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One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads
Mapping of high-throughput sequencing (HTS) reads to a single arbitrary reference genome is a frequently used approach in microbial genomics. However, the choice of a reference may represent a source of errors that may affect subsequent analyses such as the detection of single nucleotide polymorphis...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870062/ https://www.ncbi.nlm.nih.gov/pubmed/33503026 http://dx.doi.org/10.1371/journal.pcbi.1008678 |
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author | Valiente-Mullor, Carlos Beamud, Beatriz Ansari, Iván Francés-Cuesta, Carlos García-González, Neris Mejía, Lorena Ruiz-Hueso, Paula González-Candelas, Fernando |
author_facet | Valiente-Mullor, Carlos Beamud, Beatriz Ansari, Iván Francés-Cuesta, Carlos García-González, Neris Mejía, Lorena Ruiz-Hueso, Paula González-Candelas, Fernando |
author_sort | Valiente-Mullor, Carlos |
collection | PubMed |
description | Mapping of high-throughput sequencing (HTS) reads to a single arbitrary reference genome is a frequently used approach in microbial genomics. However, the choice of a reference may represent a source of errors that may affect subsequent analyses such as the detection of single nucleotide polymorphisms (SNPs) and phylogenetic inference. In this work, we evaluated the effect of reference choice on short-read sequence data from five clinically and epidemiologically relevant bacteria (Klebsiella pneumoniae, Legionella pneumophila, Neisseria gonorrhoeae, Pseudomonas aeruginosa and Serratia marcescens). Publicly available whole-genome assemblies encompassing the genomic diversity of these species were selected as reference sequences, and read alignment statistics, SNP calling, recombination rates, dN/dS ratios, and phylogenetic trees were evaluated depending on the mapping reference. The choice of different reference genomes proved to have an impact on almost all the parameters considered in the five species. In addition, these biases had potential epidemiological implications such as including/excluding isolates of particular clades and the estimation of genetic distances. These findings suggest that the single reference approach might introduce systematic errors during mapping that affect subsequent analyses, particularly for data sets with isolates from genetically diverse backgrounds. In any case, exploring the effects of different references on the final conclusions is highly recommended. |
format | Online Article Text |
id | pubmed-7870062 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78700622021-02-11 One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads Valiente-Mullor, Carlos Beamud, Beatriz Ansari, Iván Francés-Cuesta, Carlos García-González, Neris Mejía, Lorena Ruiz-Hueso, Paula González-Candelas, Fernando PLoS Comput Biol Research Article Mapping of high-throughput sequencing (HTS) reads to a single arbitrary reference genome is a frequently used approach in microbial genomics. However, the choice of a reference may represent a source of errors that may affect subsequent analyses such as the detection of single nucleotide polymorphisms (SNPs) and phylogenetic inference. In this work, we evaluated the effect of reference choice on short-read sequence data from five clinically and epidemiologically relevant bacteria (Klebsiella pneumoniae, Legionella pneumophila, Neisseria gonorrhoeae, Pseudomonas aeruginosa and Serratia marcescens). Publicly available whole-genome assemblies encompassing the genomic diversity of these species were selected as reference sequences, and read alignment statistics, SNP calling, recombination rates, dN/dS ratios, and phylogenetic trees were evaluated depending on the mapping reference. The choice of different reference genomes proved to have an impact on almost all the parameters considered in the five species. In addition, these biases had potential epidemiological implications such as including/excluding isolates of particular clades and the estimation of genetic distances. These findings suggest that the single reference approach might introduce systematic errors during mapping that affect subsequent analyses, particularly for data sets with isolates from genetically diverse backgrounds. In any case, exploring the effects of different references on the final conclusions is highly recommended. Public Library of Science 2021-01-27 /pmc/articles/PMC7870062/ /pubmed/33503026 http://dx.doi.org/10.1371/journal.pcbi.1008678 Text en © 2021 Valiente-Mullor 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Valiente-Mullor, Carlos Beamud, Beatriz Ansari, Iván Francés-Cuesta, Carlos García-González, Neris Mejía, Lorena Ruiz-Hueso, Paula González-Candelas, Fernando One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title | One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title_full | One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title_fullStr | One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title_full_unstemmed | One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title_short | One is not enough: On the effects of reference genome for the mapping and subsequent analyses of short-reads |
title_sort | one is not enough: on the effects of reference genome for the mapping and subsequent analyses of short-reads |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870062/ https://www.ncbi.nlm.nih.gov/pubmed/33503026 http://dx.doi.org/10.1371/journal.pcbi.1008678 |
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