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MysiRNA-Designer: A Workflow for Efficient siRNA Design

The design of small interfering RNA (siRNA) is a multi factorial problem that has gained the attention of many researchers in the area of therapeutic and functional genomics. MysiRNA score was previously introduced that improves the correlation of siRNA activity prediction considering state of the a...

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Autores principales: Mysara, Mohamed, Garibaldi, Jonathan M., ElHefnawi, Mahmoud
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3202522/
https://www.ncbi.nlm.nih.gov/pubmed/22046244
http://dx.doi.org/10.1371/journal.pone.0025642
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author Mysara, Mohamed
Garibaldi, Jonathan M.
ElHefnawi, Mahmoud
author_facet Mysara, Mohamed
Garibaldi, Jonathan M.
ElHefnawi, Mahmoud
author_sort Mysara, Mohamed
collection PubMed
description The design of small interfering RNA (siRNA) is a multi factorial problem that has gained the attention of many researchers in the area of therapeutic and functional genomics. MysiRNA score was previously introduced that improves the correlation of siRNA activity prediction considering state of the art algorithms. In this paper, a new program, MysiRNA-Designer, is described which integrates several factors in an automated work-flow considering mRNA transcripts variations, siRNA and mRNA target accessibility, and both near-perfect and partial off-target matches. It also features the MysiRNA score, a highly ranked correlated siRNA efficacy prediction score for ranking the designed siRNAs, in addition to top scoring models Biopredsi, DISR, Thermocomposition21 and i-Score, and integrates them in a unique siRNA score-filtration technique. This multi-score filtration layer filters siRNA that passes the 90% thresholds calculated from experimental dataset features. MysiRNA-Designer takes an accession, finds conserved regions among its transcript space, finds accessible regions within the mRNA, designs all possible siRNAs for these regions, filters them based on multi-scores thresholds, and then performs SNP and off-target filtration. These strict selection criteria were tested against human genes in which at least one active siRNA was designed from 95.7% of total genes. In addition, when tested against an experimental dataset, MysiRNA-Designer was found capable of rejecting 98% of the false positive siRNAs, showing superiority over three state of the art siRNA design programs. MysiRNA is a freely accessible (Microsoft Windows based) desktop application that can be used to design siRNA with a high accuracy and specificity. We believe that MysiRNA-Designer has the potential to play an important role in this area.
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spelling pubmed-32025222011-11-01 MysiRNA-Designer: A Workflow for Efficient siRNA Design Mysara, Mohamed Garibaldi, Jonathan M. ElHefnawi, Mahmoud PLoS One Research Article The design of small interfering RNA (siRNA) is a multi factorial problem that has gained the attention of many researchers in the area of therapeutic and functional genomics. MysiRNA score was previously introduced that improves the correlation of siRNA activity prediction considering state of the art algorithms. In this paper, a new program, MysiRNA-Designer, is described which integrates several factors in an automated work-flow considering mRNA transcripts variations, siRNA and mRNA target accessibility, and both near-perfect and partial off-target matches. It also features the MysiRNA score, a highly ranked correlated siRNA efficacy prediction score for ranking the designed siRNAs, in addition to top scoring models Biopredsi, DISR, Thermocomposition21 and i-Score, and integrates them in a unique siRNA score-filtration technique. This multi-score filtration layer filters siRNA that passes the 90% thresholds calculated from experimental dataset features. MysiRNA-Designer takes an accession, finds conserved regions among its transcript space, finds accessible regions within the mRNA, designs all possible siRNAs for these regions, filters them based on multi-scores thresholds, and then performs SNP and off-target filtration. These strict selection criteria were tested against human genes in which at least one active siRNA was designed from 95.7% of total genes. In addition, when tested against an experimental dataset, MysiRNA-Designer was found capable of rejecting 98% of the false positive siRNAs, showing superiority over three state of the art siRNA design programs. MysiRNA is a freely accessible (Microsoft Windows based) desktop application that can be used to design siRNA with a high accuracy and specificity. We believe that MysiRNA-Designer has the potential to play an important role in this area. Public Library of Science 2011-10-26 /pmc/articles/PMC3202522/ /pubmed/22046244 http://dx.doi.org/10.1371/journal.pone.0025642 Text en © 2011 Mysara et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Mysara, Mohamed
Garibaldi, Jonathan M.
ElHefnawi, Mahmoud
MysiRNA-Designer: A Workflow for Efficient siRNA Design
title MysiRNA-Designer: A Workflow for Efficient siRNA Design
title_full MysiRNA-Designer: A Workflow for Efficient siRNA Design
title_fullStr MysiRNA-Designer: A Workflow for Efficient siRNA Design
title_full_unstemmed MysiRNA-Designer: A Workflow for Efficient siRNA Design
title_short MysiRNA-Designer: A Workflow for Efficient siRNA Design
title_sort mysirna-designer: a workflow for efficient sirna design
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3202522/
https://www.ncbi.nlm.nih.gov/pubmed/22046244
http://dx.doi.org/10.1371/journal.pone.0025642
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