PWAS Hub: exploring gene-based associations of complex diseases with sex dependency
The Proteome-Wide Association Study (PWAS) is a protein-based genetic association approach designed to complement traditional variant-based methods like GWAS. PWAS operates in two stages: first, machine learning models predict the impact of genetic variants on protein-coding genes, generating effect scores. These scores are then aggregated into a gene-damaging score for each individual. This score is then used in case-control statistical tests to significantly link to specific phenotypes. PWAS Hub (v1.2) is a user-friendly platform that facilitates the exploration of gene-disease associations using clinical and genetic data from the UK Biobank (UKB), encompassing 500k individuals. PWAS Hub reports on 819 diseases and phenotypes determined by PheCode and ICD-10 clinical codes, each with a minimum of 400 affected individuals. PWAS-derived gene associations were reported for 72% of the tested phenotypes. The PWAS Hub also analyzes gene associations separately for males and females, considering sex-specific genetic effects, inheritance patterns (dominant and recessive), and gene pleiotropy. We illustrated the utility of the PWAS Hub for primary (essential) hypertension (I10), type 2 diabetes mellitus (E11), and specified haematuria (R31) that showed sex-dependent genetic signals. The PWAS Hub, available at pwas.huji.ac.il, is a valuable resource for studying genetic contributions to common diseases and sex-specific effects.
Authors
- Guy Kelman (ORCID: https://orcid.org/0000-0001-8604-3279)
- Roei Zucker (ORCID: https://orcid.org/0009-0006-7553-3807)
- Michal Linial (ORCID: https://orcid.org/0000-0002-9357-4526)
Institutions
- Hebrew University of Jerusalem (IL)
- Institute of Life Sciences (IN)
Publication Details
- Journal
- Nucleic Acids Research
- Published
- 2024-11-20
- DOI
- https://doi.org/10.1093/nar/gkae1125
- Citations
- 5
- Primary Topic
- Genetic Associations and Epidemiology
- Type
- article
- Field-Weighted Citation Impact
- 2.75
Funders
- National Alopecia Areata Foundation
- Iowa Science Foundation
- Hebrew University of Jerusalem
- Israel Science Foundation