TY - JOUR
T1 - Personalising docetaxel and G-CSF schedules in cancer patients by a clinically validated computational model
AU - Vainas, O.
AU - Ariad, S.
AU - Amir, O.
AU - Mermershtain, W.
AU - Vainstein, V.
AU - Kleiman, M.
AU - Inbar, O.
AU - Ben-Av, R.
AU - Mukherjee, A.
AU - Chan, S.
AU - Agur, Z.
PY - 2012/8/21
Y1 - 2012/8/21
N2 - 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 μgm-2 tri-weekly, is G-CSF, 300 g, Q1D × 3, starting day 7 post-Doc. This regimen largely moderates chemotherapy-induced neutrophil nadir and neutropenia duration. The more intensive Doc dose, 150 mgm-2, is optimally supported by the slightly less cost-effective G-CSF 300 g, Q1D × 4, 5 days post-Doc. The latter regimen is optimal for borderline patients (2000 neutrophils per l) under Doc, 100-150 mgm-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.
AB - 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 μgm-2 tri-weekly, is G-CSF, 300 g, Q1D × 3, starting day 7 post-Doc. This regimen largely moderates chemotherapy-induced neutrophil nadir and neutropenia duration. The more intensive Doc dose, 150 mgm-2, is optimally supported by the slightly less cost-effective G-CSF 300 g, Q1D × 4, 5 days post-Doc. The latter regimen is optimal for borderline patients (2000 neutrophils per l) under Doc, 100-150 mgm-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.
KW - Doc
KW - granulocyte colony-stimulating factor
KW - mathematical modelling
KW - mechanistic PK/PD
KW - neutropenia
KW - optimisation
UR - http://www.scopus.com/inward/record.url?scp=84865428792&partnerID=8YFLogxK
U2 - 10.1038/bjc.2012.316
DO - 10.1038/bjc.2012.316
M3 - Article
C2 - 22814580
AN - SCOPUS:84865428792
SN - 0007-0920
VL - 107
SP - 814
EP - 822
JO - British Journal of Cancer
JF - British Journal of Cancer
IS - 5
ER -