In contrast, C6, Col8a1, and Ighm are all involved in the complement pathway, and their upregulation is related to a general immune response to injury and disease (Figs. 4b and 7a) and have also previously been shown to contribute to CKD progression36. Here, COL8A1 is linked to chronic kidney disease.