In summary, this study confirmed the involvement of myeloid cells in the progression of HF based on an analysis of scRNA-seq and bulk RNA-seq data and identified CXCR4 and CD74 as potential biomarkers of HF based on cellular interactions. The gene discussed is CD74; the disease is hydrops fetalis.