TY - JOUR A1 - Castellini, Alberto A1 - Paltrinieri, Daniele A1 - Manca, Vincenzo T1 - MP-GeneticSynth: inferring biological network regulations from time series JF - Bioinformatics N2 - 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. Y1 - 2015 U6 - https://doi.org/10.1093/bioinformatics/btu694 SN - 1367-4803 SN - 1460-2059 VL - 31 IS - 5 SP - 785 EP - 787 PB - Oxford Univ. Press CY - Oxford ER -