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To find potentially regulated paths between different pathways, we designed a method based on non-redundant shortest paths in a weighted graph.
In this study, we present a novel algorithm for detecting differentially regulated paths in a given biological network with known topology based on GSEA.
Studying the protein interactions and functional associations that form differentially regulated paths between pathways may provide insights in the mechanisms of interacting pathways and reveal potential key regulators of pathway cross-talk that play a role in the dataset.
The method exploits GSEA first to determine differentially regulated paths of a particular length and uses the resulting paths for the construction of a consensus network, which is subsequently tested for overrepresentation of gene sets.
To identify network signatures that define transcriptionally regulated paths linking anti-diabetic intervention targets with changes in type 2 diabetes mellitus (T2DM) disease parameters, we applied network analysis on the ADT study [ 22] which includes both extensive phenotyping of systemic disease parameters as well as hepatic transcriptome measurements.
In this study, we investigate interactions between pathways by finding regulated paths between pathways for a given transcriptomics dataset.
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Researchers have made similar smart-market proposals to determine airport landing assignments and regulate path-finding for autonomous cars.
An additional consequence of TNF α detrimental effects is a possible dysregulation of mitochondrial metabolic pathways occurring in inflammatory muscle diseases [ 106, 107]: abnormalities in energy regulating paths and deficiencies in glycolytic enzymes have been often observed in IM fibers with more pronounced damages [ 108, 109].
But they will also be subjected to new legislation regulating their paths, and maybe even their ownerships.
In order to find the up-regulated paths, we assigned case-control ratios.
As interneurons follow distinct and developmentally regulated tangential migratory paths, the number of labeled cells within each cortical layer was further assessed for any changes in specific migratory routes.
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CEO of Professional Science Editing for Scientists @ prosciediting.com