| Purpose: To estimate the missed detection rates for early-stage cases of common cancers identified through health examinations in China, providing evidence to promote the health benefits of population. Methods:Utilizing publicly available data including existing health examination coverage rates and population-based early-stage cancer proportions, we constructed a model to simulate the missed detection process; applying Bayesian testing theory, the theoretical early-case detection rate was calculated using health examination rates and expected early detection proportion as prior probabilities, while the actual early-case proportion served as the posterior probability to estimate missed detection rates, with equivalent early detection proportion subsequently computed. Results: Under the assumption of a 30% health examination rate with 90% expected early detection proportion, the estimated aggregate missed detection rate for five common cancers was 47.9%, with corresponding missed detection rates for female breast cancer, gastric cancer, colorectal cancer, lung cancer, and esophageal cancer being 15.4%, 49.2%, 55.7%, 56.4%, and 57.4% respectively; when increasing the health examination rate to 40%, the aggregate missed detection rate rose to 59.2%. Through health examination screening for five common cancers, the aggregate equivalent early detection proportion was 41.3%, with female breast cancer, gastric cancer, colorectal cancer, lung cancer, and esophageal cancer demonstrating equivalent early detection proportions of 74.3%, 40.0%, 33.3%, 32.7%, and 31.7% respectively. Conclusion: Nearly half of detectable early-stage cancer patients undergoing health examinations experience missed detection, highlighting the imperative to enhance early detection effectiveness in health examinations; merely increasing health examination rates without improved detection effectiveness would only generate additional missed early detections. |