Additionally, GALNT12 and ST6GALNAC1 are associated within the protein-protein interaction (PPI) network, and this interaction may collaboratively regulate the sialylation process (38), further influencing tumor cell invasion, metastasis, and immune evasion (39). The gene discussed is GALNT12; the disease is neoplasm.