Novel algorithms to analyze RNA secondary structure evolution and folding kinetics

Thesis advisor: Peter Clote === RNA molecules play important roles in living organisms, such as protein translation, gene regulation, and RNA processing. It is known that RNA secondary structure is a scaffold for tertiary structure leading to extensive amount of interest in RNA secondary structure....

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Main Author: Bayegan, Amir Hossein
Format: Others
Language:English
Published: Boston College 2018
Subjects:
RNA
Online Access:http://hdl.handle.net/2345/bc-ir:108256
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spelling ndltd-BOSTON-oai-dlib.bc.edu-bc-ir_1082562019-05-10T07:38:37Z Novel algorithms to analyze RNA secondary structure evolution and folding kinetics Bayegan, Amir Hossein Thesis advisor: Peter Clote Text thesis 2018 Boston College English electronic application/pdf RNA molecules play important roles in living organisms, such as protein translation, gene regulation, and RNA processing. It is known that RNA secondary structure is a scaffold for tertiary structure leading to extensive amount of interest in RNA secondary structure. This thesis is primarily focused on the development of novel algorithms for the analysis of RNA secondary structure evolution and folding kinetics. We describe a software RNAsampleCDS to generate mRNA sequences coding user-specified peptides overlapping in up to six open reading frames. Sampled mRNAs are then analyzed with other tools to provide an estimate of their secondary structure properties. We investigate homology of RNAs with respect to both sequence and secondary structure information as well. RNAmountAlign an efficient software package for multiple global, local, and semiglobal alignment of RNAs using a weighted combination of sequence and structural similarity with statistical support is presented. Furthermore, we approach RNA folding kinetics from a novel network perspective, presenting algorithms for the shortest path and expected degree of nodes in the network of all secondary structures of an RNA. In these algorithms we consider move set MS2 , allowing addition, removal and shift of base pairs used by several widely-used RNA secondary structure folding kinetics software that implement Gillespie’s algorithm. We describe MS2distance software to compute the shortest MS2 folding trajectory between any two given RNA secondary structures. Moreover, RNAdegree software implements the first algorithm to efficiently compute the expected degree of an RNA MS2 network of secondary structures. The source code for all the software and webservers for RNAmountAlign, MS2distance, and RNAdegree are publicly available at http://bioinformatics.bc.edu/clotelab/. alignment evolution folding kinetics RNA secondary structure Copyright is held by the author, with all rights reserved, unless otherwise noted. Thesis (PhD) — Boston College, 2018. Submitted to: Boston College. Graduate School of Arts and Sciences. Discipline: Biology. http://hdl.handle.net/2345/bc-ir:108256
collection NDLTD
language English
format Others
sources NDLTD
topic alignment
evolution
folding kinetics
RNA
secondary structure
spellingShingle alignment
evolution
folding kinetics
RNA
secondary structure
Bayegan, Amir Hossein
Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
description Thesis advisor: Peter Clote === RNA molecules play important roles in living organisms, such as protein translation, gene regulation, and RNA processing. It is known that RNA secondary structure is a scaffold for tertiary structure leading to extensive amount of interest in RNA secondary structure. This thesis is primarily focused on the development of novel algorithms for the analysis of RNA secondary structure evolution and folding kinetics. We describe a software RNAsampleCDS to generate mRNA sequences coding user-specified peptides overlapping in up to six open reading frames. Sampled mRNAs are then analyzed with other tools to provide an estimate of their secondary structure properties. We investigate homology of RNAs with respect to both sequence and secondary structure information as well. RNAmountAlign an efficient software package for multiple global, local, and semiglobal alignment of RNAs using a weighted combination of sequence and structural similarity with statistical support is presented. Furthermore, we approach RNA folding kinetics from a novel network perspective, presenting algorithms for the shortest path and expected degree of nodes in the network of all secondary structures of an RNA. In these algorithms we consider move set MS2 , allowing addition, removal and shift of base pairs used by several widely-used RNA secondary structure folding kinetics software that implement Gillespie’s algorithm. We describe MS2distance software to compute the shortest MS2 folding trajectory between any two given RNA secondary structures. Moreover, RNAdegree software implements the first algorithm to efficiently compute the expected degree of an RNA MS2 network of secondary structures. The source code for all the software and webservers for RNAmountAlign, MS2distance, and RNAdegree are publicly available at http://bioinformatics.bc.edu/clotelab/. === Thesis (PhD) — Boston College, 2018. === Submitted to: Boston College. Graduate School of Arts and Sciences. === Discipline: Biology.
author Bayegan, Amir Hossein
author_facet Bayegan, Amir Hossein
author_sort Bayegan, Amir Hossein
title Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
title_short Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
title_full Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
title_fullStr Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
title_full_unstemmed Novel algorithms to analyze RNA secondary structure evolution and folding kinetics
title_sort novel algorithms to analyze rna secondary structure evolution and folding kinetics
publisher Boston College
publishDate 2018
url http://hdl.handle.net/2345/bc-ir:108256
work_keys_str_mv AT bayeganamirhossein novelalgorithmstoanalyzernasecondarystructureevolutionandfoldingkinetics
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