It is noteworthy that we observed cell-to-cell communication between SPP1 macrophages and injured cells in CKD, promoting cellular fibrosis through signal transmission via SPP1, FN1, and multiple receptors. This evidence concerns the gene FN1 and chronic kidney disease.