AI Article Synopsis

  • Genome-wide association studies help identify genes linked to diseases, but the specific cell types involved are often unclear.
  • The study introduces sc-linker, a framework that combines single-cell RNA-sequencing data and genetic information to uncover how genes impact diseases through particular cell types.
  • Findings revealed important connections between specific cell types and diseases, such as certain neurons in depression and immune cell programs in autoimmune diseases, shedding light on potential therapeutic targets.

Article Abstract

Genome-wide association studies provide a powerful means of identifying loci and genes contributing to disease, but in many cases, the related cell types/states through which genes confer disease risk remain unknown. Deciphering such relationships is important for identifying pathogenic processes and developing therapeutics. In the present study, we introduce sc-linker, a framework for integrating single-cell RNA-sequencing, epigenomic SNP-to-gene maps and genome-wide association study summary statistics to infer the underlying cell types and processes by which genetic variants influence disease. The inferred disease enrichments recapitulated known biology and highlighted notable cell-disease relationships, including γ-aminobutyric acid-ergic neurons in major depressive disorder, a disease-dependent M-cell program in ulcerative colitis and a disease-specific complement cascade process in multiple sclerosis. In autoimmune disease, both healthy and disease-dependent immune cell-type programs were associated, whereas only disease-dependent epithelial cell programs were prominent, suggesting a role in disease response rather than initiation. Our framework provides a powerful approach for identifying the cell types and cellular processes by which genetic variants influence disease.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9910198PMC
http://dx.doi.org/10.1038/s41588-022-01187-9DOI Listing

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