Specifically, genes and cell surface markers involved in trans-endothelial migration and the recruitment of CD163+ monocytes were significantly suppressed and the expression of chemokine receptors CX3CR1, CXCL7 (PPBP), and CCR5 were down-regulated in those with diabetes complications. The gene discussed is PPBP; the disease is diabetes mellitus.