In particular, neutrophils, Mφ0, Mφ1, and activated CD4+ T memory cells were the top four significant immune cells positively associated with ICAM1, suggesting that ICAM1 may specifically regulate these four types of immune cells in CKD and UC. Here, CD4 is linked to chronic kidney disease.