Additionally, the association of SFPQ, DDX39B, and UBAP2 with angiogenesis-related genes underscores their critical roles in tumor angiogenesis and progression, offering valuable insights for personalized treatment strategies and prognostic prediction in HCC and PRAD. Here, SFPQ is linked to hepatocellular carcinoma.