These results indicate that the core gene RAB3A, TYROBP, SYP, CAMK2A, VSIG4, and GABRA1 is closely related to the level of immune cell infiltration and plays a crucial role in the immune microenvironment of glioma. Here, TYROBP is linked to central nervous system cancer.