Furthermore, the association between the up-regulated gene MMP24 and the down-regulated protein CD31, as discovered by the interaction network analysis, suggests MMP24 may be involved in reducing the cell surface expression of CD31, possibly through mediating ectodomain shedding, based on previous findings reported in animal studies of retinopathy in diabetes [16]. The gene discussed is PECAM1; the disease is diabetes mellitus.