291
How Do I Perform Network Analysis and Modeling of Regulatory Networks?
Best done by (a) network reconstruction, (b) network analysis, and (c) temporal analysis
of a network (biological system).
(a) A network reconstruction can be performed using a transcriptome-interactome map
ping. For this, significantly expressed genes from an experimental dataset (own exper
iments or e.g. microarrays from the GEO database; please always check here what
exactly was investigated and how the experiment was performed [which cell and array
type etc.]) are mapped to the interactome (e.g. PPI from STRING database). This can
be done using, for example, a mySQL database, which is free database creation soft
ware. To do this, simply upload the microarray dataset and the interactome as a table
and reconstruct the network using the command Select * From ‘TableMA’, ‘TableI’
Where (‘TableMA’.id = ‘TableI’.A OR ‘TableMA’.id = ‘TableI’.C) (MA = microar
ray; I = interactome; OR, since protein ID can occur in column A or C). Then save the
result as .sif (simple interaction file) to be able to read it into Cytoscape later. For step
a), it is best to refer to our two papers (https://www.ncbi.nlm.nih.gov/pubmed/24558299;
https://www.ncbi.nlm.nih.gov/pubmed/28265997), which provide a methodological
overview and a tutorial.
(b) To visualize and functionally analyze the created network, you can use CellDesigner
and Cytoscape. CellDesigner is a classical software for the creation of gene regulatory
and biochemical networks, but also includes numerous tools and packages, e.g. for
dynamic simulations and analyses. Cytoscape also allows the visualisation of a net
work, but also data integration (e.g. microarray) and also has numerous plugins for
19.4 Cellular Communication, Signalling Cascades, Metabolism, Shannon Entropy