Our gene network-based results revealed the strong correlation between HFrEF and hyperuricemia, and further mechanism exploration analysis indicated that disease-related genes were involved with multiple inflammation pathways (e.g., autophagy and TNF signaling pathway) and biological processes (e.g., reactive oxygen species metabolic process and hormone receptor). Here, TNF is linked to hyperuricemia.