Based on these findings, we proposed that RAB31, IRAK3, OBSCN, LIN9, TNPO2, and SEC16B are mainly expressed in the TME rather than in the tumor cells; our results suggested that these cancer hub genes are associated with the regulation of infiltration of immune and immunosuppressive cells from the tumor microenvironment into the tumor tissues. This evidence concerns the gene IRAK3 and cancer.