In this review, we presented evidence for the regulatory effect of HIF-1α and ERRα on MRGs through various signaling pathways in malignant tumors, thus changing the energy metabolism of tumor cells and causing tumor cell resistance to pyroptosis, clarifying the role of key genes in metabolic pathways. The gene discussed is HIF1A; the disease is neoplasm.