Cisplatin is the most effective chemotherapeutic agent used to treat various solid tumors and is the single most active chemotherapeutic in the management of bladder cancer (BCa). However, the most common adverse effect limiting cisplatin use is nephrotoxicity. Despite extensive mechanistic studies of the pathophysiology of cisplatin-induced nephrotoxicity (CIN), there are currently no clinical antidotes to treat CIN or second-line chemotherapy agents to treat BCa. Previous research demonstrated that CIN develops primarily in the proximal tubules where cisplatin accumulates and induces renal cell death after the formation of a highly reactive cisplatin-thiol metabolite. Recent evidence shows that the drug-metabolizing enzyme CYP2E1 is also involved in CIN, and its inhibition protects against nephrotoxicity. However, whether therapeutic strategies targeted at CYP2E1 may be beneficial in reducing CIN in the clinic has never been explored. Our group previously demonstrated that the clinically available drug, 4 methylpyrazole (4MP), blocks CYP2E1 activity. Thus, the objective of the current study was to examine the protective effect of 4MP in preclinical mouse models and translational human kidney and BCa cell models. C57BL/6J mice were co-treated with an acute (20 mg/kg for 3 days), or chronic (9 mg/kg for 4 weeks) cisplatin regimen, with or without 50 mg/kg 4MP. We show that severe kidney injury induced by cisplatin 3 days after the acute treatment, as indicated by elevated plasma BUN and creatinine, dilated tubules, tubular necrosis, and cast formation in male mice, was absent in female mice, which lack renal CYP2E1 expression. Importantly, cisplatin induced the activity of CYP2E1 in vitro, and inhibition of this activity by 4MP treatment almost completely eliminated CIN in male mice. These findings are relevant to humans because we show that patients do not express CYP2E1 in BCa cells, unlike kidney cells. 4MP also prevented cisplatin-induced cell death in normal human kidney cells without interfering with its anti-cancer effects in human BCa HTB9 cells. In conclusion, our study highlights the critical role of CYP2E in mediating gender-specific differences in CIN, and 4MP treatment appears to be a potential prophylactic therapeutic option to prevent CIN in the clinic.