Our prognostic model showed low levels of MPC1 expression and high levels of STAT3, RRM2, and TLR4 expression, suggesting a poor prognosis for GBM patients, which was in agreement with previous studies.37, 38, 39, 40, 41, 42. The gene discussed is TLR4; the disease is glioblastoma.