Furthermore, HRSP12 and DCXR were significantly upregulated in DN samples and exhibited negative correlations with immune cell infiltration and immune scores, suggesting their potential as diagnostic biomarkers and nephroprotective factors. The gene discussed is RIDA; the disease is liver dysplastic nodule.