A 66-year Japanese autopsy study reveals a significant reservoir of undiagnosed latent cancers, highlighting rising multiple primary cancer rates and substantial over-prevalence in prostate and thyroid tissues compared to clinical data, emphasizing the need to balance detection with overdiagnosis risks.