When combining the 11 imaging features with tumor location and hydrocephalus information, the AUCs of the RLH model were 0.8403 for WNT, 0.8317 for SHH, 0.6451 for Group 3, and 0.6111 for Group 4 in the testing cohort. This evidence concerns the gene SHH and neoplasm.