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mirnaQC: a webserver for comparative quality control of miRNA-seq data

Although miRNA-seq is extensively used in many different fields, its quality control is frequently restricted to a PhredScore-based filter. Other important quality related aspects like microRNA yield, the fraction of putative degradation products (such as rRNA fragments) or the percentage of adapter...

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Autores principales: Aparicio-Puerta, Ernesto, Gómez-Martín, Cristina, Giannoukakos, Stavros, Medina, José María, Marchal, Juan Antonio, Hackenberg, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7319542/
https://www.ncbi.nlm.nih.gov/pubmed/32484556
http://dx.doi.org/10.1093/nar/gkaa452
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author Aparicio-Puerta, Ernesto
Gómez-Martín, Cristina
Giannoukakos, Stavros
Medina, José María
Marchal, Juan Antonio
Hackenberg, Michael
author_facet Aparicio-Puerta, Ernesto
Gómez-Martín, Cristina
Giannoukakos, Stavros
Medina, José María
Marchal, Juan Antonio
Hackenberg, Michael
author_sort Aparicio-Puerta, Ernesto
collection PubMed
description Although miRNA-seq is extensively used in many different fields, its quality control is frequently restricted to a PhredScore-based filter. Other important quality related aspects like microRNA yield, the fraction of putative degradation products (such as rRNA fragments) or the percentage of adapter-dimers are hard to assess using absolute thresholds. Here we present mirnaQC, a webserver that relies on 34 quality parameters to assist in miRNA-seq quality control. To improve their interpretability, quality attributes are ranked using a reference distribution obtained from over 36 000 publicly available miRNA-seq datasets. Accepted input formats include FASTQ and SRA accessions. The results page contains several sections that deal with putative technical artefacts related to library preparation, sequencing, contamination or yield. Different visualisations, including PCA and heatmaps, are available to help users identify underlying issues. Finally, we show the usefulness of this approach by analysing two publicly available datasets and discussing the different quality issues that can be detected using mirnaQC.
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spelling pubmed-73195422020-07-01 mirnaQC: a webserver for comparative quality control of miRNA-seq data Aparicio-Puerta, Ernesto Gómez-Martín, Cristina Giannoukakos, Stavros Medina, José María Marchal, Juan Antonio Hackenberg, Michael Nucleic Acids Res Web Server Issue Although miRNA-seq is extensively used in many different fields, its quality control is frequently restricted to a PhredScore-based filter. Other important quality related aspects like microRNA yield, the fraction of putative degradation products (such as rRNA fragments) or the percentage of adapter-dimers are hard to assess using absolute thresholds. Here we present mirnaQC, a webserver that relies on 34 quality parameters to assist in miRNA-seq quality control. To improve their interpretability, quality attributes are ranked using a reference distribution obtained from over 36 000 publicly available miRNA-seq datasets. Accepted input formats include FASTQ and SRA accessions. The results page contains several sections that deal with putative technical artefacts related to library preparation, sequencing, contamination or yield. Different visualisations, including PCA and heatmaps, are available to help users identify underlying issues. Finally, we show the usefulness of this approach by analysing two publicly available datasets and discussing the different quality issues that can be detected using mirnaQC. Oxford University Press 2020-07-02 2020-06-02 /pmc/articles/PMC7319542/ /pubmed/32484556 http://dx.doi.org/10.1093/nar/gkaa452 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Web Server Issue
Aparicio-Puerta, Ernesto
Gómez-Martín, Cristina
Giannoukakos, Stavros
Medina, José María
Marchal, Juan Antonio
Hackenberg, Michael
mirnaQC: a webserver for comparative quality control of miRNA-seq data
title mirnaQC: a webserver for comparative quality control of miRNA-seq data
title_full mirnaQC: a webserver for comparative quality control of miRNA-seq data
title_fullStr mirnaQC: a webserver for comparative quality control of miRNA-seq data
title_full_unstemmed mirnaQC: a webserver for comparative quality control of miRNA-seq data
title_short mirnaQC: a webserver for comparative quality control of miRNA-seq data
title_sort mirnaqc: a webserver for comparative quality control of mirna-seq data
topic Web Server Issue
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7319542/
https://www.ncbi.nlm.nih.gov/pubmed/32484556
http://dx.doi.org/10.1093/nar/gkaa452
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