The 24-gene signature proposed by Kim et al. used in this study integrates critical regulator genes in this cascade, including THBS2 and INHBA, which are involved in TGF-β signaling and facilitate fibroblast-mediated collagen gel contraction, resulting in ECM remodeling and tumor invasiveness [56, 57]. Here, TGFB1 is linked to neoplasm.