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An interactive web-based application for Comprehensive Analysis of RNAi-screen Data

RNAi screens are widely used in functional genomics. Although the screen data can be susceptible to a number of experimental biases, many of these can be corrected by computational analysis. For this purpose, here we have developed a web-based platform for integrated analysis and visualization of RN...

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Autores principales: Dutta, Bhaskar, Azhir, Alaleh, Merino, Louis-Henri, Guo, Yongjian, Revanur, Swetha, Madhamshettiwar, Piyush B., Germain, Ronald N., Smith, Jennifer A., Simpson, Kaylene J., Martin, Scott E., Beuhler, Eugen, Fraser, Iain D. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5477503/
https://www.ncbi.nlm.nih.gov/pubmed/26902267
http://dx.doi.org/10.1038/ncomms10578
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author Dutta, Bhaskar
Azhir, Alaleh
Merino, Louis-Henri
Guo, Yongjian
Revanur, Swetha
Madhamshettiwar, Piyush B.
Germain, Ronald N.
Smith, Jennifer A.
Simpson, Kaylene J.
Martin, Scott E.
Beuhler, Eugen
Fraser, Iain D. C.
author_facet Dutta, Bhaskar
Azhir, Alaleh
Merino, Louis-Henri
Guo, Yongjian
Revanur, Swetha
Madhamshettiwar, Piyush B.
Germain, Ronald N.
Smith, Jennifer A.
Simpson, Kaylene J.
Martin, Scott E.
Beuhler, Eugen
Fraser, Iain D. C.
author_sort Dutta, Bhaskar
collection PubMed
description RNAi screens are widely used in functional genomics. Although the screen data can be susceptible to a number of experimental biases, many of these can be corrected by computational analysis. For this purpose, here we have developed a web-based platform for integrated analysis and visualization of RNAi screen data named CARD (for Comprehensive Analysis of RNAi Data; available at https://card.niaid.nih.gov). CARD allows the user to seamlessly carry out sequential steps in a rigorous data analysis workflow, including normalization, off-target analysis, integration of gene expression data, optimal thresholds for hit selection and network/pathway analysis. To evaluate the utility of CARD, we describe analysis of three genome-scale siRNA screens and demonstrate: (i) a significant increase both in selection of subsequently validated hits and in rejection of false positives, (ii) an increased overlap of hits from independent screens of the same biology and (iii) insight to microRNA (miRNA) activity based on siRNA seed enrichment.
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spelling pubmed-54775032017-07-03 An interactive web-based application for Comprehensive Analysis of RNAi-screen Data Dutta, Bhaskar Azhir, Alaleh Merino, Louis-Henri Guo, Yongjian Revanur, Swetha Madhamshettiwar, Piyush B. Germain, Ronald N. Smith, Jennifer A. Simpson, Kaylene J. Martin, Scott E. Beuhler, Eugen Fraser, Iain D. C. Nat Commun Article RNAi screens are widely used in functional genomics. Although the screen data can be susceptible to a number of experimental biases, many of these can be corrected by computational analysis. For this purpose, here we have developed a web-based platform for integrated analysis and visualization of RNAi screen data named CARD (for Comprehensive Analysis of RNAi Data; available at https://card.niaid.nih.gov). CARD allows the user to seamlessly carry out sequential steps in a rigorous data analysis workflow, including normalization, off-target analysis, integration of gene expression data, optimal thresholds for hit selection and network/pathway analysis. To evaluate the utility of CARD, we describe analysis of three genome-scale siRNA screens and demonstrate: (i) a significant increase both in selection of subsequently validated hits and in rejection of false positives, (ii) an increased overlap of hits from independent screens of the same biology and (iii) insight to microRNA (miRNA) activity based on siRNA seed enrichment. Nature Publishing Group 2016-02-23 /pmc/articles/PMC5477503/ /pubmed/26902267 http://dx.doi.org/10.1038/ncomms10578 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Dutta, Bhaskar
Azhir, Alaleh
Merino, Louis-Henri
Guo, Yongjian
Revanur, Swetha
Madhamshettiwar, Piyush B.
Germain, Ronald N.
Smith, Jennifer A.
Simpson, Kaylene J.
Martin, Scott E.
Beuhler, Eugen
Fraser, Iain D. C.
An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title_full An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title_fullStr An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title_full_unstemmed An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title_short An interactive web-based application for Comprehensive Analysis of RNAi-screen Data
title_sort interactive web-based application for comprehensive analysis of rnai-screen data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5477503/
https://www.ncbi.nlm.nih.gov/pubmed/26902267
http://dx.doi.org/10.1038/ncomms10578
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