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NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data
The Next-Generation Sequencing (NGS) platforms provide a major approach to obtaining millions of short reads from samples. NGS has been used in a wide range of analyses, such as for determining genome sequences, analyzing evolutionary processes, identifying gene expression and resolving metagenomic...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6690869/ https://www.ncbi.nlm.nih.gov/pubmed/31406180 http://dx.doi.org/10.1038/s41598-019-48242-w |
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author | Gaia, Antonio Sérgio Cruz de Sá, Pablo Henrique Caracciolo Gomes de Oliveira, Mônica Silva Veras, Adonney Allan de Oliveira |
author_facet | Gaia, Antonio Sérgio Cruz de Sá, Pablo Henrique Caracciolo Gomes de Oliveira, Mônica Silva Veras, Adonney Allan de Oliveira |
author_sort | Gaia, Antonio Sérgio Cruz |
collection | PubMed |
description | The Next-Generation Sequencing (NGS) platforms provide a major approach to obtaining millions of short reads from samples. NGS has been used in a wide range of analyses, such as for determining genome sequences, analyzing evolutionary processes, identifying gene expression and resolving metagenomic analyses. Usually, the quality of NGS data impacts the final study conclusions. Moreover, quality assessment is generally considered the first step in data analyses to ensure the use of only reliable reads for further studies. In NGS platforms, the presence of duplicated reads (redundancy) that are usually introduced during library sequencing is a major issue. These might have a serious impact on research application, as redundancies in reads can lead to difficulties in subsequent analysis (e.g., de novo genome assembly). Herein, we present NGSReadsTreatment, a computational tool for the removal of duplicated reads in paired-end or single-end datasets. NGSReadsTreatment can handle reads from any platform with the same or different sequence lengths. Using the probabilistic structure Cuckoo Filter, the redundant reads are identified and removed by comparing the reads with themselves. Thus, no prerequisite is required beyond the set of reads. NGSReadsTreatment was compared with other redundancy removal tools in analyzing different sets of reads. The results demonstrated that NGSReadsTreatment was better than the other tools in both the amount of redundancies removed and the use of computational memory for all analyses performed. Available in https://sourceforge.net/projects/ngsreadstreatment/. |
format | Online Article Text |
id | pubmed-6690869 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-66908692019-08-15 NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data Gaia, Antonio Sérgio Cruz de Sá, Pablo Henrique Caracciolo Gomes de Oliveira, Mônica Silva Veras, Adonney Allan de Oliveira Sci Rep Article The Next-Generation Sequencing (NGS) platforms provide a major approach to obtaining millions of short reads from samples. NGS has been used in a wide range of analyses, such as for determining genome sequences, analyzing evolutionary processes, identifying gene expression and resolving metagenomic analyses. Usually, the quality of NGS data impacts the final study conclusions. Moreover, quality assessment is generally considered the first step in data analyses to ensure the use of only reliable reads for further studies. In NGS platforms, the presence of duplicated reads (redundancy) that are usually introduced during library sequencing is a major issue. These might have a serious impact on research application, as redundancies in reads can lead to difficulties in subsequent analysis (e.g., de novo genome assembly). Herein, we present NGSReadsTreatment, a computational tool for the removal of duplicated reads in paired-end or single-end datasets. NGSReadsTreatment can handle reads from any platform with the same or different sequence lengths. Using the probabilistic structure Cuckoo Filter, the redundant reads are identified and removed by comparing the reads with themselves. Thus, no prerequisite is required beyond the set of reads. NGSReadsTreatment was compared with other redundancy removal tools in analyzing different sets of reads. The results demonstrated that NGSReadsTreatment was better than the other tools in both the amount of redundancies removed and the use of computational memory for all analyses performed. Available in https://sourceforge.net/projects/ngsreadstreatment/. Nature Publishing Group UK 2019-08-12 /pmc/articles/PMC6690869/ /pubmed/31406180 http://dx.doi.org/10.1038/s41598-019-48242-w Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Gaia, Antonio Sérgio Cruz de Sá, Pablo Henrique Caracciolo Gomes de Oliveira, Mônica Silva Veras, Adonney Allan de Oliveira NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title | NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title_full | NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title_fullStr | NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title_full_unstemmed | NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title_short | NGSReadsTreatment – A Cuckoo Filter-based Tool for Removing Duplicate Reads in NGS Data |
title_sort | ngsreadstreatment – a cuckoo filter-based tool for removing duplicate reads in ngs data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6690869/ https://www.ncbi.nlm.nih.gov/pubmed/31406180 http://dx.doi.org/10.1038/s41598-019-48242-w |
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