Furthermore, the 4-acetamidobutyric acid, a potential early biomarker for diabetic kidney disease, was upregulated in ACE2 KO mice, which was positively correlated with the families of Erysipelotrichaceae and Alcaligenaceae (Pan et al., 2022). This evidence concerns the gene ACE2 and diabetic kidney disease.