Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, US Food and Drug Administration, Jefferson, AR, USA.
Hepatology. 2013 Jul;58(1):388-96. doi: 10.1002/hep.26208. Epub 2013 May 27.
Drug-induced liver injury (DILI) is a leading cause of drug failure in clinical trials and a major reason for drug withdrawals from the market. Although there is evidence that dosages of ≥100 mg/day are associated with increased risk for hepatotoxicity, many drugs are safe at such dosages. There is an unmet need to predict risk for DILI more reliably, and lipophilicity might be a contributing factor. We analyzed the combined factors of daily dose and lipophilicity for 164 US Food and Drug Administration-approved oral medications and observed high risk for hepatotoxicity (odds ratio [OR], 14.05; P < 0.001) for drugs given at dosages ≥100 mg/day and octanol-water partition coefficient (logP) ≥3. This defined the "rule-of-two." Similar results were obtained for an independent set of 179 oral medications with 85% of the rule-of-two positives being associated with hepatotoxicity (OR, 3.89; P < 0.01). Using the World Health Organization's Anatomical Therapeutic Chemical classification system, the rule-of-two performed best in predicting DILI in seven therapeutic categories. Among 15 rule-of-two positives, 14 were withdrawn from hepatotoxic drugs, and one was over-the-counter medication labeled for liver injury. We additionally examined drug pairs that have similar chemical structures and act on the same molecular target but differ in their potential for DILI. Again, the rule-of-two predicted hepatotoxicity reliably. Finally, the rule-of-two was applied to clinical case studies to identify hepatotoxic drugs in complex comedication regimes to further demonstrate its use.
Apart from dose, lipophilicity contributes significantly to risk for hepatotoxicity. Applying the rule-of-two is an appropriate means of estimating risk for DILI compared with dose alone.
药物性肝损伤(DILI)是临床试验中药物失败的主要原因,也是药物从市场撤出的主要原因。尽管有证据表明,每天剂量≥100 毫克与肝毒性风险增加有关,但许多药物在如此剂量下是安全的。人们迫切需要更可靠地预测 DILI 的风险,而亲脂性可能是一个促成因素。我们分析了 164 种美国食品和药物管理局批准的口服药物的每日剂量和亲脂性的综合因素,观察到每天剂量≥100 毫克和辛醇-水分配系数(logP)≥3 的药物具有较高的肝毒性风险(比值比[OR],14.05;P<0.001)。这定义了“两条规则”。对一组独立的 179 种口服药物进行了类似的研究,其中 85%的“两条规则”阳性药物与肝毒性相关(OR,3.89;P<0.01)。使用世界卫生组织的解剖治疗化学分类系统,“两条规则”在预测七个治疗类别中的 DILI 方面表现最佳。在 15 个“两条规则”阳性药物中,有 14 个因肝毒性而被撤出,一个是用于肝脏损伤的非处方药。我们还检查了具有相似化学结构且作用于同一分子靶点但潜在 DILI 风险不同的药物对。同样,“两条规则”可靠地预测了肝毒性。最后,“两条规则”应用于临床病例研究,以确定复杂联合用药方案中的肝毒性药物,进一步证明其用途。
除了剂量外,亲脂性对肝毒性风险有显著贡献。与单独剂量相比,应用“两条规则”是估计 DILI 风险的一种合适方法。