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We implemented this pipeline in Python (vers. 2.5) with the BioPython (vers. 1.48) module and using the BioSQL (vers. 1.0.1) database schema.
Secondly, we looked at whether there were any significantly overrepresented sequence motifs, using MEME [ 7], in the CIS regions of the genes within each module and using all suggested default settings unless stated otherwise.
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CIAO python modules and code import this module and use it to set the __version__ variable.
The WGCNA further performs a principle component analysis (Pearson 1901; Hotelling 1933; Zhang and Horvath 2005) on the expression matrix of each gene module and uses the first principle component (designated as "Eigen gene") as the representative of the gene module.
The goal of this work is to develop an unsupervised pattern generation module and use these patterns to extract gene expression relationships from literature for gene regulatory network construction.
When genes are involved in a highly conserved module and used in various contexts, we might expect that changes to specific genes in the module via duplication and divergence would be mirrored in changes to the other components.
Ganging modules together and using an electric clutch to shut down one module when its power isn't needed yields a 45percentt gain in efficiency over conventional engines.
The 3FPT module is a newly developed photovoltaic module structure, which overcomes the drawbacks of the conventially existing modules and uses commercially available materials in Egypt.
We generated random bipartite networks with prescribed modules and used normalized mutual information (NMI) [16] to evaluate the consistency between the prescribed modules and the modules identified by the search method.
The workflow manager has been implemented using the jBPM workflow engine API for controlling the execution of various modules and uses the Apache ActiveMQ server for asynchronous message passing between the modules and workflow engine.
Consequently, we found 8 different gene co-expression modules, and used them in our downstream analysis.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com