Furthermore, sc RNA sequence analysis revealed that in advanced-stage tumor groups, functional analysis of SOD3-expressing fibroblasts observed the enrichment in gene sets associated with the EMT process, collagen degradation, and multi-cancer invasiveness signature (Fig. 5A-D). This evidence concerns the gene SOD3 and neoplasm.