According to Cancer.org, chest X-rays have a sensitivity of 77-80% for symptomatic lung cancer, meaning some cases remain undetected. Advanced imaging like CT and PET scans provide higher accuracy by evaluating tumor size, spread, and metabolic activity. Medical experts say early diagnosis using these methods is critical for effective treatment planning and improved survival outcomes.