Compared with heart failure-associated transudative ascites, malignant ascites demonstrated higher levels of TNF-α, IL-6, IL-10, IL-12p70, IL-18, IL-23, s4-1BB, and TGF-β1, while albumin levels were lower. The gene discussed is ALB; the disease is heart failure.