Further analysis of the co-occurrence and mutual exclusivity relationships between gene mutations revealed synergistic effects between MAP1B and HIP1R mutations, which might jointly participate in certain signaling pathways, while MSX1 and TP53 mutations exhibited mutually exclusive relationships, indicating their independent roles in different tumor mechanisms (Supplementary Figure S2B). This evidence concerns the gene MSX1 and neoplasm.