ArticleTheoretical biology & medical modelling2012
Pharmacokinetic and -dynamic modelling of G-CSF derivatives in humans.
Article in Theoretical biology & medical modelling, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 35 citations in OpenAlex.
- Individual hematotoxicity prediction of further chemotherapy cycles by dynamic mathematical models in patients with gastrointestinal tumors.Journal of cancer research and clinical oncology · 2023Article
- Constant infusion case of one compartment pharmacokinetic model with simultaneous first-order and Michaelis-Menten elimination: analytical solution and drug exposure formula.Journal of pharmacokinetics and pharmacodynamics · 2021Article
- Continuous Intravenous Administration of Granulocyte-Colony-Stimulating Factors-A Breakthrough in the Treatment of Cancer Patients with Febrile Neutropenia.Medicina (Kaunas, Lithuania) · 2021Article
- Modeling individual time courses of thrombopoiesis during multi-cyclic chemotherapy.PLoS computational biology · 2019Article
- Mathematical analysis and drug exposure evaluation of pharmacokinetic models with endogenous production and simultaneous first-order and Michaelis-Menten elimination: the case of single dose.Journal of pharmacokinetics and pharmacodynamics · 2018Article
- Model-based optimization of G-CSF treatment during cytotoxic chemotherapy.Journal of cancer research and clinical oncology · 2018Article
- Steady-state volume of distribution of two-compartment models with simultaneous linear and saturated elimination.Journal of pharmacokinetics and pharmacodynamics · 2016Article
- Expression and function of hematopoiesis-stimulating factor receptors on the GPIExperimental and therapeutic medicine · 2016Article
- A Biomathematical Model of Pneumococcal Lung Infection and Antibiotic Treatment in Mice.PloS one · 2016Article
- Closed form solutions and dominant elimination pathways of simultaneous first-order and Michaelis-Menten kinetics.Journal of pharmacokinetics and pharmacodynamics · 2015Article
- Model-based approach to early predict prolonged high grade neutropenia in carboplatin-treated patients and guide G-CSF prophylactic treatment.Pharmaceutical research · 2015Article
- Modelling chemotherapy effects on granulopoiesis.BMC systems biology · 2014Article
- Ycasd - a tool for capturing and scaling data from graphical representations.BMC bioinformatics · 2014Article
- A combined model of human erythropoiesis and granulopoiesis under growth factor and chemotherapy treatment.Theoretical biology & medical modelling · 2014Article
- Merging concepts - coupling an agent-based model of hematopoietic stem cells with an ODE model of granulopoiesis.BMC systems biology · 2013Article
- Model-based approach to describe G-CSF effects in carboplatin-treated cancer patients.Pharmaceutical research · 2013Article
- Modelling c-Abl Signalling in Activated Neutrophils: the Anti-inflammatory Effect of Seliciclib.BioDiscovery · 2013Article
- A biomathematical model of human erythropoiesis under erythropoietin and chemotherapy administration.PloS one · 2013Article
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Authors and funding
5 authors at 2 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe human granulocyte colony-stimulating factor (G-CSF) is routinely applied to support recovery of granulopoiesis during the course of cytotoxic chemotherapies. However, optimal use of the drug is largely unknown. We showed in the past that a biomathematical compartment model of human granulopoiesis can be used to make clinically relevant predictions regarding new, yet untested chemotherapy regimen. In the present paper, we aim to extend this model by a detailed pharmacokinetic and -dynamic modelling of two commonly used G-CSF derivatives Filgrastim and Pegfilgrastim.
resultsModel equations are based on our physiological understanding of the drugs which are delayed absorption of G-CSF when applied to the subcutaneous tissue, dose-dependent bioavailability, unspecific first order elimination, specific elimination in dependence on granulocyte counts and reversible protein binding. Pharmacokinetic differences between Filgrastim and Pegfilgrastim were modelled as different parameter sets. Our former cell-kinetic model of granulopoiesis was essentially preserved, except for a few additional assumptions and simplifications. We assumed a delayed action of G-CSF on the bone marrow, a delayed action of chemotherapy and differences between Filgrastim and Pegfilgrastim with respect to stimulation potency of the bone marrow. Additionally, we incorporated a model of combined action of Pegfilgrastim and Filgrastim or endogenous G-CSF which interact via concurrent receptor binding. Unknown pharmacokinetic or cell-kinetic parameters were determined by fitting the predictions of the model to available datasets of G-CSF applications, chemotherapy applications or combinations of it. Data were either extracted from the literature or were received from cooperating clinical study groups. Model predictions fitted well to both, datasets used for parameter estimation and validation scenarios as well. A unique set of parameters was identified which is valid for all scenarios considered. Differences in pharmacokinetic parameter estimates between Filgrastim and Pegfilgrastim were biologically plausible throughout.
conclusionWe conclude that we established a comprehensive biomathematical model to explain the dynamics of granulopoiesis under chemotherapy and applications of two different G-CSF derivatives. We aim to apply the model to a large variety of chemotherapy regimen in the future in order to optimize corresponding G-CSF schedules or to individualize G-CSF treatment according to the granulotoxic risk of a patient.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.