Our study revealed that, among HIV patients with normal baseline kidney function, CD4/CD8 ratio recovery was strongly associated with the incidence of CKD, which was supported by the overall patient-wide Cox regression analysis and PSM analysis designed to reduce biases in the distribution of potentially confounding variables. The gene discussed is CD8A; the disease is chronic kidney disease.