Therefore, after the intersection analysis, we confirmed the possible important roles of IGFBP2 and METTL3. IGFBP2+ fibroblasts were mainly found in RA and OA samples, which suggested heterogeneity in IGFBP2 expression at the individual level. Here, IGFBP2 is linked to rheumatoid arthritis.