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Personalising Docetaxel and G-CSF Schedules in Cancer Patients by a Clinically Validated Computational Model

Overview
Journal Br J Cancer
Specialty Oncology
Date 2012 Jul 21
PMID 22814580
Citations 13
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Abstract

Background: 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.

Methods: 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.

Results: 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.

Conclusions: The new computational method can serve for tailoring efficacious cytotoxic and supportive treatments, minimising side effects to individual patients. Prospective clinical validation is warranted.

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References
1.
Smith T, Khatcheressian J, Lyman G, Ozer H, Armitage J, Balducci L . 2006 update of recommendations for the use of white blood cell growth factors: an evidence-based clinical practice guideline. J Clin Oncol. 2006; 24(19):3187-205. DOI: 10.1200/JCO.2006.06.4451. View

2.
Pacheco J, Traulsen A, Dingli D . The allometry of chronic myeloid leukemia. J Theor Biol. 2009; 259(3):635-40. DOI: 10.1016/j.jtbi.2009.04.003. View

3.
Shochat E, Rom-Kedar V . Novel strategies for granulocyte colony-stimulating factor treatment of severe prolonged neutropenia suggested by mathematical modeling. Clin Cancer Res. 2008; 14(20):6354-63. DOI: 10.1158/1078-0432.CCR-08-0807. View

4.
Gridelli C, Gallo C, Di Maio M, Barletta E, Illiano A, Maione P . A randomised clinical trial of two docetaxel regimens (weekly vs 3 week) in the second-line treatment of non-small-cell lung cancer. The DISTAL 01 study. Br J Cancer. 2004; 91(12):1996-2004. PMC: 2409790. DOI: 10.1038/sj.bjc.6602241. View

5.
Foley C, Mackey M . Mathematical model for G-CSF administration after chemotherapy. J Theor Biol. 2008; 257(1):27-44. DOI: 10.1016/j.jtbi.2008.09.043. View