The classification performance of seven core DEGs identified in SAH and dementia was evaluated, with ROC curve analysis demonstrating their strong discriminative capabilities, particularly PAPOLA in dementia with an AUC of up to 0.989, followed by DOK3, LONRF3, and MILR1, all exceeding 0.900 (Figures 3G, H). Here, LONRF3 is linked to dementia.