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RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs

MicroRNAs (miRNAs) are short endogenous non-coding RNA molecules that regulate protein coding gene expression in animals, plants, fungi, algae and viruses through the RNA interference pathway. By virtue of their base complementarity, mature miRNAs stop the process of translation, thus acting as one...

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Detalles Bibliográficos
Autores principales: Tyagi, Vaibhav, Prasad, CVS Siva
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Biomedical Informatics 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3398785/
https://www.ncbi.nlm.nih.gov/pubmed/22829735
http://dx.doi.org/10.6026/97320630008581
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author Tyagi, Vaibhav
Prasad, CVS Siva
author_facet Tyagi, Vaibhav
Prasad, CVS Siva
author_sort Tyagi, Vaibhav
collection PubMed
description MicroRNAs (miRNAs) are short endogenous non-coding RNA molecules that regulate protein coding gene expression in animals, plants, fungi, algae and viruses through the RNA interference pathway. By virtue of their base complementarity, mature miRNAs stop the process of translation, thus acting as one of the important molecules in vivo. Attempts to predict precursor-miRNAs and mature miRNAs have been achieved in a significant number of model organisms but development of prediction models aiming at relatively less studied organisms are rare. In this work, we provide a suite of standalone softwares called RAmiRNA (RAdicalmiRNA detector), to solve the problem of custom development of prediction models for mature miRNAs using support vector machine (SVM) learning. RAmiRNA could be used to develop SVM based model for prediction of mature miRNAs in an organism or a group of organisms in a UNIX based local machine. Additionally RAmiRNA generates training accuracy for a quick estimation of prediction ability of generated model. AVAILABILITY: Usage manual and download link for RAmiRNA could be found at http://ircb.iiita.ac.in
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spelling pubmed-33987852012-07-24 RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs Tyagi, Vaibhav Prasad, CVS Siva Bioinformation Software MicroRNAs (miRNAs) are short endogenous non-coding RNA molecules that regulate protein coding gene expression in animals, plants, fungi, algae and viruses through the RNA interference pathway. By virtue of their base complementarity, mature miRNAs stop the process of translation, thus acting as one of the important molecules in vivo. Attempts to predict precursor-miRNAs and mature miRNAs have been achieved in a significant number of model organisms but development of prediction models aiming at relatively less studied organisms are rare. In this work, we provide a suite of standalone softwares called RAmiRNA (RAdicalmiRNA detector), to solve the problem of custom development of prediction models for mature miRNAs using support vector machine (SVM) learning. RAmiRNA could be used to develop SVM based model for prediction of mature miRNAs in an organism or a group of organisms in a UNIX based local machine. Additionally RAmiRNA generates training accuracy for a quick estimation of prediction ability of generated model. AVAILABILITY: Usage manual and download link for RAmiRNA could be found at http://ircb.iiita.ac.in Biomedical Informatics 2012-06-28 /pmc/articles/PMC3398785/ /pubmed/22829735 http://dx.doi.org/10.6026/97320630008581 Text en © 2012 Biomedical Informatics This is an open-access article, which permits unrestricted use, distribution, and reproduction in any medium, for non-commercial purposes, provided the original author and source are credited.
spellingShingle Software
Tyagi, Vaibhav
Prasad, CVS Siva
RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title_full RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title_fullStr RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title_full_unstemmed RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title_short RAmiRNA: Software suite for generation of SVMbased prediction models of mature miRNAs
title_sort ramirna: software suite for generation of svmbased prediction models of mature mirnas
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3398785/
https://www.ncbi.nlm.nih.gov/pubmed/22829735
http://dx.doi.org/10.6026/97320630008581
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