After integrating multi-omics data on cell senescence-related mQTL and expression quantitative trait loci, we identified 5 key cell senescence-related genes potentially associated with RA: BCL2L1, DNMT3B, ERRFI1, NEK4, and RAF1. Here, DNMT3B is linked to rheumatoid arthritis.