Literature DB >> 26343861

Neutrophil dynamics during concurrent chemotherapy and G-CSF administration: Mathematical modelling guides dose optimisation to minimise neutropenia.

Morgan Craig1, Antony R Humphries2, Fahima Nekka3, Jacques Bélair4, Jun Li5, Michael C Mackey6.   

Abstract

The choice of chemotherapy regimens is often constrained by the patient's tolerance to the side effects of chemotherapeutic agents. This dose-limiting issue is a major concern in dose regimen design, which is typically focused on maximising drug benefits. Chemotherapy-induced neutropenia is one of the most prevalent toxic effects patients experience and frequently threatens the efficient use of chemotherapy. In response, granulocyte colony-stimulating factor (G-CSF) is co-administered during chemotherapy to stimulate neutrophil production, increase neutrophil counts, and hopefully avoid neutropenia. Its clinical use is, however, largely dictated by trial and error processes. Based on up-to-date knowledge and rational considerations, we develop a physiologically realistic model to mathematically characterise the neutrophil production in the bone marrow which we then integrate with pharmacokinetic and pharmacodynamic (PKPD) models of a chemotherapeutic agent and an exogenous form of G-CSF (recombinant human G-CSF, or rhG-CSF). In this work, model parameters represent the average values for a general patient and are extracted from the literature or estimated from available data. The dose effect predicted by the model is confirmed through previously published data. Using our model, we were able to determine clinically relevant dosing regimens that advantageously reduce the number of rhG-CSF administrations compared to original studies while significantly improving the neutropenia status. More particularly, we determine that it could be beneficial to delay the first administration of rhG-CSF to day seven post-chemotherapy and reduce the number of administrations from ten to three or four for a patient undergoing 14-day periodic chemotherapy.
Copyright © 2015 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Myelopoeisis; Pharmacokinetics/pharmacodynamics; Physiological mathematical modelling

Mesh:

Substances:

Year:  2015        PMID: 26343861     DOI: 10.1016/j.jtbi.2015.08.015

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


  10 in total

1.  Closed form solutions and dominant elimination pathways of simultaneous first-order and Michaelis-Menten kinetics.

Authors:  Xiaotian Wu; Jun Li; Fahima Nekka
Journal:  J Pharmacokinet Pharmacodyn       Date:  2015-02-13       Impact factor: 2.745

2.  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.

Authors:  Xiaotian Wu; Fahima Nekka; Jun Li
Journal:  J Pharmacokinet Pharmacodyn       Date:  2018-07-09       Impact factor: 2.745

3.  Steady-state volume of distribution of two-compartment models with simultaneous linear and saturated elimination.

Authors:  Xiaotian Wu; Fahima Nekka; Jun Li
Journal:  J Pharmacokinet Pharmacodyn       Date:  2016-07-12       Impact factor: 2.745

4.  Structural identifiability for mathematical pharmacology: models of myelosuppression.

Authors:  Neil D Evans; S Y Amy Cheung; James W T Yates
Journal:  J Pharmacokinet Pharmacodyn       Date:  2018-02-02       Impact factor: 2.745

5.  Response of an oscillatory differential delay equation to a periodic stimulus.

Authors:  Daniel C De Souza; Michael C Mackey
Journal:  J Math Biol       Date:  2019-01-12       Impact factor: 2.259

6.  IL-6 -572C>G and CARD8 304T>A Genetic Polymorphisms are Associated with the Absolute Neutrophil Count in Patients with Hematological Malignancies Under Chemotherapy: An Application of Multilevel Models to a Preliminary Pharmacogenetic Study.

Authors:  Matias F Martinez; Enzo Alveal; Tomas G Soto; Eva I Bustamante; Fernanda Ávila; Shrikant I Bangdiwala; Ivonne Flores; Claudia Benavides; Ricardo Morales; Nelson M Varela; Luis A Quiñones
Journal:  Pharmgenomics Pers Med       Date:  2020-08-19

7.  Prognostic Value of Neutrophil-Related Factors in Locally Advanced Cervical Squamous Cell Carcinoma Patients Treated with Cisplatin-Based Concurrent Chemoradiotherapy.

Authors:  Yan-Yang Wang; Zhou-Lan Bai; Jian-Li He; Yan Yang; Ren Zhao; Ping Hai; Hong Zhe
Journal:  Dis Markers       Date:  2016-03-20       Impact factor: 3.434

Review 8.  Towards Quantitative Systems Pharmacology Models of Chemotherapy-Induced Neutropenia.

Authors:  M Craig
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2017-04-18

9.  Approaching Pharmacometrics as a Paleontologist Would: Recovering the Links Between Drugs and the Body Through Reconstruction.

Authors:  M Craig; M González-Sales; J Li; F Nekka
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2016-03-22

10.  Model-based optimization of G-CSF treatment during cytotoxic chemotherapy.

Authors:  Sibylle Schirm; Christoph Engel; Sibylle Loibl; Markus Loeffler; Markus Scholz
Journal:  J Cancer Res Clin Oncol       Date:  2017-11-04       Impact factor: 4.553

  10 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.