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A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks
Today, in silico studies and trial simulations already complement experimental approaches in pharmaceutical R&D and have become indispensable tools for decision making and communication with regulatory agencies. While biology is multiscale by nature, project work, and software tools usually focu...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Frontiers Research Foundation
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3070480/ https://www.ncbi.nlm.nih.gov/pubmed/21483730 http://dx.doi.org/10.3389/fphys.2011.00004 |
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author | Eissing, Thomas Kuepfer, Lars Becker, Corina Block, Michael Coboeken, Katrin Gaub, Thomas Goerlitz, Linus Jaeger, Juergen Loosen, Roland Ludewig, Bernd Meyer, Michaela Niederalt, Christoph Sevestre, Michael Siegmund, Hans-Ulrich Solodenko, Juri Thelen, Kirstin Telle, Ulrich Weiss, Wolfgang Wendl, Thomas Willmann, Stefan Lippert, Joerg |
author_facet | Eissing, Thomas Kuepfer, Lars Becker, Corina Block, Michael Coboeken, Katrin Gaub, Thomas Goerlitz, Linus Jaeger, Juergen Loosen, Roland Ludewig, Bernd Meyer, Michaela Niederalt, Christoph Sevestre, Michael Siegmund, Hans-Ulrich Solodenko, Juri Thelen, Kirstin Telle, Ulrich Weiss, Wolfgang Wendl, Thomas Willmann, Stefan Lippert, Joerg |
author_sort | Eissing, Thomas |
collection | PubMed |
description | Today, in silico studies and trial simulations already complement experimental approaches in pharmaceutical R&D and have become indispensable tools for decision making and communication with regulatory agencies. While biology is multiscale by nature, project work, and software tools usually focus on isolated aspects of drug action, such as pharmacokinetics at the organism scale or pharmacodynamic interaction on the molecular level. We present a modeling and simulation software platform consisting of PK-Sim(®) and MoBi(®) capable of building and simulating models that integrate across biological scales. A prototypical multiscale model for the progression of a pancreatic tumor and its response to pharmacotherapy is constructed and virtual patients are treated with a prodrug activated by hepatic metabolization. Tumor growth is driven by signal transduction leading to cell cycle transition and proliferation. Free tumor concentrations of the active metabolite inhibit Raf kinase in the signaling cascade and thereby cell cycle progression. In a virtual clinical study, the individual therapeutic outcome of the chemotherapeutic intervention is simulated for a large population with heterogeneous genomic background. Thereby, the platform allows efficient model building and integration of biological knowledge and prior data from all biological scales. Experimental in vitro model systems can be linked with observations in animal experiments and clinical trials. The interplay between patients, diseases, and drugs and topics with high clinical relevance such as the role of pharmacogenomics, drug–drug, or drug–metabolite interactions can be addressed using this mechanistic, insight driven multiscale modeling approach. |
format | Text |
id | pubmed-3070480 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-30704802011-04-11 A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks Eissing, Thomas Kuepfer, Lars Becker, Corina Block, Michael Coboeken, Katrin Gaub, Thomas Goerlitz, Linus Jaeger, Juergen Loosen, Roland Ludewig, Bernd Meyer, Michaela Niederalt, Christoph Sevestre, Michael Siegmund, Hans-Ulrich Solodenko, Juri Thelen, Kirstin Telle, Ulrich Weiss, Wolfgang Wendl, Thomas Willmann, Stefan Lippert, Joerg Front Physiol Physiology Today, in silico studies and trial simulations already complement experimental approaches in pharmaceutical R&D and have become indispensable tools for decision making and communication with regulatory agencies. While biology is multiscale by nature, project work, and software tools usually focus on isolated aspects of drug action, such as pharmacokinetics at the organism scale or pharmacodynamic interaction on the molecular level. We present a modeling and simulation software platform consisting of PK-Sim(®) and MoBi(®) capable of building and simulating models that integrate across biological scales. A prototypical multiscale model for the progression of a pancreatic tumor and its response to pharmacotherapy is constructed and virtual patients are treated with a prodrug activated by hepatic metabolization. Tumor growth is driven by signal transduction leading to cell cycle transition and proliferation. Free tumor concentrations of the active metabolite inhibit Raf kinase in the signaling cascade and thereby cell cycle progression. In a virtual clinical study, the individual therapeutic outcome of the chemotherapeutic intervention is simulated for a large population with heterogeneous genomic background. Thereby, the platform allows efficient model building and integration of biological knowledge and prior data from all biological scales. Experimental in vitro model systems can be linked with observations in animal experiments and clinical trials. The interplay between patients, diseases, and drugs and topics with high clinical relevance such as the role of pharmacogenomics, drug–drug, or drug–metabolite interactions can be addressed using this mechanistic, insight driven multiscale modeling approach. Frontiers Research Foundation 2011-02-24 /pmc/articles/PMC3070480/ /pubmed/21483730 http://dx.doi.org/10.3389/fphys.2011.00004 Text en Copyright © 2011 Eissing, Kuepfer, Becker, Block, Coboeken, Gaub, Goerlitz, Jaeger, Loosen, Ludewig, Meyer, Niederalt, Sevestre, Siegmund, Solodenko, Thelen, Telle, Weiss, Wendl, Willmann and Lippert. http://www.frontiersin.org/licenseagreement This is an open-access article subject to an exclusive license agreement between the authors and Frontiers Media SA, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are credited. |
spellingShingle | Physiology Eissing, Thomas Kuepfer, Lars Becker, Corina Block, Michael Coboeken, Katrin Gaub, Thomas Goerlitz, Linus Jaeger, Juergen Loosen, Roland Ludewig, Bernd Meyer, Michaela Niederalt, Christoph Sevestre, Michael Siegmund, Hans-Ulrich Solodenko, Juri Thelen, Kirstin Telle, Ulrich Weiss, Wolfgang Wendl, Thomas Willmann, Stefan Lippert, Joerg A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title | A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title_full | A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title_fullStr | A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title_full_unstemmed | A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title_short | A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks |
title_sort | computational systems biology software platform for multiscale modeling and simulation: integrating whole-body physiology, disease biology, and molecular reaction networks |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3070480/ https://www.ncbi.nlm.nih.gov/pubmed/21483730 http://dx.doi.org/10.3389/fphys.2011.00004 |
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