Both mCAF and SPP1+ TAMs were mainly enriched in tumor tissues, and in many identical cancer hallmarks, such as EMT, angiogenesis, TGF-β, IL-6/JAK-STAT3, and TNF-α/NF-κB signaling pathways. The gene discussed is TNF; the disease is cancer.