In human tumors, we identified an enrichment for IL-1α-expressing monocyte-derived macrophages linked to age, poorer survival, and recurrence, unraveling how aging promotes cancer and offering actionable therapeutic strategies. The gene discussed is IL1A; the disease is cancer.