This comprehensive assessment underscores the significance of MPP7 in the prognosis of multiple cancers, its potential involvement in several less-studied cancers, the intrinsic molecular mechanisms of MPP7 in human cancer pathogenesis, and the significance of MPP7 in anti-tumor immune responses. This evidence concerns the gene MPP7 and neoplasm.