No significant effect modification was detected in subgroup analyses, and the core findings remained stable and reliable following multiple sensitivity analyses.<h4>Conclusion</h4>Our findings suggest that higher PHDI is inversely associated with lung cancer risk and its subtypes (NSCLC and SCLC), supporting the potential of PHD as a dietary strategy for lung cancer prevention. The gene discussed is PDC; the disease is lung cancer.