We next explored how senescence influence the tumor microenvironment (TME), employing ESTIMATE analysis for stromal and immune score, Xcell analysis for fibroblasts and immune cells, and ssGSEA analysis for ECM pathway activation, TGF-b signaling activation, angiogenesis score, immunogenic cell death and apoptosis. Here, TGFB1 is linked to neoplasm.