By the longitudinal scRNA-seq in PBCs and synovial tissues of multiple patients with multiple episodes, the pre-inflammatory mesenchymal (PRIME) cells, CD45-CD31-PDPN+ fibroblasts, were activated by B cells and circulated in the blood of patients with RA. The gene discussed is PDPN; the disease is rheumatoid arthritis.