We discovered that 7 out of these 91 inflammatory factors influence heart failure, with 4 showing a significant causal relationship (CXCL9, IFN-γ, LIFR, UPA) and 3 being potentially related influencing factors (DNER, MMP-1, CD6). The gene discussed is IFNG; the disease is heart failure.