IL7R and neoplasm: Given the critical role of IL7R in driving the immunosuppressive tumor microenvironment and tumor progression, this study established a causal evidence chain linking IL7R to macrophage phenotypes through spatial correlation analysis in clinical samples, in vitro functional validation using human cell lines, and cross-species analysis of mechanistic conservation.