The model gene TIMP1 demonstrated consistent signals across bulk, single-cell, and spatial analyses, and functional experiments supported its tumor-promoting role.<h4>Conclusion</h4>A single-cell phenotype-guided macrophage risk score, SAMRS, was developed for prognostic stratification and immunotherapy response assessment in LUAD. Here, TIMP1 is linked to neoplasm.