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MUFINS: multi-formalism interaction network simulator
Systems Biology has established numerous approaches for mechanistic modeling of molecular networks in the cell and a legacy of models. The current frontier is the integration of models expressed in different formalisms to address the multi-scale biological system organization challenge. We present M...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516860/ https://www.ncbi.nlm.nih.gov/pubmed/28725480 http://dx.doi.org/10.1038/npjsba.2016.32 |
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author | Wu, Huihai von Kamp, Axel Leoncikas, Vytautas Mori, Wataru Sahin, Nilgun Gevorgyan, Albert Linley, Catherine Grabowski, Marek Mannan, Ahmad A Stoy, Nicholas Stewart, Graham R Ward, Lara T Lewis, David J M Sroka, Jacek Matsuno, Hiroshi Klamt, Steffen Westerhoff, Hans V McFadden, Johnjoe Plant, Nicholas J Kierzek, Andrzej M |
author_facet | Wu, Huihai von Kamp, Axel Leoncikas, Vytautas Mori, Wataru Sahin, Nilgun Gevorgyan, Albert Linley, Catherine Grabowski, Marek Mannan, Ahmad A Stoy, Nicholas Stewart, Graham R Ward, Lara T Lewis, David J M Sroka, Jacek Matsuno, Hiroshi Klamt, Steffen Westerhoff, Hans V McFadden, Johnjoe Plant, Nicholas J Kierzek, Andrzej M |
author_sort | Wu, Huihai |
collection | PubMed |
description | Systems Biology has established numerous approaches for mechanistic modeling of molecular networks in the cell and a legacy of models. The current frontier is the integration of models expressed in different formalisms to address the multi-scale biological system organization challenge. We present MUFINS (MUlti-Formalism Interaction Network Simulator) software, implementing a unique set of approaches for multi-formalism simulation of interaction networks. We extend the constraint-based modeling (CBM) framework by incorporation of linear inhibition constraints, enabling for the first time linear modeling of networks simultaneously describing gene regulation, signaling and whole-cell metabolism at steady state. We present a use case where a logical hypergraph model of a regulatory network is expressed by linear constraints and integrated with a Genome-Scale Metabolic Network (GSMN) of mouse macrophage. We experimentally validate predictions, demonstrating application of our software in an iterative cycle of hypothesis generation, validation and model refinement. MUFINS incorporates an extended version of our Quasi-Steady State Petri Net approach to integrate dynamic models with CBM, which we demonstrate through a dynamic model of cortisol signaling integrated with the human Recon2 GSMN and a model of nutrient dynamics in physiological compartments. Finally, we implement a number of methods for deriving metabolic states from ~omics data, including our new variant of the iMAT congruency approach. We compare our approach with iMAT through the analysis of 262 individual tumor transcriptomes, recovering features of metabolic reprogramming in cancer. The software provides graphics user interface with network visualization, which facilitates use by researchers who are not experienced in coding and mathematical modeling environments. |
format | Online Article Text |
id | pubmed-5516860 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-55168602017-07-19 MUFINS: multi-formalism interaction network simulator Wu, Huihai von Kamp, Axel Leoncikas, Vytautas Mori, Wataru Sahin, Nilgun Gevorgyan, Albert Linley, Catherine Grabowski, Marek Mannan, Ahmad A Stoy, Nicholas Stewart, Graham R Ward, Lara T Lewis, David J M Sroka, Jacek Matsuno, Hiroshi Klamt, Steffen Westerhoff, Hans V McFadden, Johnjoe Plant, Nicholas J Kierzek, Andrzej M NPJ Syst Biol Appl Technology Feature Systems Biology has established numerous approaches for mechanistic modeling of molecular networks in the cell and a legacy of models. The current frontier is the integration of models expressed in different formalisms to address the multi-scale biological system organization challenge. We present MUFINS (MUlti-Formalism Interaction Network Simulator) software, implementing a unique set of approaches for multi-formalism simulation of interaction networks. We extend the constraint-based modeling (CBM) framework by incorporation of linear inhibition constraints, enabling for the first time linear modeling of networks simultaneously describing gene regulation, signaling and whole-cell metabolism at steady state. We present a use case where a logical hypergraph model of a regulatory network is expressed by linear constraints and integrated with a Genome-Scale Metabolic Network (GSMN) of mouse macrophage. We experimentally validate predictions, demonstrating application of our software in an iterative cycle of hypothesis generation, validation and model refinement. MUFINS incorporates an extended version of our Quasi-Steady State Petri Net approach to integrate dynamic models with CBM, which we demonstrate through a dynamic model of cortisol signaling integrated with the human Recon2 GSMN and a model of nutrient dynamics in physiological compartments. Finally, we implement a number of methods for deriving metabolic states from ~omics data, including our new variant of the iMAT congruency approach. We compare our approach with iMAT through the analysis of 262 individual tumor transcriptomes, recovering features of metabolic reprogramming in cancer. The software provides graphics user interface with network visualization, which facilitates use by researchers who are not experienced in coding and mathematical modeling environments. Nature Publishing Group 2016-11-17 /pmc/articles/PMC5516860/ /pubmed/28725480 http://dx.doi.org/10.1038/npjsba.2016.32 Text en Copyright © 2016 The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Technology Feature Wu, Huihai von Kamp, Axel Leoncikas, Vytautas Mori, Wataru Sahin, Nilgun Gevorgyan, Albert Linley, Catherine Grabowski, Marek Mannan, Ahmad A Stoy, Nicholas Stewart, Graham R Ward, Lara T Lewis, David J M Sroka, Jacek Matsuno, Hiroshi Klamt, Steffen Westerhoff, Hans V McFadden, Johnjoe Plant, Nicholas J Kierzek, Andrzej M MUFINS: multi-formalism interaction network simulator |
title | MUFINS: multi-formalism interaction network simulator |
title_full | MUFINS: multi-formalism interaction network simulator |
title_fullStr | MUFINS: multi-formalism interaction network simulator |
title_full_unstemmed | MUFINS: multi-formalism interaction network simulator |
title_short | MUFINS: multi-formalism interaction network simulator |
title_sort | mufins: multi-formalism interaction network simulator |
topic | Technology Feature |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516860/ https://www.ncbi.nlm.nih.gov/pubmed/28725480 http://dx.doi.org/10.1038/npjsba.2016.32 |
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