ArticlePloS one2013
A biomathematical model of human erythropoiesis under erythropoietin and chemotherapy administration.
Article in PloS one, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- A Systems Biology Approach Towards a Comprehensive Understanding of Ferroptosis.International journal of molecular sciences · 2024Article
- Multistage hematopoietic stem cell regulation in the mouse: A combined biological and mathematical approach.iScience · 2021Article
- Systems Modeling to Quantify Safety Risks in Early Drug Development: Using Bifurcation Analysis and Agent-Based Modeling as Examples.The AAPS journal · 2021Review
- Article
- Integration of mathematical model predictions into routine workflows to support clinical decision making in haematology.BMC medical informatics and decision making · 2020Article
- Calibration, Selection and Identifiability Analysis of a Mathematical Model of the in vitro Erythropoiesis in Normal and Perturbed Contexts.In silico biology · 2019Article
- Analysis of erythrocyte dynamics in Rhesus macaque monkeys during infection with Plasmodium cynomolgi.Malaria journal · 2018Article
- Whole-body iron transport and metabolism: Mechanistic, multi-scale model to improve treatment of anemia in chronic kidney disease.PLoS computational biology · 2018Article
- Model-based optimization of G-CSF treatment during cytotoxic chemotherapy.Journal of cancer research and clinical oncology · 2018Article
- A model of Plasmodium vivax concealment based on Plasmodium cynomolgi infections in Macaca mulatta.Malaria journal · 2017Article
- Quantifying the removal of red blood cells in Macaca mulatta during a Plasmodium coatneyi infection.Malaria journal · 2016Article
- A Biomathematical Model of Pneumococcal Lung Infection and Antibiotic Treatment in Mice.PloS one · 2016Article
- Comparison of mathematical frameworks for modeling erythropoiesis in the context of malaria infection.Mathematical biosciences · 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
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Authors and funding
4 authors.
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Abstract
Anaemia is a common haematologic side effect of dose-dense multi-cycle cytotoxic polychemotherapy requiring erythrocyte transfusions or erythropoietin (EPO) administration. To simulate the effectiveness of different EPO application schedules, we performed both modelling of erythropoiesis under chemotherapy and pharmacokinetic and dynamic modelling of EPO applications in the framework of a single comprehensive biomathematical model. For this purpose, a cell kinetic model of bone marrow erythropoiesis was developed that is based on a set of differential compartment equations describing proliferation and maturation of erythropoietic cell stages. The system is regulated by several feedback loops comprising those mediated by EPO. We added a model of EPO absorption after injection at different sites and a pharmacokinetic model of EPO derivatives to account for the effects of external EPO applications. Chemotherapy is modelled by a transient depletion of bone marrow cell stages. Unknown model parameters were determined by fitting the predictions of the model to data sets of circulating erythrocytes, haemoglobin, haematocrit, percentage of reticulocytes or EPO serum concentrations derived from the literature or cooperating clinical study groups. Parameter fittings resulted in a good agreement of model and data. Depending on site of injection and derivative (Alfa, Beta, Delta, Darbepoetin), nine groups of EPO applications were distinguished differing in either absorption kinetics or pharmacokinetics. Finally, eight different chemotherapy protocols were modelled. The model was validated on the basis of scenarios not used for parameter fitting. Simulations were performed to analyze the impact of EPO applications on the risk of anaemia during chemotherapy. We conclude that we established a model of erythropoiesis under chemotherapy that explains a large set of time series data under EPO and chemotherapy applications. It allows predictions regarding yet untested EPO schedules. Prospective clinical studies are needed to validate model predictions and to explore the feasibility and effectiveness of the proposed schedules.
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