Combined with scRNA-seq analysis, these findings indicate that ADSCs enhance the oxidative phosphorylation of CX3CR1+ synovial lining macrophages partly through mitochondrial transfer, contributing to their therapeutic effect in RA. The gene discussed is CX3CR1; the disease is rheumatoid arthritis.