:eng
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Zusammenfassung:We introduce an approach to identify disease-relevant tissues and cell types by analyzing gene expression data together with genome-wide association study (GWAS) summary statistics. Our approach uses stratified linkage disequilibrium (LD) score regression to test whether disease heritability is enriched in regions surrounding genes with the highest specific expression in a given tissue. We applied our approach to gene expression data from several sources together with GWAS summary statistics for 48 diseases and traits (average N  = 169,331) and found significant tissue-specific enrichments (false discovery rate (FDR) 
ISSN:1061-4036
1546-1718
1546-1718
DOI:10.1038/s41588-018-0081-4