Detecting underreporting involves comparing reported cases with other data sources. For example, cancer registries can be cross-referenced with hospital records, insurance claims, and death certificates to identify discrepancies. Additionally, surveillance programs and field studies can help estimate the true prevalence and incidence of cancer in a population.