The combined detection of MMP-3, CYFRA21-1, and ADA in pleural effusion and serum was superior to the diagnostic efficacy of individual indicators in the differential diagnosis, which was of great value for the differentiation of benign and malignant PEE and could better serve the clinical diagnosis and treatment. The gene discussed is ADA; the disease is Pleural effusion.