IGF1 and neoplasm: Some genes were closely related to the malignant phenotype of the tumor, such as IGF1, CXCR7, TCF3, NPR1, FGF18, DDR2, GLI2, CYR61, COL14A1, HSPH1, SOX11, TRIB2, PDZK1, and MMP2.