Notably, parental history of lung cancer was the most significant mediator in the PDIA3-LUSC causal relationship, accounting for 69.46% of the effect and strongly associated with increased LUSC risk (OR = 2.67; 95% CI 1.73–4.11; p = 8.83 ×10−6). The gene discussed is PDIA3; the disease is lung cancer.