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Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing

Recent advances in molecular approaches and DNA sequencing have greatly progressed the field of ecology and allowed for the study of complex communities in unprecedented detail. Next generation sequencing (NGS) can reveal powerful insights into the diversity, composition, and dynamics of cryptic org...

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Autores principales: Smith, Dylan P., Peay, Kabir G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3938664/
https://www.ncbi.nlm.nih.gov/pubmed/24587293
http://dx.doi.org/10.1371/journal.pone.0090234
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author Smith, Dylan P.
Peay, Kabir G.
author_facet Smith, Dylan P.
Peay, Kabir G.
author_sort Smith, Dylan P.
collection PubMed
description Recent advances in molecular approaches and DNA sequencing have greatly progressed the field of ecology and allowed for the study of complex communities in unprecedented detail. Next generation sequencing (NGS) can reveal powerful insights into the diversity, composition, and dynamics of cryptic organisms, but results may be sensitive to a number of technical factors, including molecular practices used to generate amplicons, sequencing technology, and data processing. Despite the popularity of some techniques over others, explicit tests of the relative benefits they convey in molecular ecology studies remain scarce. Here we tested the effects of PCR replication, sequencing depth, and sequencing platform on ecological inference drawn from environmental samples of soil fungi. We sequenced replicates of three soil samples taken from pine biomes in North America represented by pools of either one, two, four, eight, or sixteen PCR replicates with both 454 pyrosequencing and Illumina MiSeq. Increasing the number of pooled PCR replicates had no detectable effect on measures of α- and β-diversity. Pseudo-β-diversity – which we define as dissimilarity between re-sequenced replicates of the same sample – decreased markedly with increasing sampling depth. The total richness recovered with Illumina was significantly higher than with 454, but measures of α- and β-diversity between a larger set of fungal samples sequenced on both platforms were highly correlated. Our results suggest that molecular ecology studies will benefit more from investing in robust sequencing technologies than from replicating PCRs. This study also demonstrates the potential for continuous integration of older datasets with newer technology.
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spelling pubmed-39386642014-03-04 Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing Smith, Dylan P. Peay, Kabir G. PLoS One Research Article Recent advances in molecular approaches and DNA sequencing have greatly progressed the field of ecology and allowed for the study of complex communities in unprecedented detail. Next generation sequencing (NGS) can reveal powerful insights into the diversity, composition, and dynamics of cryptic organisms, but results may be sensitive to a number of technical factors, including molecular practices used to generate amplicons, sequencing technology, and data processing. Despite the popularity of some techniques over others, explicit tests of the relative benefits they convey in molecular ecology studies remain scarce. Here we tested the effects of PCR replication, sequencing depth, and sequencing platform on ecological inference drawn from environmental samples of soil fungi. We sequenced replicates of three soil samples taken from pine biomes in North America represented by pools of either one, two, four, eight, or sixteen PCR replicates with both 454 pyrosequencing and Illumina MiSeq. Increasing the number of pooled PCR replicates had no detectable effect on measures of α- and β-diversity. Pseudo-β-diversity – which we define as dissimilarity between re-sequenced replicates of the same sample – decreased markedly with increasing sampling depth. The total richness recovered with Illumina was significantly higher than with 454, but measures of α- and β-diversity between a larger set of fungal samples sequenced on both platforms were highly correlated. Our results suggest that molecular ecology studies will benefit more from investing in robust sequencing technologies than from replicating PCRs. This study also demonstrates the potential for continuous integration of older datasets with newer technology. Public Library of Science 2014-02-28 /pmc/articles/PMC3938664/ /pubmed/24587293 http://dx.doi.org/10.1371/journal.pone.0090234 Text en © 2014 Smith, Peay http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Smith, Dylan P.
Peay, Kabir G.
Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title_full Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title_fullStr Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title_full_unstemmed Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title_short Sequence Depth, Not PCR Replication, Improves Ecological Inference from Next Generation DNA Sequencing
title_sort sequence depth, not pcr replication, improves ecological inference from next generation dna sequencing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3938664/
https://www.ncbi.nlm.nih.gov/pubmed/24587293
http://dx.doi.org/10.1371/journal.pone.0090234
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