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Multi-scale genetic dynamic modelling I : an algorithm to compute generators
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Kirkilionis, Markus, 1962-, Janus, Ulrich and Sbano, Luca. (2011) Multi-scale genetic dynamic modelling I : an algorithm to compute generators. Theory in Biosciences, Vol.130 (No.3). pp. 165-182. ISSN 1431-7613
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Official URL: http://dx.doi.org/10.1007/s12064-011-0125-0
Abstract
We present a new approach or framework to model dynamic regulatory genetic activity. The framework is using a multi-scale analysis based upon generic assumptions on the relative time scales attached to the different transitions of molecular states defining the genetic system. At micro-level such systems are regulated by the interaction of two kinds of molecular players: macro-molecules like DNA or polymerases, and smaller molecules acting as transcription factors. The proposed genetic model then represents the larger less abundant molecules with a finite discrete state space, for example describing different conformations of these molecules. This is in contrast to the representations of the transcription factors which are-like in classical reaction kinetics-represented by their particle number only. We illustrate the method by considering the genetic activity associated to certain configurations of interacting genes that are fundamental to modelling (synthetic) genetic clocks. A largely unknown question is how different molecular details incorporated via this more realistic modelling approach lead to different macroscopic regulatory genetic models which dynamical behaviour might-in general-be different for different model choices. The theory will be applied to a real synthetic clock in a second accompanying article (Kirkilionis et al., Theory Biosci, 2011).
| Item Type: | Journal Article |
|---|---|
| Subjects: | Q Science > QA Mathematics Q Science > QR Microbiology |
| Divisions: | Faculty of Science > Mathematics |
| Library of Congress Subject Headings (LCSH): | Genetic algorithms, Genetic programming (Computer science), Multiscale modeling, Markov processes, Escherichia coli, DNA microarrays |
| Journal or Publication Title: | Theory in Biosciences |
| Publisher: | Springer |
| ISSN: | 1431-7613 |
| Date: | September 2011 |
| Volume: | Vol.130 |
| Number: | No.3 |
| Page Range: | pp. 165-182 |
| Identification Number: | 10.1007/s12064-011-0125-0 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Restricted or Subscription Access |
| Description: | Special Issue: ECCS'09 From Molecules to Living Systems |
| Funder: | European Commission (EC) |
| Grant number: | 12990 (EC) |
| URI: | http://wrap.warwick.ac.uk/id/eprint/38392 |
Data sourced from Thomson Reuters' Web of Knowledge
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