Nanavati Charvi, Mager Donald E
Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY.
Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY.
J Pharm Sci. 2016 Apr;105(4):1561-6. doi: 10.1016/j.xphs.2016.01.026.
Quantitative structure-property relationships are often derived to identify molecular determinants of drug potency and facilitate drug design. However, compound activity is typically based on in vitro bioassays, and the influence of physicochemical properties on pharmacokinetic/pharmacodynamic (PK/PD) behavior is not considered. Here, we integrate PK/PD and quantitative structure-property relationship modeling to evaluate the role of lipophilicity in camptothecin antitumor responses in colon cancer xenografts. Drug exposure and tumor growth profiles for 5 camptothecins were extracted from the literature. A PK/PD model with time-dependent transduction was developed, which characterized PK and tumor growth inhibition. Correlations between drug lipophilicity (log D), in vitro potency (IC50), and in vivo efficacy and systemic clearance parameters were tested. Models were qualified using leave-one-out cross-validation. Efficacy and clearance of analogs decreased linearly with increasing log D values; efficacy exhibiting a steeper decline relative to clearance. Cross-validated R(2) for predicting in vivo efficacy was 0.55 and 0.18 using log D and in vitro IC50 as the descriptors. Lipophilicity may represent a better predictor of in vivo efficacy than in vitro IC50 measurements for camptothecins. The identified relationships between efficacy, clearance, and lipohilicity may help guide development of new camptothecin analogs and delivery systems with improved pharmacologic profiles.
定量构效关系通常用于确定药物效力的分子决定因素并促进药物设计。然而,化合物活性通常基于体外生物测定,未考虑物理化学性质对药代动力学/药效学(PK/PD)行为的影响。在此,我们整合PK/PD和定量构效关系建模,以评估亲脂性在喜树碱对结肠癌异种移植瘤抗肿瘤反应中的作用。从文献中提取了5种喜树碱的药物暴露和肿瘤生长曲线。建立了具有时间依赖性转导的PK/PD模型,该模型表征了PK和肿瘤生长抑制情况。测试了药物亲脂性(log D)、体外效力(IC50)、体内疗效和全身清除参数之间的相关性。使用留一法交叉验证对模型进行验证。类似物的疗效和清除率随log D值增加呈线性下降;相对于清除率,疗效下降更为陡峭。使用log D和体外IC50作为描述符预测体内疗效的交叉验证R(2)分别为0.55和0.18。对于喜树碱,亲脂性可能比体外IC50测量更能预测体内疗效。所确定的疗效、清除率和亲脂性之间的关系可能有助于指导开发具有改善药理学特性的新型喜树碱类似物和给药系统。