Here, we demonstrated that TPX2 lactylation contributed to the cell cycle regulation and cancer cell proliferation by preventing PP1 from binding to AURKA to increase AURKA phosphorylation, suggesting that TPX2 lactylation is a critical mechanism for lactate accumulation contributing to cell cycle regulation. The gene discussed is AURKA; the disease is cancer.