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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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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. |
format | Online Article Text |
id | pubmed-7319542 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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