MircoRNA Regulating Networks Analyzing Structural Changes in Time Series Data
Date of Award
2011
Document Type
Thesis
Degree Name
Bachelors
Department
Natural Sciences
First Advisor
Hart, Chris
Keywords
Betweeness Centrality, Graphs, MircoRNA, Regulatory Networks, Bioinformatics
Area of Concentration
Natural Sciences
Abstract
MicroRNAs (miRNAs) are ~22 nucleotide, non-coding, single-stranded RNA molecules. MicroRNAs are post-transcriptional regulators of messenger RNAs (mRNAs) that control translation through either translational repression or directing mRNA degradation. The expression patterns of microRNAs are of interest to biologists as these regulatory molecules have been found to be significant in a wide range of biological processes, including development, cell differentiation, and disease processes. One computational approach to examining this regulatory network is through the use of a directed graph model of microRNA to mRNA targeting. In this approach, a graph is constructed such that it is both directed and bipartite, limiting the application of many algorithms developed to analyze complex real world networks. We propose a new representation of microRNA regulatory networks, which allows for the expression of cooperative microRNA regulation of mRNAs by mapping mRNA nodes to edges. This creates an undirected graph with cycles and allows for easier detection of �hubs,� which has been shown to be useful in understanding functional aspects of various other biomolecular interaction networks. In this thesis we explore this new representation of the miRNA regulatory network by applying betweenness centrality to determine the relative significance of each miRNA in each network from a time course experiment. We compare the changes in betweenness centrality with the miRNAexpression data gathered from a H1N1 infection time course.
Recommended Citation
Roberts, Raymond, "MircoRNA Regulating Networks Analyzing Structural Changes in Time Series Data" (2011). Theses & ETDs. 4450.
https://digitalcommons.ncf.edu/theses_etds/4450
Rights
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