A retrospective analysis was conducted on a prospective cohort study comprising 218 adults who underwent on-pump cardiac surgery and showed a link between a decreased uromodulin-to-creatinine ratio and higher odds of AKI, although this association was not statistically significant after conducting fully adjusted analyses [104]. The gene discussed is UMOD; the disease is acute kidney injury.