The tumor ecosystem exhibits low levels of CD8+ T cells, TAMs, neutrophils and DCs, leading to sparse infiltration, weak immunosuppression and minimal signaling that limits tumor clearance without potent immune evasion. The gene discussed is CD8A; the disease is neoplasm.