| Literature DB >> 24953199 |
Siobhan S Mc Mahon1, Aaron Sim1, Sarah Filippi1, Robert Johnson1, Juliane Liepe1, Dominic Smith1, Michael P H Stumpf2.
Abstract
Sensing and responding to the environment are two essential functions that all biological organisms need to master for survival and successful reproduction. Developmental processes are marshalled by a diverse set of signalling and control systems, ranging from systems with simple chemical inputs and outputs to complex molecular and cellular networks with non-linear dynamics. Information theory provides a powerful and convenient framework in which such systems can be studied; but it also provides the means to reconstruct the structure and dynamics of molecular interaction networks underlying physiological and developmental processes. Here we supply a brief description of its basic concepts and introduce some useful tools for systems and developmental biologists. Along with a brief but thorough theoretical primer, we demonstrate the wide applicability and biological application-specific nuances by way of different illustrative vignettes. In particular, we focus on the characterisation of biological information processing efficiency, examining cell-fate decision making processes, gene regulatory network reconstruction, and efficient signal transduction experimental design.Entities:
Keywords: Experimental design; Mutual information; Network inference; Noise; Signal processing
Mesh:
Year: 2014 PMID: 24953199 DOI: 10.1016/j.semcdb.2014.06.011
Source DB: PubMed Journal: Semin Cell Dev Biol ISSN: 1084-9521 Impact factor: 7.727