Our research suggests that ALB and FOS may be involved in immune cell regulation and kidney tissue repair via specific signaling pathways, whereas the genes examined in Chair et al.’s study [48] may influence DKD progression through alternative immune mechanisms. Here, ALB is linked to diabetic kidney disease.