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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Main Authors: Adnan Rashid, Osman Hasan, Umair Siddique, Sofiène Tahar
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5495343?pdf=render
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spelling doaj-2a9825c410624b4e92cb42efd93bd8792020-11-25T01:46:30ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01127e018017910.1371/journal.pone.0180179Formal reasoning about systems biology using theorem proving.Adnan RashidOsman HasanUmair SiddiqueSofiène TaharSystem 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.http://europepmc.org/articles/PMC5495343?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Adnan Rashid
Osman Hasan
Umair Siddique
Sofiène Tahar
spellingShingle Adnan Rashid
Osman Hasan
Umair Siddique
Sofiène Tahar
Formal reasoning about systems biology using theorem proving.
PLoS ONE
author_facet Adnan Rashid
Osman Hasan
Umair Siddique
Sofiène Tahar
author_sort Adnan Rashid
title Formal reasoning about systems biology using theorem proving.
title_short 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_sort formal reasoning about systems biology using theorem proving.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
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.
url http://europepmc.org/articles/PMC5495343?pdf=render
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