Handbook of Statistical Systems Biology by Michael Stumpf, David J. Balding, Visit Amazon's Mark

By Michael Stumpf, David J. Balding, Visit Amazon's Mark Girolami Page, search results, Learn about Author Central, Mark Girolami,

Platforms Biology is now getting into a mature section within which the foremost matters are characterising uncertainty and stochastic results in mathematical types of organic structures. the realm is relocating in the direction of a whole statistical research and probabilistic reasoning over the inferences that may be made of mathematical types. This guide provides a entire consultant to the self-discipline for practitioners and educators, in supplying an entire and targeted therapy of those vital and rising matters. top specialists in structures biology and facts have come jointly to supply perception in to the foremost principles within the box, and particularly equipment of specifying and becoming types, and estimating the unknown parameters.This book:Provides a entire account of inference concepts in structures biology.Introduces classical and Bayesian statistical tools for complicated systems.Explores networks and graphical modeling in addition to quite a lot of statistical versions for dynamical systems.Discusses a variety of functions for statistical structures biology, corresponding to gene law and sign transduction.Features statistical information research on a variety of applied sciences, together with metabolic and transcriptomic technologies.Presents an in-depth presentation of opposite engineering approaches.Provides color illustrations to give an explanation for key concepts.This guide may be a key source for researchers working towards structures biology, and people requiring a entire evaluate of this significant box.

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Eng. Life Sci. 8, 467–476. Edwards JS, Faeder JR, Hlavacek WS, Jiang Y, Nemenman I and Wall ME 2007 q-bio 2007: a watershed moment in modern biology. Mol. Syst. Biol. 3, 148. Endy D and Brent R 2001 Modelling cellular behaviour. Nature 409, 391–395. Faeder JR, Blinov ML, Goldstein B and Hlavacek WS 2005 Rule-based modeling of biochemical networks. Complexity 10, 22–41. Faeder JR, Blinov ML and Hlavacek WS 2009 Rule-based modeling of biochemical systems with BioNetGen. Methods Mol. Biol. 500, 113–167.

2009). A signaling protein is typically composed of multiple functional components or sites. e. they depend on site-specific details. For example, many protein– protein interactions are regulated by phosphorylation (Pawson and Kofler 2009). It is difficult to document and/or visualize the contextual dependencies of molecular interactions in a way that is both clear and precise. Online resources, such as NetPath (Kandasamy et al. ELM (Dinkel et al. 2011) and Reactome (Matthews et al. g. a list of sites of phosphorylation), comments, and literature citations.

Mallavarapu A, Thomson M, Ullian B and Gunawardena J 2009 Programming with models: modularity and abstraction provide powerful capabilities for systems biology. J. R. Soc. Interface 6, 257–270. Two Challenges of Systems Biology 13 Mariotto AB, Robin Yabroff K, Shao Y, Feuer EJ and Brown ML 2011 Projections of the cost of cancer care in the United States: 2010–2020. J. Natl. Cancer Inst. 103, 117–128. Matthews L, Gopinath G, Gillespie M, Caudy M, Croft D, de Bono B, Garapati P, Hemish J, Hermjakob H, Jassal B, Kanapin A, Lewis S, Mahajan S, May B, Schmidt E, Vastrik I, Wu G, Birney E, Stein L and D’Eustachio P 2009 Reactome knowledge base of human biological pathways and processes.

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