@article{CastelliniPaltrinieriManca2015, author = {Castellini, Alberto and Paltrinieri, Daniele and Manca, Vincenzo}, title = {MP-GeneticSynth: inferring biological network regulations from time series}, series = {Bioinformatics}, volume = {31}, journal = {Bioinformatics}, number = {5}, publisher = {Oxford Univ. Press}, address = {Oxford}, issn = {1367-4803}, doi = {10.1093/bioinformatics/btu694}, pages = {785 -- 787}, year = {2015}, abstract = {MP-GeneticSynth is a Java tool for discovering the logic and regulation mechanisms responsible for observed biological dynamics in terms of finite difference recurrent equations. The software makes use of: (i) metabolic P systems as a modeling framework, (ii) an evolutionary approach to discover flux regulation functions as linear combinations of given primitive functions, (iii) a suitable reformulation of the least squares method to estimate function parameters considering simultaneously all the reactions involved in complex dynamics. The tool is available as a plugin for the virtual laboratory MetaPlab. It has graphical and interactive interfaces for data preparation, a priori knowledge integration, and flux regulator analysis.}, language = {en} }