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An Integrative Approach to Computational Modelling of the Gene Regulatory Network Controlling Clostridium botulinum Type A1 Toxin Production
- Source :
- PLoS Computational Biology, PLoS Computational Biology, Vol 12, Iss 11, p e1005205 (2016)
- Publication Year :
- 2016
-
Abstract
- Clostridium botulinum produces botulinum neurotoxins (BoNTs), highly potent substances responsible for botulism. Currently, mathematical models of C. botulinum growth and toxigenesis are largely aimed at risk assessment and do not include explicit genetic information beyond group level but integrate many component processes, such as signalling, membrane permeability and metabolic activity. In this paper we present a scheme for modelling neurotoxin production in C. botulinum Group I type A1, based on the integration of diverse information coming from experimental results available in the literature. Experiments show that production of BoNTs depends on the growth-phase and is under the control of positive and negative regulatory elements at the intracellular level. Toxins are released as large protein complexes and are associated with non-toxic components. Here, we systematically review and integrate those regulatory elements previously described in the literature for C. botulinum Group I type A1 into a population dynamics model, to build the very first computational model of toxin production at the molecular level. We conduct a validation of our model against several items of published experimental data for different wild type and mutant strains of C. botulinum Group I type A1. The result of this process underscores the potential of mathematical modelling at the cellular level, as a means of creating opportunities in developing new strategies that could be used to prevent botulism; and potentially contribute to improved methods for the production of toxin that is used for therapeutics.<br />Author Summary Clostridium botulinum produces botulinum neurotoxins (BoNTs), highly potent substances responsible for botulism. Currently, mathematical models of C. botulinum growth and toxigenesis are largely aimed at risk assessment and do not include explicit genetic information. In this paper we present modelling based on the integration of diverse information from experimental results available in the literature. Experiments show that production of BoNTs depends on the growth-phase and is under the control of positive and negative regulatory elements at the intracellular level. Here, we integrate these regulatory elements into a combined model of population dynamics and gene regulation to build the first computational model of toxin production at the molecular level. We conduct a validation of our model against several items of published experimental data for different wild type and mutant strains of C. botulinum Group I type A1. The result of this process underscores the potential of mathematical modelling at the cellular level, as a means of creating opportunities that could be used to prevent botulism, and potentially contribute to improved methods for the production of toxin used for therapeutics.
- Subjects :
- 0301 basic medicine
Gene regulatory network
Gene Expression
medicine.disease_cause
Toxicology
Pathology and Laboratory Medicine
Biochemistry
Nucleic Acids
Medicine and Health Sciences
Neurotoxin
Toxins
Botulism
Gene Regulatory Networks
Botulinum Toxins, Type A
lcsh:QH301-705.5
education.field_of_study
Clostridium Botulinum
Ecology
Botulinum toxin
Computational Theory and Mathematics
Modeling and Simulation
medicine.drug
Research Article
Neurotoxicology
Membrane permeability
030106 microbiology
Population
Toxic Agents
Neurotoxins
Bacterial Toxins
Predictive Toxicology
Botulinum Toxin
Computational biology
Biology
Models, Biological
03 medical and health sciences
Cellular and Molecular Neuroscience
Bacterial Proteins
Species Specificity
medicine
Genetics
Gene Regulation
Computer Simulation
education
Operons
Molecular Biology
Ecology, Evolution, Behavior and Systematics
Bacteria
business.industry
Gut Bacteria
Clostridium botulinum type A
Wild type
Organisms
Biology and Life Sciences
DNA
Gene Expression Regulation, Bacterial
medicine.disease
Biotechnology
Systems Integration
lcsh:Biology (General)
Clostridium botulinum
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PLoS Computational Biology, PLoS Computational Biology, Vol 12, Iss 11, p e1005205 (2016)
- Accession number :
- edsair.doi.dedup.....9e4ceeba0a834d5d4787993b9a9e62a1