Here, we review the complex biology and context-dependent functions of the TGF-β superfamily in regard to tumor, highlighting how it regulates the latter's development, growth, and dissemination by mainly targeting tumor cells, tumor-associated fibroblasts and various immune cells. This evidence concerns the gene TGFB1 and neoplasm.