van Hasselt J G C, Gupta A, Hussein Z, Beijnen J H, Schellens J H M, Huitema A D R
Department of Clinical Pharmacology, Netherlands Cancer Institute Amsterdam, The Netherlands ; Department of Pharmacy & Pharmacology, Netherlands Cancer Institute Amsterdam, The Netherlands ; Division of Pharmacology, Cluster Systems Pharmacology, Leiden Academic Centre for Drug Research, Leiden University Leiden, The Netherlands.
Eisai Ltd. Hatfield, UK.
CPT Pharmacometrics Syst Pharmacol. 2015 Jul;4(7):374-85. doi: 10.1002/psp4.48. Epub 2015 Jun 30.
Quantitative model-based analyses are helpful to support decision-making in drug development. In oncology, disease progression/clinical outcome (DPCO) models have been used for early predictions of clinical outcome, but most of such approaches did not include adverse events or dose intensity. In addition, cost-effectiveness evaluations of investigational compounds are becoming increasingly important. Here, we developed an integrated model-based framework including relevant treatment effects for patients with castration-resistant prostate cancer treated with the anticancer agent eribulin. The framework included (i) a DPCO model relating prostate-specific antigen (PSA) dynamics to survival; (ii) models for adverse events including dose-limiting neutropenia and other graded toxicities; (iii) a model for Eastern Cooperative Oncology Group (ECOG) performance score; (iv) a model for dropout; (v) the consideration of cost effectiveness. The model allowed simulation of realistic treatment courses. Subsequently, simulations evaluating alternative treatment protocols or patient characteristics were performed in order to derive inferences on expected efficacy and cost effectiveness.
基于定量模型的分析有助于支持药物研发中的决策制定。在肿瘤学领域,疾病进展/临床结局(DPCO)模型已被用于临床结局的早期预测,但大多数此类方法并未纳入不良事件或剂量强度。此外,研究性化合物的成本效益评估正变得越来越重要。在此,我们开发了一个基于模型的综合框架,纳入了用抗癌药物艾瑞布林治疗的去势抵抗性前列腺癌患者的相关治疗效果。该框架包括:(i)一个将前列腺特异性抗原(PSA)动态变化与生存相关联的DPCO模型;(ii)包括剂量限制性中性粒细胞减少和其他分级毒性的不良事件模型;(iii)东部肿瘤协作组(ECOG)体能状态评分模型;(iv)一个失访模型;(v)对成本效益的考量。该模型能够模拟实际的治疗过程。随后,进行了评估替代治疗方案或患者特征的模拟,以便得出关于预期疗效和成本效益的推论。