CHI3L1 and rheumatoid arthritis: UMAP visualization confirmed that CHI3L1 expression was predominantly localized to fibroblast clusters (Figure 2E), and both violin plot and bar chart analyses demonstrated that CHI3L1 expression levels in fibroblasts were significantly higher than in other cell types (Figure 2F), indicating a potential role in fibroblast activation during RA progression.