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Holistic View on the Structure of Immune Response: Petri Net Model

The simulation of immune response is a challenging task because quantitative data are scarce. Quantitative theoretical models either focus on specific cell–cell interactions or have to make assumptions about parameters. The broad variation of, e.g., the dimensions and abundance between lymph nodes a...

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Autores principales: Scharf, Sonja, Ackermann, Jörg, Bender, Leonie, Wurzel, Patrick, Schäfer, Hendrik, Hansmann, Martin-Leo, Koch, Ina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9953182/
https://www.ncbi.nlm.nih.gov/pubmed/36830988
http://dx.doi.org/10.3390/biomedicines11020452
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author Scharf, Sonja
Ackermann, Jörg
Bender, Leonie
Wurzel, Patrick
Schäfer, Hendrik
Hansmann, Martin-Leo
Koch, Ina
author_facet Scharf, Sonja
Ackermann, Jörg
Bender, Leonie
Wurzel, Patrick
Schäfer, Hendrik
Hansmann, Martin-Leo
Koch, Ina
author_sort Scharf, Sonja
collection PubMed
description The simulation of immune response is a challenging task because quantitative data are scarce. Quantitative theoretical models either focus on specific cell–cell interactions or have to make assumptions about parameters. The broad variation of, e.g., the dimensions and abundance between lymph nodes as well as between individual patients hampers conclusive quantitative modeling. No theoretical model has been established representing a consensus on the set of major cellular processes involved in the immune response. In this paper, we apply the Petri net formalism to construct a semi-quantitative mathematical model of the lymph nodes. The model covers the major cellular processes of immune response and fulfills the formal requirements of Petri net models. The intention is to develop a model taking into account the viewpoints of experienced pathologists and computer scientists in the field of systems biology. In order to verify formal requirements, we discuss invariant properties and apply the asynchronous firing rule of a place/transition net. Twenty-five transition invariants cover the model, and each is assigned to a functional mode of the immune response. In simulations, the Petri net model describes the dynamic modes of the immune response, its adaption to antigens, and its loss of memory.
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spelling pubmed-99531822023-02-25 Holistic View on the Structure of Immune Response: Petri Net Model Scharf, Sonja Ackermann, Jörg Bender, Leonie Wurzel, Patrick Schäfer, Hendrik Hansmann, Martin-Leo Koch, Ina Biomedicines Article The simulation of immune response is a challenging task because quantitative data are scarce. Quantitative theoretical models either focus on specific cell–cell interactions or have to make assumptions about parameters. The broad variation of, e.g., the dimensions and abundance between lymph nodes as well as between individual patients hampers conclusive quantitative modeling. No theoretical model has been established representing a consensus on the set of major cellular processes involved in the immune response. In this paper, we apply the Petri net formalism to construct a semi-quantitative mathematical model of the lymph nodes. The model covers the major cellular processes of immune response and fulfills the formal requirements of Petri net models. The intention is to develop a model taking into account the viewpoints of experienced pathologists and computer scientists in the field of systems biology. In order to verify formal requirements, we discuss invariant properties and apply the asynchronous firing rule of a place/transition net. Twenty-five transition invariants cover the model, and each is assigned to a functional mode of the immune response. In simulations, the Petri net model describes the dynamic modes of the immune response, its adaption to antigens, and its loss of memory. MDPI 2023-02-04 /pmc/articles/PMC9953182/ /pubmed/36830988 http://dx.doi.org/10.3390/biomedicines11020452 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Scharf, Sonja
Ackermann, Jörg
Bender, Leonie
Wurzel, Patrick
Schäfer, Hendrik
Hansmann, Martin-Leo
Koch, Ina
Holistic View on the Structure of Immune Response: Petri Net Model
title Holistic View on the Structure of Immune Response: Petri Net Model
title_full Holistic View on the Structure of Immune Response: Petri Net Model
title_fullStr Holistic View on the Structure of Immune Response: Petri Net Model
title_full_unstemmed Holistic View on the Structure of Immune Response: Petri Net Model
title_short Holistic View on the Structure of Immune Response: Petri Net Model
title_sort holistic view on the structure of immune response: petri net model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9953182/
https://www.ncbi.nlm.nih.gov/pubmed/36830988
http://dx.doi.org/10.3390/biomedicines11020452
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