Cargando…

Secondary structural entropy in RNA switch (Riboswitch) identification

BACKGROUND: RNA regulatory elements play a significant role in gene regulation. Riboswitches, a widespread group of regulatory RNAs, are vital components of many bacterial genomes. These regulatory elements generally function by forming a ligand-induced alternative fold that controls access to ribos...

Descripción completa

Detalles Bibliográficos
Autores principales: Manzourolajdad, Amirhossein, Arnold, Jonathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448311/
https://www.ncbi.nlm.nih.gov/pubmed/25928324
http://dx.doi.org/10.1186/s12859-015-0523-2
_version_ 1782373693708566528
author Manzourolajdad, Amirhossein
Arnold, Jonathan
author_facet Manzourolajdad, Amirhossein
Arnold, Jonathan
author_sort Manzourolajdad, Amirhossein
collection PubMed
description BACKGROUND: RNA regulatory elements play a significant role in gene regulation. Riboswitches, a widespread group of regulatory RNAs, are vital components of many bacterial genomes. These regulatory elements generally function by forming a ligand-induced alternative fold that controls access to ribosome binding sites or other regulatory sites in RNA. Riboswitch-mediated mechanisms are ubiquitous across bacterial genomes. A typical class of riboswitch has its own unique structural and biological complexity, making de novo riboswitch identification a formidable task. Traditionally, riboswitches have been identified through comparative genomics based on sequence and structural homology. The limitations of structural-homology-based approaches, coupled with the assumption that there is a great diversity of undiscovered riboswitches, suggests the need for alternative methods for riboswitch identification, possibly based on features intrinsic to their structure. As of yet, no such reliable method has been proposed. RESULTS: We used structural entropy of riboswitch sequences as a measure of their secondary structural dynamics. Entropy values of a diverse set of riboswitches were compared to that of their mutants, their dinucleotide shuffles, and their reverse complement sequences under different stochastic context-free grammar folding models. Significance of our results was evaluated by comparison to other approaches, such as the base-pairing entropy and energy landscapes dynamics. Classifiers based on structural entropy optimized via sequence and structural features were devised as riboswitch identifiers and tested on Bacillus subtilis, Escherichia coli, and Synechococcus elongatus as an exploration of structural entropy based approaches. The unusually long untranslated region of the cotH in Bacillus subtilis, as well as upstream regions of certain genes, such as the sucC genes were associated with significant structural entropy values in genome-wide examinations. CONCLUSIONS: Various tests show that there is in fact a relationship between higher structural entropy and the potential for the RNA sequence to have alternative structures, within the limitations of our methodology. This relationship, though modest, is consistent across various tests. Understanding the behavior of structural entropy as a fairly new feature for RNA conformational dynamics, however, may require extensive exploratory investigation both across RNA sequences and folding models.
format Online
Article
Text
id pubmed-4448311
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-44483112015-05-30 Secondary structural entropy in RNA switch (Riboswitch) identification Manzourolajdad, Amirhossein Arnold, Jonathan BMC Bioinformatics Methodology Article BACKGROUND: RNA regulatory elements play a significant role in gene regulation. Riboswitches, a widespread group of regulatory RNAs, are vital components of many bacterial genomes. These regulatory elements generally function by forming a ligand-induced alternative fold that controls access to ribosome binding sites or other regulatory sites in RNA. Riboswitch-mediated mechanisms are ubiquitous across bacterial genomes. A typical class of riboswitch has its own unique structural and biological complexity, making de novo riboswitch identification a formidable task. Traditionally, riboswitches have been identified through comparative genomics based on sequence and structural homology. The limitations of structural-homology-based approaches, coupled with the assumption that there is a great diversity of undiscovered riboswitches, suggests the need for alternative methods for riboswitch identification, possibly based on features intrinsic to their structure. As of yet, no such reliable method has been proposed. RESULTS: We used structural entropy of riboswitch sequences as a measure of their secondary structural dynamics. Entropy values of a diverse set of riboswitches were compared to that of their mutants, their dinucleotide shuffles, and their reverse complement sequences under different stochastic context-free grammar folding models. Significance of our results was evaluated by comparison to other approaches, such as the base-pairing entropy and energy landscapes dynamics. Classifiers based on structural entropy optimized via sequence and structural features were devised as riboswitch identifiers and tested on Bacillus subtilis, Escherichia coli, and Synechococcus elongatus as an exploration of structural entropy based approaches. The unusually long untranslated region of the cotH in Bacillus subtilis, as well as upstream regions of certain genes, such as the sucC genes were associated with significant structural entropy values in genome-wide examinations. CONCLUSIONS: Various tests show that there is in fact a relationship between higher structural entropy and the potential for the RNA sequence to have alternative structures, within the limitations of our methodology. This relationship, though modest, is consistent across various tests. Understanding the behavior of structural entropy as a fairly new feature for RNA conformational dynamics, however, may require extensive exploratory investigation both across RNA sequences and folding models. BioMed Central 2015-04-28 /pmc/articles/PMC4448311/ /pubmed/25928324 http://dx.doi.org/10.1186/s12859-015-0523-2 Text en © Manzourolajdad and Arnold; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Methodology Article
Manzourolajdad, Amirhossein
Arnold, Jonathan
Secondary structural entropy in RNA switch (Riboswitch) identification
title Secondary structural entropy in RNA switch (Riboswitch) identification
title_full Secondary structural entropy in RNA switch (Riboswitch) identification
title_fullStr Secondary structural entropy in RNA switch (Riboswitch) identification
title_full_unstemmed Secondary structural entropy in RNA switch (Riboswitch) identification
title_short Secondary structural entropy in RNA switch (Riboswitch) identification
title_sort secondary structural entropy in rna switch (riboswitch) identification
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448311/
https://www.ncbi.nlm.nih.gov/pubmed/25928324
http://dx.doi.org/10.1186/s12859-015-0523-2
work_keys_str_mv AT manzourolajdadamirhossein secondarystructuralentropyinrnaswitchriboswitchidentification
AT arnoldjonathan secondarystructuralentropyinrnaswitchriboswitchidentification