Included studies used different biomarkers indicative of renal disease (nephropathy, proteinuria, albumin excretion rate, ACR, eGFR, creatinine), with most pointing towards a possible increased risk of progression to PDR in people with impaired kidney function. This evidence concerns the gene ALB and Nephropathy.