CellChat detected 24 notable pathways between different clusters in HF, with the ANNEXIN signaling pathway and IL-16 signaling pathway presenting the most salient outgoing and incoming signaling patterns in macrophages (Fig. 5D). Here, IL16 is linked to hydrops fetalis.