Colocalization analysis further confirmed the impact of increased PVRIG expression on AD risk, a conclusion reinforced by observations revealing its close association with lower stemness scores and favorable correlations with immune responses against tumors and overall survival [48]. The gene discussed is PVRIG; the disease is Alzheimer disease.