In summary, the metabolic preferences of different histologic subtypes were consistent with their corresponding biological behavioral traits, especially the upregulation of folate-mediated one-carbon metabolism and the key gene MTHFD2 by tumor cells of solid LUADs to satisfy their cellular replication and transcriptional requirements. The gene discussed is MTHFD2; the disease is neoplasm.