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Thermodynamic matchers for the construction of the cuckoo RNA family

RNA family models describe classes of functionally related, non-coding RNAs based on sequence and structure conservation. The most important method for modeling RNA families is the use of covariance models, which are stochastic models that serve in the discovery of yet unknown, homologous RNAs. Howe...

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Autores principales: Reinkensmeier, Jan, Giegerich, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4615179/
https://www.ncbi.nlm.nih.gov/pubmed/25779873
http://dx.doi.org/10.1080/15476286.2015.1017206
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author Reinkensmeier, Jan
Giegerich, Robert
author_facet Reinkensmeier, Jan
Giegerich, Robert
author_sort Reinkensmeier, Jan
collection PubMed
description RNA family models describe classes of functionally related, non-coding RNAs based on sequence and structure conservation. The most important method for modeling RNA families is the use of covariance models, which are stochastic models that serve in the discovery of yet unknown, homologous RNAs. However, the performance of covariance models in finding remote homologs is poor for RNA families with high sequence conservation, while for families with high structure but low sequence conservation, these models are difficult to built in the first place. A complementary approach to RNA family modeling involves the use of thermodynamic matchers. Thermodynamic matchers are RNA folding programs, based on the established thermodynamic model, but tailored to a specific structural motif. As thermodynamic matchers focus on structure and folding energy, they unfold their potential in discovering homologs, when high structure conservation is paired with low sequence conservation. In contrast to covariance models, construction of thermodynamic matchers does not require an input alignment, but requires human design decisions and experimentation, and hence, model construction is more laborious. Here we report a case study on an RNA family that was constructed by means of thermodynamic matchers. It starts from a set of known but structurally different members of the same RNA family. The consensus secondary structure of this family consists of 2 to 4 adjacent hairpins. Each hairpin loop carries the same motif, CCUCCUCCC, while the stems show high variability in their nucleotide content. The present study describes (1) a novel approach for the integration of the structurally varying family into a single RNA family model by means of the thermodynamic matcher methodology, and (2) provides the results of homology searches that were conducted with this model in a wide spectrum of bacterial species.
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spelling pubmed-46151792016-02-03 Thermodynamic matchers for the construction of the cuckoo RNA family Reinkensmeier, Jan Giegerich, Robert RNA Biol Research Papers RNA family models describe classes of functionally related, non-coding RNAs based on sequence and structure conservation. The most important method for modeling RNA families is the use of covariance models, which are stochastic models that serve in the discovery of yet unknown, homologous RNAs. However, the performance of covariance models in finding remote homologs is poor for RNA families with high sequence conservation, while for families with high structure but low sequence conservation, these models are difficult to built in the first place. A complementary approach to RNA family modeling involves the use of thermodynamic matchers. Thermodynamic matchers are RNA folding programs, based on the established thermodynamic model, but tailored to a specific structural motif. As thermodynamic matchers focus on structure and folding energy, they unfold their potential in discovering homologs, when high structure conservation is paired with low sequence conservation. In contrast to covariance models, construction of thermodynamic matchers does not require an input alignment, but requires human design decisions and experimentation, and hence, model construction is more laborious. Here we report a case study on an RNA family that was constructed by means of thermodynamic matchers. It starts from a set of known but structurally different members of the same RNA family. The consensus secondary structure of this family consists of 2 to 4 adjacent hairpins. Each hairpin loop carries the same motif, CCUCCUCCC, while the stems show high variability in their nucleotide content. The present study describes (1) a novel approach for the integration of the structurally varying family into a single RNA family model by means of the thermodynamic matcher methodology, and (2) provides the results of homology searches that were conducted with this model in a wide spectrum of bacterial species. Taylor & Francis 2015-03-16 /pmc/articles/PMC4615179/ /pubmed/25779873 http://dx.doi.org/10.1080/15476286.2015.1017206 Text en © 2015 The Author(s). Published with license by Taylor & Francis Group, LLC http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. The moral rights of the named author(s) have been asserted.
spellingShingle Research Papers
Reinkensmeier, Jan
Giegerich, Robert
Thermodynamic matchers for the construction of the cuckoo RNA family
title Thermodynamic matchers for the construction of the cuckoo RNA family
title_full Thermodynamic matchers for the construction of the cuckoo RNA family
title_fullStr Thermodynamic matchers for the construction of the cuckoo RNA family
title_full_unstemmed Thermodynamic matchers for the construction of the cuckoo RNA family
title_short Thermodynamic matchers for the construction of the cuckoo RNA family
title_sort thermodynamic matchers for the construction of the cuckoo rna family
topic Research Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4615179/
https://www.ncbi.nlm.nih.gov/pubmed/25779873
http://dx.doi.org/10.1080/15476286.2015.1017206
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