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A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration
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 chemo...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3675041/ https://www.ncbi.nlm.nih.gov/pubmed/23755260 http://dx.doi.org/10.1371/journal.pone.0065630 |
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author | Schirm, Sibylle Engel, Christoph Loeffler, Markus Scholz, Markus |
author_facet | Schirm, Sibylle Engel, Christoph Loeffler, Markus Scholz, Markus |
author_sort | Schirm, Sibylle |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-3675041 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36750412013-06-10 A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration Schirm, Sibylle Engel, Christoph Loeffler, Markus Scholz, Markus PLoS One Research Article 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. Public Library of Science 2013-06-06 /pmc/articles/PMC3675041/ /pubmed/23755260 http://dx.doi.org/10.1371/journal.pone.0065630 Text en © 2013 Schirm et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Schirm, Sibylle Engel, Christoph Loeffler, Markus Scholz, Markus A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title | A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title_full | A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title_fullStr | A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title_full_unstemmed | A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title_short | A Biomathematical Model of Human Erythropoiesis under Erythropoietin and Chemotherapy Administration |
title_sort | biomathematical model of human erythropoiesis under erythropoietin and chemotherapy administration |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3675041/ https://www.ncbi.nlm.nih.gov/pubmed/23755260 http://dx.doi.org/10.1371/journal.pone.0065630 |
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