In conclusion, the robust MCPs captured in this study, particularly MCP1, provide a powerful framework for understanding the molecular mechanisms underlying HF, with broad applicability across various HF etiologies, biological contexts, and species. Here, CCL2 is linked to hydrops fetalis.