Our research provided a significant correlation between PAQR4 expression and the tumors purity in 18 cancers, especially in THYM and BLCA, where higher PAQR4 was associated with lower tumor purity. The gene discussed is PAQR4; the disease is bladder transitional cell carcinoma.