By mining the latest scRNA-seq and snRNA-seq databases of mouse and human kidneys in health and disease, we highlight glomerular PECs as the major site of Aldh1a2/ALDH1A2 expression and this expression is differentially dysregulated in different kidney diseases. Here, ALDH1A2 is linked to kidney disorder.