CSEA-DB
CSEA-DB maps cell type–specific associations between GWAS-derived genetic variants and single-cell transcriptomic profiles to enable interpretation of disease- and trait-associated genetic susceptibility at the cellular level.
Key Features:
- GWAS integration: Integrates 5,120 GWAS summary statistics datasets that were manually curated and subjected to rigorous quality control.
- Single-cell compendium: Incorporates over 900,000 single-cell transcriptomes from the Human Cell Landscape and the Human Cell Atlas covering 752 tissue cell types from 71 adult and fetal tissues across 11 human organ systems.
- Ontology-based annotation: Annotates tissues and cell types using Uberon for anatomical structures and Cell Ontology for cellular entities.
- Association analysis (deTS): Applies the deTS algorithm to perform trait–cell type association analyses and executed 10,250,480 association tests.
- Significant trait associations: Identified 598 (11.68%) GWAS traits that are significantly associated with at least one cell type.
- Integrated data types: Combines manually curated GWAS summary statistics with single-cell transcriptome resources for cross-reference analyses.
Scientific Applications:
- Cell type–specific interpretation: Map GWAS signals to specific cell types to interpret how genetic susceptibility manifests at the cellular level.
- Prioritization for functional follow-up: Prioritize candidate cell types for experimental validation of disease-associated loci.
- Investigation of cellular mechanisms: Elucidate cellular contexts of gene expression regulation underlying phenotypic diversity and disease susceptibility.
- Cross-tissue comparative analysis: Compare trait–cell type associations across 71 adult and fetal tissues and 11 human organ systems.
Methodology:
Manually curate and quality-control GWAS summary statistics; integrate single-cell transcriptomes from the Human Cell Landscape and the Human Cell Atlas; annotate entities with Uberon and Cell Ontology; apply the deTS algorithm to perform 10,250,480 trait–cell type association analyses, yielding 598 significant GWAS trait–cell type associations.
Topics
Details
- Tool Type:
- web application
- Added:
- 1/18/2021
- Last Updated:
- 2/18/2021
Operations
Publications
Dai Y, Hu R, Manuel AM, Liu A, Jia P, Zhao Z. CSEA-DB: an omnibus for human complex trait and cell type associations. Nucleic Acids Research. 2020;49(D1):D862-D870. doi:10.1093/nar/gkaa1064. PMID:33211888. PMCID:PMC7778923.