In our study, we discovered a unique CAF cluster in HSCC, CAF_C2_MME, originating from tumor samples, with MMP3 as its associated gene, predominantly expressed in fibroblasts and significantly overexpressed in HSCC tissues. Here, MMP3 is linked to neoplasm.