These results confirmed that COL4A2, CXCL1, TIMP1, and VCAM1 were positively correlated with some higher expressed immune cells in renal fibrosis, and VEGFA was positively correlated with some lower expressed immune cells in renal fibrosis. Here, TIMP1 is linked to renal fibrosis.