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Formal reasoning about systems biology using theorem proving

System biology provides the basis to understand the behavioral properties of complex biological organisms at different levels of abstraction. Traditionally, analysing systems biology based models of various diseases have been carried out by paper-and-pencil based proofs and simulations. However, the...

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Detalles Bibliográficos
Autores principales: Rashid, Adnan, Hasan, Osman, Siddique, Umair, Tahar, Sofiène
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495343/
https://www.ncbi.nlm.nih.gov/pubmed/28671950
http://dx.doi.org/10.1371/journal.pone.0180179
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author Rashid, Adnan
Hasan, Osman
Siddique, Umair
Tahar, Sofiène
author_facet Rashid, Adnan
Hasan, Osman
Siddique, Umair
Tahar, Sofiène
author_sort Rashid, Adnan
collection PubMed
description System biology provides the basis to understand the behavioral properties of complex biological organisms at different levels of abstraction. Traditionally, analysing systems biology based models of various diseases have been carried out by paper-and-pencil based proofs and simulations. However, these methods cannot provide an accurate analysis, which is a serious drawback for the safety-critical domain of human medicine. In order to overcome these limitations, we propose a framework to formally analyze biological networks and pathways. In particular, we formalize the notion of reaction kinetics in higher-order logic and formally verify some of the commonly used reaction based models of biological networks using the HOL Light theorem prover. Furthermore, we have ported our earlier formalization of Zsyntax, i.e., a deductive language for reasoning about biological networks and pathways, from HOL4 to the HOL Light theorem prover to make it compatible with the above-mentioned formalization of reaction kinetics. To illustrate the usefulness of the proposed framework, we present the formal analysis of three case studies, i.e., the pathway leading to TP53 Phosphorylation, the pathway leading to the death of cancer stem cells and the tumor growth based on cancer stem cells, which is used for the prognosis and future drug designs to treat cancer patients.
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spelling pubmed-54953432017-07-18 Formal reasoning about systems biology using theorem proving Rashid, Adnan Hasan, Osman Siddique, Umair Tahar, Sofiène PLoS One Research Article System biology provides the basis to understand the behavioral properties of complex biological organisms at different levels of abstraction. Traditionally, analysing systems biology based models of various diseases have been carried out by paper-and-pencil based proofs and simulations. However, these methods cannot provide an accurate analysis, which is a serious drawback for the safety-critical domain of human medicine. In order to overcome these limitations, we propose a framework to formally analyze biological networks and pathways. In particular, we formalize the notion of reaction kinetics in higher-order logic and formally verify some of the commonly used reaction based models of biological networks using the HOL Light theorem prover. Furthermore, we have ported our earlier formalization of Zsyntax, i.e., a deductive language for reasoning about biological networks and pathways, from HOL4 to the HOL Light theorem prover to make it compatible with the above-mentioned formalization of reaction kinetics. To illustrate the usefulness of the proposed framework, we present the formal analysis of three case studies, i.e., the pathway leading to TP53 Phosphorylation, the pathway leading to the death of cancer stem cells and the tumor growth based on cancer stem cells, which is used for the prognosis and future drug designs to treat cancer patients. Public Library of Science 2017-07-03 /pmc/articles/PMC5495343/ /pubmed/28671950 http://dx.doi.org/10.1371/journal.pone.0180179 Text en © 2017 Rashid 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Rashid, Adnan
Hasan, Osman
Siddique, Umair
Tahar, Sofiène
Formal reasoning about systems biology using theorem proving
title Formal reasoning about systems biology using theorem proving
title_full Formal reasoning about systems biology using theorem proving
title_fullStr Formal reasoning about systems biology using theorem proving
title_full_unstemmed Formal reasoning about systems biology using theorem proving
title_short Formal reasoning about systems biology using theorem proving
title_sort formal reasoning about systems biology using theorem proving
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495343/
https://www.ncbi.nlm.nih.gov/pubmed/28671950
http://dx.doi.org/10.1371/journal.pone.0180179
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