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Secondary structural entropy in RNA switch (Riboswitch) identification.
Amirhossein Manzourolajdad1,2, Jonathan Arnold3,4
1Institute of Bioinformatics, University of Georgia, Davison Life Sciences Bldg, Room B118B, 120 Green St, Athens, 30602, USA. amanzour@uga.edu.
BMC Bioinformatics
|May 1, 2015
Summary
Structural entropy can help identify novel riboswitches (RNA regulatory elements) by measuring RNA dynamics. This new method offers an alternative to traditional homology searches for discovering diverse riboswitches in bacterial genomes.
Area of Science:
- Genomics
- Molecular Biology
- Bioinformatics
Background:
- RNA regulatory elements, particularly riboswitches, are crucial for gene regulation in bacteria.
- Riboswitches control gene expression through ligand-induced conformational changes.
- Current methods for riboswitch identification rely on sequence and structural homology, limiting discovery of novel or diverse elements.
Purpose of the Study:
- To explore structural entropy as a novel feature for identifying riboswitches.
- To develop and test computational methods for riboswitch discovery based on structural entropy.
Main Methods:
- Structural entropy of riboswitch sequences was calculated to assess secondary structural dynamics.
- Entropy values were compared against mutants, dinucleotide shuffles, and reverse complements using stochastic context-free grammar folding models.
- Classifiers integrating structural entropy with sequence and structural features were developed and validated on bacterial genomes (Bacillus subtilis, Escherichia coli, Synechococcus elongatus).
Main Results:
- A relationship was observed between higher structural entropy and the propensity of RNA sequences to adopt alternative structures.
- Genome-wide analyses in Bacillus subtilis and Escherichia coli identified significant structural entropy values in specific genomic regions, including untranslated regions of genes like cotH and sucC.
- The structural entropy approach demonstrated potential as a riboswitch identifier, complementing existing methods.
Conclusions:
- Structural entropy serves as a viable, albeit modest, indicator of RNA sequence potential for alternative structures.
- This finding supports the utility of structural entropy in exploring RNA conformational dynamics.
- Further research is needed to fully understand structural entropy across diverse RNA sequences and folding models for enhanced riboswitch discovery.
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