Optimata Ltd, 7 Abba Hillel Street, Ramat-Gan 52522, Israel.
Br J Cancer. 2012 Aug 21;107(5):814-22. doi: 10.1038/bjc.2012.316. Epub 2012 Jul 19.
This study was aimed to develop a new method for personalising chemotherapeutic and granulocyte colony-stimulating factor (G-CSF) combined schedules, and use it for suggesting efficacious chemotherapy with reduced neutropenia.
Clinical data from 38 docetaxel (Doc)-treated metastatic breast cancer patients were employed for validating a new pharmacokinetic/pharmacodynamics model for Doc, combined with a mathematical model for granulopoiesis. An optimisation procedure was constructed and used for selecting improved treatment schedules.
The combined model accurately predicted observed nadir timing (r=0.99), grade 3 or 4 neutropenia (86% success) and neutrophil counts over time in individual patients (r=0.63), and showed robustness to CYP3A-induced variability in Doc clearance. For average patients, the predicted optimal support for the standard chemotherapy regimen, Doc 100 μg m(-2) tri-weekly, is G-CSF, 300 μg, Q1D × 3, starting day 7 post-Doc. This regimen largely moderates chemotherapy-induced neutrophil nadir and neutropenia duration. The more intensive Doc dose, 150 mg m(-2), is optimally supported by the slightly less cost-effective G-CSF 300 μg, Q1D × 4, 5 days post-Doc. The latter regimen is optimal for borderline patients (2000 neutrophils per μl) under Doc, 100-150 mg m(-2) tri-weekly.
The new computational method can serve for tailoring efficacious cytotoxic and supportive treatments, minimising side effects to individual patients. Prospective clinical validation is warranted.
本研究旨在开发一种新的方法,用于个体化化疗和粒细胞集落刺激因子(G-CSF)联合方案,并将其用于建议减少中性粒细胞减少的有效化疗。
使用 38 名多西紫杉醇(Doc)治疗的转移性乳腺癌患者的临床数据验证了一种新的 Doc 药代动力学/药效学模型,结合了粒细胞生成的数学模型。构建了一个优化程序,并用于选择改进的治疗方案。
联合模型准确预测了观察到的最低点时间(r=0.99)、3 或 4 级中性粒细胞减少(86%成功)以及个体患者中性粒细胞计数随时间的变化(r=0.63),并且对 CYP3A 诱导的 Doc 清除率变异性具有稳健性。对于平均患者,标准化疗方案(Doc 100μg/m2 每三周一次)的最佳支持预测是 G-CSF,300μg,Q1D×3,从 Doc 后第 7 天开始。该方案大大减轻了化疗引起的中性粒细胞最低点和中性粒细胞减少持续时间。更密集的 Doc 剂量 150mg/m2 则由成本效益略低的 G-CSF 300μg,Q1D×4,Doc 后 5 天最佳支持。对于 Doc 下的边缘患者(2000 个白细胞/μl),后一种方案是最佳方案,Doc 剂量为 100-150mg/m2,每三周一次。
新的计算方法可用于定制有效的细胞毒性和支持性治疗,最大限度地减少对个体患者的副作用。需要进行前瞻性临床验证。