RT Journal Article SR Electronic T1 High Daily Dose and Being a Substrate of Cytochrome P450 Enzymes are Two Important Predictors of Drug-induced Liver Injury JF Drug Metabolism and Disposition JO Drug Metab Dispos FD American Society for Pharmacology and Experimental Therapeutics SP dmd.113.056267 DO 10.1124/dmd.113.056267 A1 Ke Yu A1 Xingchao Geng A1 Minjun Chen A1 Jie Zhang A1 Bingshun Wang A1 Katarina ilic A1 Weida Tong YR 2014 UL http://dmd.aspetjournals.org/content/early/2014/01/24/dmd.113.056267.abstract AB Drug-induced liver injury (DILI) is complicated and difficult to predict. It has been observed that drugs with extensive hepatic metabolism have the higher likelihood of causing DILI. Cytochrome P450 (CYP) enzymes are primarily involved in hepatic metabolism. Identifying the associations of DILI with drugs which are CYP substrates, inhibitors, or inducers will be extremely helpful to a clinician in decision-making process when dealing with a patient suspected of having DILI. We collected the metabolism data on CYP enzymes for 254 orally administered drugs in Liver Toxicity Knowledge Base Benchmark Dataset with a known daily dose, and applied logistic regression to identify these associations. We revealed that drugs which are the substrates of CYP enzymes would have the higher likelihood of causing DILI (odds ratio (95% confidence interval) [OR (95% CI)]: 3.99 (2.07-7.67); p < 0.0001), which is dose-independent, and drugs which are the CYP inhibitors would have the higher likelihood of generating DILI only when they are administered at a high daily dose (OR (95% CI): 6.03 (1.32-27.5); p = 0.0098). However, drugs which are the CYP inducers are not observed to be associated with DILI (OR (95% CI): 1.55 (0.65-3.68); p = 0.3246). Our findings will be not only useful to identify suspect medication as a cause of liver injury in clinical settings where the patients are treated with comedications, but also for personalized medicines to understand the individual susceptibility of DILI.