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BioModelKit : Spatial Modelling of Complex Multiscale Molecular Biosystems Based on Modular Models

Wybrane pełne teksty z tego czasopisma
Identyfikatory
Języki publikacji
EN
Abstrakty
EN
Systems and synthetic biology require multiscale biomodel engineering approaches to integrate diverse spatial and temporal scales which will help to better understand and describe the various interactions in biological systems. Our BioModelKit framework for modular biomodel engineering allows composing multiscale models from a set of modules, each describing an individual biomolecular component in the form of a Petri net. In this framework, we now propose a feature for spatial modelling of molecular biosystems. The spatial model represents the coordinates and movement of individual biomolecular components on a defined grid. Here, the distance between components constrains their ability to interact with each other. We use coloured Petri nets to scale the spatial model, such that each molecular component can exist in an arbitrary number of instances. The grid can encode various regular and irregular structures according to the cellular arrangement and geometry. Furthermore, the grid can be divided into compartments to represent the compartmentalisation of the cell.
Wydawca
Rocznik
Strony
221--254
Opis fizyczny
Bibliogr. 29 poz., rys., tab.
Twórcy
  • Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Correnstrasse 3, 06466 Stadt Seeland, OT Gatersleben, Germany
autor
  • Chair of Data Structures and Software Dependability, Brandenburg University of Technology Cottbus-Senftenberg, Postbox 10 13 44, D-03013 Cottbus, Germany
Bibliografia
  • [1] Heiner M, Gilbert D. BioModel Engineering for Multiscale Systems Biology. Progress in Biophysics and Molecular Biology, 2013. 111(2-3):119-128. URL https://doi.org/10.1016/j.pbiomolbio.2012.10.001.
  • [2] Dada JO, Mendes P. Multi-scale modelling and simulation in systems biology. Integrative Biology, 2011;3(2):86-96. doi:10.1039/c0ib00075b.
  • [3] Qu Z, Garfinkel A, Weiss JN, Nivala M. Multi-scale modeling in biology: How to bridge the gaps between scales? Progress in Biophysics and Molecular Biology, 2011;107(1):21-31. URL https://doi.org/10.1016/j.pbiomolbio.2011.06.004.
  • [4] Blätke MA. BioModelKit - A Framework for Modular Biomodel-Enigneering. Phd thesis, Otto-von-Guericke University, 2017.
  • [5] Rohr C, Marwan W, Heiner M. Snoopy-a unifying Petri net framework to investigate biomolecular networks. Bioinformatics, 2010;26(7):974-975.
  • [6] Ravasz E, Somera AL, Mongru DA, Oltvai ZN, Barabási AL. Hierarchical organization of modularity in metabolic networks. science, 2002;297(5586):1551-1555. doi:10.1126/science.1073374.
  • [7] Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome research, 2003;13(11):2498-2504. doi:10.1101/gr.1239303.
  • [8] Schulz M, Klipp E, Uhlendorf J, Liebermeister W. SBMLmerge, a System for Combining Biochemical Network Models. Genome Informatics, 2006;17(1):62-71. doi:10.11234/gi1990.17.62.
  • [9] Chandran D, Bergmann FT, Sauro HM. TinkerCell: modular CAD tool for synthetic biology. Journal of Biological Engineering, 2009;3(1):19. doi:10.1186/1754-1611-3-19. URL http://dx.doi.org/10.1186/1754-1611-3-19.
  • [10] Giavitto JL, Klaudel H, Pommereau F. Integrated regulatory networks (IRNs): Spatially organized biochemical modules. Theoretical Computer Science, 2012;431:219-234. doi:http://dx.doi.org/10.1016/j.tcs.2011.12.054. URL http://www.sciencedirect.com/science/article/pii/S0304397511010206.
  • [11] Smith LP, Bergmann FT, Chandran D, Sauro HM. Antimony: a modular model definition language. Bioinformatics, 2009;25(18):2452. doi:10.1093/bioinformatics/btp401. URL +http://dx.doi.org/10.1093/bioinformatics/btp401.
  • [12] Moraru II, Schaff JC, Slepchenko BM, Blinov M, Morgan F, Lakshminarayana A, Gao F, Li Y, Loew LM. Virtual Cell modelling and simulation software environment. IET systems biology, 2008;2(5):352-362. doi:10.1049/iet-syb:20080102.
  • [13] Andrews SS, Addy NJ, Brent R, Arkin AP. Detailed simulations of cell biology with Smoldyn 2.1. PLoS Comput Biol, 2010;6(3):e1000705. URL https://doi.org/10.1371/journal.pcbi.1000705.
