The reference UMAP comprised of 16 main renal cell clusters containing 57 subtypes from which we located the proximal tubular cell cluster to evaluate expression levels of NSA2 and GFM2 in HC and CKD biopsies (Additional file 3 and 4). This evidence concerns the gene NSA2 and chronic kidney disease.