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Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used

The classification performance of Kraken was evaluated in terms of sensitivity and specificity when using short and long 16S rRNA sequences. A total of 440,738 sequences from bacteria with complete taxonomic classifications were downloaded from the high quality ribosomal RNA database SILVA. Amplicon...

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Autores principales: Martínez-Porchas, Marcel, Villalpando-Canchola, Enrique, Vargas-Albores, Francisco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5037269/
https://www.ncbi.nlm.nih.gov/pubmed/27699286
http://dx.doi.org/10.1016/j.heliyon.2016.e00170
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author Martínez-Porchas, Marcel
Villalpando-Canchola, Enrique
Vargas-Albores, Francisco
author_facet Martínez-Porchas, Marcel
Villalpando-Canchola, Enrique
Vargas-Albores, Francisco
author_sort Martínez-Porchas, Marcel
collection PubMed
description The classification performance of Kraken was evaluated in terms of sensitivity and specificity when using short and long 16S rRNA sequences. A total of 440,738 sequences from bacteria with complete taxonomic classifications were downloaded from the high quality ribosomal RNA database SILVA. Amplicons produced (86,371 sequences; 1450 bp) by virtual PCR with primers covering the V1–V9 region of the 16S-rRNA gene were used as reference. Virtual PCŔs of internal fragments V3–V4, V4–V5 and V3–V5 were performed. A total of 81,523, 82,334 and 82,998 amplicons were obtained for regions V3–V4, V4–V5 and V3–V5 respectively. Differences in depth of taxonomic classification were detected among the internal fragments. For instance, sensitivity and specificity of sequences classified up to subspecies level were higher when the largest internal fraction (V3–V5) was used (54.0 and 74.6% respectively), compared to V3–V4 (45.1 and 66.7%) and V4–V5 (41.8 and 64.6%) fragments. Similar pattern was detected for sequences classified up to more superficial taxonomic categories (i.e. family, order, class…). Results also demonstrate that internal fragments lost specificity and some could be misclassified at the deepest taxonomic levels (i.e. species or subspecies). It is concluded that the larger V3–V5 fragment could be considered for massive high throughput sequencing reducing the loss of sensitivity and sensibility.
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spelling pubmed-50372692016-10-03 Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used Martínez-Porchas, Marcel Villalpando-Canchola, Enrique Vargas-Albores, Francisco Heliyon Article The classification performance of Kraken was evaluated in terms of sensitivity and specificity when using short and long 16S rRNA sequences. A total of 440,738 sequences from bacteria with complete taxonomic classifications were downloaded from the high quality ribosomal RNA database SILVA. Amplicons produced (86,371 sequences; 1450 bp) by virtual PCR with primers covering the V1–V9 region of the 16S-rRNA gene were used as reference. Virtual PCŔs of internal fragments V3–V4, V4–V5 and V3–V5 were performed. A total of 81,523, 82,334 and 82,998 amplicons were obtained for regions V3–V4, V4–V5 and V3–V5 respectively. Differences in depth of taxonomic classification were detected among the internal fragments. For instance, sensitivity and specificity of sequences classified up to subspecies level were higher when the largest internal fraction (V3–V5) was used (54.0 and 74.6% respectively), compared to V3–V4 (45.1 and 66.7%) and V4–V5 (41.8 and 64.6%) fragments. Similar pattern was detected for sequences classified up to more superficial taxonomic categories (i.e. family, order, class…). Results also demonstrate that internal fragments lost specificity and some could be misclassified at the deepest taxonomic levels (i.e. species or subspecies). It is concluded that the larger V3–V5 fragment could be considered for massive high throughput sequencing reducing the loss of sensitivity and sensibility. Elsevier 2016-09-23 /pmc/articles/PMC5037269/ /pubmed/27699286 http://dx.doi.org/10.1016/j.heliyon.2016.e00170 Text en © 2016 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Martínez-Porchas, Marcel
Villalpando-Canchola, Enrique
Vargas-Albores, Francisco
Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title_full Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title_fullStr Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title_full_unstemmed Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title_short Significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16S rRNA gene sequences are used
title_sort significant loss of sensitivity and specificity in the taxonomic classification occurs when short 16s rrna gene sequences are used
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5037269/
https://www.ncbi.nlm.nih.gov/pubmed/27699286
http://dx.doi.org/10.1016/j.heliyon.2016.e00170
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