Unlike prior studies focusing on therapeutic mechanisms of PARP inhibitors, we establish a novel machine learning framework integrating PIRGs to construct a prognostic model with significantly higher C-indices (0.78 in training set and 0.75 in validation set) than existing PCa models. Here, PARP1 is linked to posterior cortical atrophy.