Tumor cells satisfy their energy needs for rapid proliferation by upregulating glycolysis and lactate production, and the produced lactate serves as a signaling molecule, continuously driving the Warburg effect by inducing lactylation of key proteins such as NUSAP1. This evidence concerns the gene NUSAP1 and neoplasm.