TY - GEN
T1 - Integrating network motifs into a genetic network
T2 - 2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11
AU - Harari, Oscar
AU - Del Val, Coral
AU - Zwir, Igor
PY - 2011
Y1 - 2011
N2 - Genetic and genomic approaches have been successfully employed to assign genes to distinct regulatory networks. The strength of the connections in these networks must be specified to define the kinetics of a group of genes, but the uncertainty concerning the connections between genes, the ambiguity inherent to the biological processes, and the impossibility of experimentally determining the underlying biological properties only allow a rough prediction of gene interaction. Here we describe a framework that examines promoter sequences and identifies those cis-acting features that define transcriptional network motifs. Then, we employ an iterative process, based on Ordinary Differential Equations, to learn a network architecture that appropriately integrates these motifs into a full structure. The application of this method to the two component systems PhoP/PhoQ and the PmrA/PmrB in Salmonella enterica uncovered novel mechanisms that enable the inter-connection of these networks. The predictions were experimentally verified.
AB - Genetic and genomic approaches have been successfully employed to assign genes to distinct regulatory networks. The strength of the connections in these networks must be specified to define the kinetics of a group of genes, but the uncertainty concerning the connections between genes, the ambiguity inherent to the biological processes, and the impossibility of experimentally determining the underlying biological properties only allow a rough prediction of gene interaction. Here we describe a framework that examines promoter sequences and identifies those cis-acting features that define transcriptional network motifs. Then, we employ an iterative process, based on Ordinary Differential Equations, to learn a network architecture that appropriately integrates these motifs into a full structure. The application of this method to the two component systems PhoP/PhoQ and the PmrA/PmrB in Salmonella enterica uncovered novel mechanisms that enable the inter-connection of these networks. The predictions were experimentally verified.
UR - http://www.scopus.com/inward/record.url?scp=84857615873&partnerID=8YFLogxK
U2 - 10.1109/ISDA.2011.6121851
DO - 10.1109/ISDA.2011.6121851
M3 - Conference contribution
AN - SCOPUS:84857615873
SN - 9781457716751
T3 - International Conference on Intelligent Systems Design and Applications, ISDA
SP - 1371
EP - 1376
BT - Proceedings of the 2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11
Y2 - 22 November 2011 through 24 November 2011
ER -