  • [14] Blätke MA, Dittrich A, Rohr C, Heiner M, Schaper F, Marwan W. JAK/STAT signalling-an executable model assembled from molecule-centred modules demonstrating a module-oriented database concept for systems and synthetic biology. Molecular BioSystems, 2013;9(6):1290-1307. doi:10.1039/c3mb25593j.
  • [15] Marwan W, Blätke MA. A module-based approach to biomodel engineering with Petri nets. In: Proc. Winter Simulation Conference (WSC 2012), Berlin. IEEE, 2012 pp. 3383-3394. doi:10.1109/WSC.2012.6465259.
  • [16] Blätke MA, Heiner M, Marwan W. Predicting phenotype from genotype through automatically composed Petri nets. In: Proc. 10th International Conference on Computational Methods in Systems Biology (CMSB 2012), London, volume 7605 of LNCS/LNBI. Springer, 2012 pp. 87-106. doi:10.1007/978-3-642-33636-2_7.
  • [17] Jehrke L. Modulare Modellierung und graphische Darstellung boolescher Netzwerke mit Hilfe automatisch erzeugter Petri-Netze und ihre Simulation am Beispiel eines genregulatorischen Netzwerkes. Master’s thesis, Otto-von-Guericke-University Magdeburg, 2014.
  • [18] Soldmann M. Transformation monolithischer SBML-Modelle biomolekularer Netzwerke in Petri Netz Module. Master’s thesis, Otto-von-Guericke-University Magdeburg, 2014.
  • [19] Blätke M. BioModelKit - A Framework for Modular Biomodel-Engineering. Phd thesis, Otto-von-Guericke-University Magdeburg, 2016. Submitted.
  • [20] Heiner M, Herajy M, Liu F, Rohr C, Schwarick M. Snoopy - a unifying Petri net tool. In: Proc. PETRI NETS 2012, volume 7347 of LNCS. Springer, 2012 p. 398-407. doi:10.1007/978-3-642-31131-4_22.
  • [21] Liu F. Colored Petri Nets for Systems Biology. Phd thesis, Brandenburg University of Technology Cottbus-Senftenberg, 2012.
  • [22] Liu F, Heiner M, Yang M. Colored Petri Nets for Multiscale Systems Biology - Current Modeling and Analysis Capabilities in Snoopy. In: Proc. 7th International Conference on Systems Biology (ISB 2013). IEEE, 2013 pp. 24-30. doi:10.1109/ISB.2013.6623788.
  • [23] Liu F, Heiner M. Petri Nets for Modeling and Analyzing Biochemical Reaction Networks, chapter 9, Springer 2014 pp. 245-272. ISBN 978-3-642-41280-6.
  • [24] Gilbert D, Heiner M, Liu F, Saunders N. Colouring Space - A Coloured Framework for Spatial Modelling in Systems Biology. In: Colom J, Desel J (eds.), Proc. PETRI NETS 2013, volume 7927 of LNCS. Springer, 2013 pp. 230-249. doi:10.1007/978-3-642-38697-8_13.
  • [25] Liu F, Blätke M, Heiner M, Yang M. Modelling and simulating reaction-diffusion systems using coloured Petri nets. Computers in Biology and Medicine, 2014;53:297-308. doi:10.1016/j.compbiomed.2014.07.004.
  • [26] Gao Q, Gilbert D, Heiner M, Liu F, Maccagnola D, Tree D. Multiscale Modelling and Analysis of Planar Cell Polarity in the Drosophila Wing. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2013;10(2):337-351. doi:10.1109/TCBB.2012.101.
  • [27] Pârvu O, Gilbert D, Heiner M, Liu F, Saunders N, Shaw S. Spatial-temporal modelling and analysis of bacterial colonies with phase variable genes. ACM Transactions on Modeling and Computer Simulation (TOMACS), 2015;25(2):25p. doi:10.1145/2742546.
  • [28] Blätke MA, Rohr C. A coloured Petri net approach for spatial Biomodel Engineering based on the modular model composition framework Biomodelkit. In: Proc. 6th Int. Workshop on Biological Processes & Petri Nets (BioPPN 2015), satellite event of Petri Nets 2015, volume 1373 of CEUR Workshop Proceedings. CEUR-WS.org, 2015 pp. 37-54. URL http://ceur-ws.org/Vol-1373.
  • [29] Fick A. V. On liquid diffusion. Philosophical Magazine Series 4, 1855;10(63):30-39.
Uwagi
Opracowanie rekordu w ramach umowy 509/P-DUN/2018 ze środków MNiSW przeznaczonych na działalność upowszechniającą naukę (2018).
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