PDK4 and neoplasm: Our study established a PDK4 expression pattern upon cellular senescence, elucidated its role in diverging glucose metabolism toward glycolysis to produce lactate, and unraveled the correlation of PDK4 upregulation in tumor stroma and post-treatment patient survival.