The VEGF and pH of pleural effusion before treatment are independent poor prognostic factors, and the change in the ratio of CD4+/CD8+ in pleural effusion before and after treatment is an independent predictor of treatment efficacy. The gene discussed is VEGFA; the disease is Pleural effusion.