Indeed, the expression patterns and roles of these PCD-related genes align with their involvement in various cancers, corroborating our findings in ccRCC: SERPINE1, known for inhibiting tissue plasminogen activators and urokinase, has been consistently found to be highly expressed in multiple cancers, such as colorectal, gastric, and lung cancers. Here, SERPINE1 is linked to lung cancer.