studies demonstrate APOE-mediated angiogenesis via VEGF upregulation in bladder cancer [53], while lung cancer research reveals its EMT-inducing capacity through ZEB1/vimentin axis activation [54]. The gene discussed is VIM; the disease is lung carcinoma.