Lung cancer remains the leading cause of cancer-related deaths worldwide. Early detection is crucial for improving survival rates, as lung cancer is often diagnosed at an advanced stage. The NLST was conducted to investigate whether LDCT, a more sensitive imaging method, could detect lung cancer earlier than chest X-rays, thereby improving survival outcomes.