In the ‘Ju CKD Tublnt’ dataset, the mRNA of NEU1 but not NEU2-NEU4 was significantly upregulated in kidney biopsy tissues of the CKD patients (n = 123) compared with controls (n = 31) (Fig. 1a). Here, NEU1 is linked to chronic kidney disease.