With the facilitation of bioinformatics analyses and validation, we identified some tumor-related genes, such as NNMT, FLI1, GAS6, lncRNA CCAT1, PDCD1LG2, and CD274, as the key regulators in the present tumor-like transformation model. Here, FLI1 is linked to neoplasm.