Through cross-correlating our predictions to CKD-associated transcriptomics datasets, several proteases are highlighted including members of MMPs (MMP7, MMP14) and serine proteases (PCSK5), laying the foundation for further studies towards elucidating their role in CKD pathophysiology. Here, PCSK5 is linked to chronic kidney disease.