This review systematically explores the panoramic regulatory framework of the NRP1-autophagy axis in the tumor immune microenvironment through bidirectional regulation of activating immunity and inhibitory immunity at the pan-cancer level. This evidence concerns the gene NRP1 and neoplasm.