Shochat Eliezer, Rom-Kedar Vered
Department of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot, Israel.
Clin Cancer Res. 2008 Oct 15;14(20):6354-63. doi: 10.1158/1078-0432.CCR-08-0807.
To improve the effectiveness of granulocyte colony-stimulating factor (G-CSF) treatment in high-risk neutropenic patients.
We study G-CSF effects on chemotherapy-induced neutropenia by expanding a simple mathematical model of neutrophil dynamics in the blood. The final model is fitted and validated using published clinical data of neutrophil response to chemotherapy and standard s.c. G-CSF protocol (SG; filgrastim 5 microg/kg/d), single pegylated (pegG; pegfilgrastim 100 microg/kg), and continuous infusion (CG; filgrastim 10 microg/kg/d). The interpatient variability is studied by Monte-Carlo simulation of pegG compared with SG and placebo.
The effect G-CSF support on neutropenia depends on the neutrophil count at the nadir. Three distinct neutropenia grades are identified: G1 (300 x 10(3)-500 x 10(3) cells/mL), G2 (50 x 10(3)-300 x 10(3) cells/mL), and G3 (< or =50 x 10(3) cells/mL). For many G2 patients, the G-CSF levels required for recovery are not attainable by the standard regimen, whereas the sustained pegG and CG seem to be significantly more effective. For G3 patients, G-CSF support alone is not sufficient and additional clinical approaches should be considered. The results presented here are robust and are only slightly affected by population variability.
The model captures the G-CSF-neutrophil dynamics of severe chemotherapy-induced neutropenia. Our results clarify and complement the current American Society of Clinical Oncology recommendations for G-CSF administration in neutropenia: High sustained G-CSF levels are needed to treat severe neutropenia and may be achieved by either CG or pegG. The potential effect of sustained G-CSF on severe neutropenia should be studied within a framework of a prospective randomized clinical trial.
提高粒细胞集落刺激因子(G-CSF)对高危中性粒细胞减少患者的治疗效果。
我们通过扩展血液中中性粒细胞动力学的简单数学模型来研究G-CSF对化疗诱导的中性粒细胞减少的影响。使用已发表的中性粒细胞对化疗反应的临床数据以及标准皮下注射G-CSF方案(SG;非格司亭5微克/千克/天)、单次聚乙二醇化(pegG;聚乙二醇非格司亭100微克/千克)和持续输注(CG;非格司亭10微克/千克/天)对最终模型进行拟合和验证。通过与SG和安慰剂相比的pegG的蒙特卡洛模拟研究患者间变异性。
G-CSF支持对中性粒细胞减少的影响取决于最低点的中性粒细胞计数。确定了三种不同的中性粒细胞减少等级:G1(300×10³ - 500×10³细胞/毫升)、G2(50×10³ - 300×10³细胞/毫升)和G3(≤50×10³细胞/毫升)。对于许多G2患者,标准方案无法达到恢复所需的G-CSF水平,而持续的pegG和CG似乎明显更有效。对于G3患者,仅G-CSF支持是不够的,应考虑其他临床方法。此处呈现的结果是可靠的,仅受群体变异性的轻微影响。
该模型捕捉了严重化疗诱导的中性粒细胞减少的G-CSF - 中性粒细胞动力学。我们的结果阐明并补充了美国临床肿瘤学会目前关于中性粒细胞减少中G-CSF给药的建议:治疗严重中性粒细胞减少需要高持续G-CSF水平,可通过CG或pegG实现。应在前瞻性随机临床试验框架内研究持续G-CSF对严重中性粒细胞减少的潜在影响。