Back to search

Article

A scalable variational approach to characterize pleiotropic components across thousands of human diseases and complex traits using GWAS summary statistics

2023-03-29

Abstract excerpt

Genome-wide association studies (GWAS) across thousands of traits have revealed the pervasive pleiotropy of trait-associated genetic variants. While methods have been proposed to characterize pleiotropic components across groups of phenotypes, scaling these approaches to ultra large-scale biobanks has been challenging. Here, we propose FactorGo, a scalable variational factor analysis model to identify and characte...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
cbf35c48-d2e5-51f9-a977-c66ad23638e3
DOI
10.1101/2023.03.27.23287801
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
A scalable variational approach to characterize pleiotropic components across thousands of human diseases and complex traits using GWAS summary statisticsDOI 10.1101/2023.03.27.23287801
Select a neighboring publication to make it the new centre.