Previous studies demonstrated the relationships between CCL7 and various kidney diseases, such as acute kidney injury, renal fibrosis, kidney stone, and end-stage renal disease (ESRD) (Chang, 2022; Zhou et al., 2020). The gene discussed is CCL7; the disease is stage 5 chronic kidney disease.