found that lung macrophages and epithelium-secreted SPP1 drove tumor-associated inflammation, while SPP1 promoted early tumorigenesis by promoting the survival of KRAS-mutated cells, especially in KRAS-G12D-driven tumors 43. Here, KRAS is linked to neoplasm.