Hypothesizing that the rising positive correlation between monocyte chemoattractant protein 1 (MCP1) and n-6 in stage 4 could be the cause, we previously explored FGF23 and MCP1’s roles in dyslipidemia and cardiovascular risk in CKD. Here, CCL2 is linked to chronic kidney disease.