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aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights

BACKGROUND: We study in this work the inverse folding problem for RNA, which is the discovery of sequences that fold into given target secondary structures. RESULTS: We implement a Lévy mutation scheme in an updated version of aRNAque an evolutionary inverse folding algorithm and apply it to the des...

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Autores principales: Merleau, Nono S. C., Smerlak, Matteo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9375295/
https://www.ncbi.nlm.nih.gov/pubmed/35964008
http://dx.doi.org/10.1186/s12859-022-04866-w
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author Merleau, Nono S. C.
Smerlak, Matteo
author_facet Merleau, Nono S. C.
Smerlak, Matteo
author_sort Merleau, Nono S. C.
collection PubMed
description BACKGROUND: We study in this work the inverse folding problem for RNA, which is the discovery of sequences that fold into given target secondary structures. RESULTS: We implement a Lévy mutation scheme in an updated version of aRNAque an evolutionary inverse folding algorithm and apply it to the design of RNAs with and without pseudoknots. We find that the Lévy mutation scheme increases the diversity of designed RNA sequences and reduces the average number of evaluations of the evolutionary algorithm. Compared to antaRNA, aRNAque CPU time is higher but more successful in finding designed sequences that fold correctly into the target structures. CONCLUSION: We propose that a Lévy flight offers a better standard mutation scheme for optimizing RNA design. Our new version of aRNAque is available on GitHub as a python script and the benchmark results show improved performance on both Pseudobase++ and the Eterna100 datasets, compared to existing inverse folding tools. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04866-w.
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spelling pubmed-93752952022-08-14 aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights Merleau, Nono S. C. Smerlak, Matteo BMC Bioinformatics Software BACKGROUND: We study in this work the inverse folding problem for RNA, which is the discovery of sequences that fold into given target secondary structures. RESULTS: We implement a Lévy mutation scheme in an updated version of aRNAque an evolutionary inverse folding algorithm and apply it to the design of RNAs with and without pseudoknots. We find that the Lévy mutation scheme increases the diversity of designed RNA sequences and reduces the average number of evaluations of the evolutionary algorithm. Compared to antaRNA, aRNAque CPU time is higher but more successful in finding designed sequences that fold correctly into the target structures. CONCLUSION: We propose that a Lévy flight offers a better standard mutation scheme for optimizing RNA design. Our new version of aRNAque is available on GitHub as a python script and the benchmark results show improved performance on both Pseudobase++ and the Eterna100 datasets, compared to existing inverse folding tools. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04866-w. BioMed Central 2022-08-13 /pmc/articles/PMC9375295/ /pubmed/35964008 http://dx.doi.org/10.1186/s12859-022-04866-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Merleau, Nono S. C.
Smerlak, Matteo
aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title_full aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title_fullStr aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title_full_unstemmed aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title_short aRNAque: an evolutionary algorithm for inverse pseudoknotted RNA folding inspired by Lévy flights
title_sort arnaque: an evolutionary algorithm for inverse pseudoknotted rna folding inspired by lévy flights
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9375295/
https://www.ncbi.nlm.nih.gov/pubmed/35964008
http://dx.doi.org/10.1186/s12859-022-04866-w
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