Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations

ABSTRACT High-throughput sequencing (HTS) of gene amplicons is a preferred method of assessing microbial community composition, because it rapidly provides information from a large number of samples at high taxonomic resolution and low costs. However, mock community studies show that HTS data poorly...

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Main Authors: Kasia Piwosz, Tanja Shabarova, Jakob Pernthaler, Thomas Posch, Karel Šimek, Petr Porcal, Michaela M. Salcher
Format: Article
Language:English
Published: American Society for Microbiology 2020-04-01
Series:mSphere
Subjects:
Online Access:https://journals.asm.org/doi/10.1128/mSphere.00052-20
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author Kasia Piwosz
Tanja Shabarova
Jakob Pernthaler
Thomas Posch
Karel Šimek
Petr Porcal
Michaela M. Salcher
author_facet Kasia Piwosz
Tanja Shabarova
Jakob Pernthaler
Thomas Posch
Karel Šimek
Petr Porcal
Michaela M. Salcher
author_sort Kasia Piwosz
collection DOAJ
description ABSTRACT High-throughput sequencing (HTS) of gene amplicons is a preferred method of assessing microbial community composition, because it rapidly provides information from a large number of samples at high taxonomic resolution and low costs. However, mock community studies show that HTS data poorly reflect the actual relative abundances of individual phylotypes, casting doubt on the reliability of subsequent statistical analysis and data interpretation. We investigated how accurately HTS data reflect the variability of bacterial and eukaryotic community composition and their relationship with environmental factors in natural samples. For this, we compared results of HTS from three independent aquatic time series (n = 883) with those from an established, quantitative microscopic method (catalyzed reporter deposition-fluorescence in situ hybridization [CARD-FISH]). Relative abundances obtained by CARD-FISH and HTS disagreed for most bacterial and eukaryotic phylotypes. Nevertheless, the two methods identified the same environmental drivers to shape bacterial and eukaryotic communities. Our results show that amplicon data do provide reliable information for their ecological interpretations. Yet, when studying specific phylogenetic groups, it is advisable to combine HTS with quantification using microscopy and/or the addition of internal standards. IMPORTANCE High-throughput sequencing (HTS) of amplified fragments of rRNA genes provides unprecedented insight into the diversity of prokaryotic and eukaryotic microorganisms. Unfortunately, HTS data are prone to quantitative biases, which may lead to an erroneous picture of microbial community composition and thwart efforts to advance its understanding. These concerns motivated us to investigate how accurately HTS data characterize the variability of microbial communities, the relative abundances of specific phylotypes, and their relationships with environmental factors in comparison to an established microscopy-based method. We compared results obtained by HTS and catalyzed reporter deposition-fluorescence in situ hybridization (CARD-FISH) from three independent aquatic time series for both prokaryotic and eukaryotic microorganisms (almost 900 data points, the largest obtained with both methods so far). HTS and CARD-FISH data disagree with regard to relative abundances of bacterial and eukaryotic phylotypes but identify similar environmental drivers shaping bacterial and eukaryotic communities.
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spelling doaj.art-d5af1d57525746b3b8280c7880ab35dd2022-12-21T20:47:57ZengAmerican Society for MicrobiologymSphere2379-50422020-04-015210.1128/mSphere.00052-20Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological InterpretationsKasia Piwosz0Tanja Shabarova1Jakob Pernthaler2Thomas Posch3Karel Šimek4Petr Porcal5Michaela M. Salcher6Centre Algatech, Institute of Microbiology, Czech Academy of Sciences, Třeboň, Czech RepublicInstitute of Hydrobiology, Biology Centre, Czech Academy of Sciences, České Budějovice, Czech RepublicLimnological Station, Institute of Plant and Microbial Biology, University of Zurich, Kilchberg, SwitzerlandLimnological Station, Institute of Plant and Microbial Biology, University of Zurich, Kilchberg, SwitzerlandInstitute of Hydrobiology, Biology Centre, Czech Academy of Sciences, České Budějovice, Czech RepublicInstitute of Hydrobiology, Biology Centre, Czech Academy of Sciences, České Budějovice, Czech RepublicInstitute of Hydrobiology, Biology Centre, Czech Academy of Sciences, České Budějovice, Czech RepublicABSTRACT High-throughput sequencing (HTS) of gene amplicons is a preferred method of assessing microbial community composition, because it rapidly provides information from a large number of samples at high taxonomic resolution and low costs. However, mock community studies show that HTS data poorly reflect the actual relative abundances of individual phylotypes, casting doubt on the reliability of subsequent statistical analysis and data interpretation. We investigated how accurately HTS data reflect the variability of bacterial and eukaryotic community composition and their relationship with environmental factors in natural samples. For this, we compared results of HTS from three independent aquatic time series (n = 883) with those from an established, quantitative microscopic method (catalyzed reporter deposition-fluorescence in situ hybridization [CARD-FISH]). Relative abundances obtained by CARD-FISH and HTS disagreed for most bacterial and eukaryotic phylotypes. Nevertheless, the two methods identified the same environmental drivers to shape bacterial and eukaryotic communities. Our results show that amplicon data do provide reliable information for their ecological interpretations. Yet, when studying specific phylogenetic groups, it is advisable to combine HTS with quantification using microscopy and/or the addition of internal standards. IMPORTANCE High-throughput sequencing (HTS) of amplified fragments of rRNA genes provides unprecedented insight into the diversity of prokaryotic and eukaryotic microorganisms. Unfortunately, HTS data are prone to quantitative biases, which may lead to an erroneous picture of microbial community composition and thwart efforts to advance its understanding. These concerns motivated us to investigate how accurately HTS data characterize the variability of microbial communities, the relative abundances of specific phylotypes, and their relationships with environmental factors in comparison to an established microscopy-based method. We compared results obtained by HTS and catalyzed reporter deposition-fluorescence in situ hybridization (CARD-FISH) from three independent aquatic time series for both prokaryotic and eukaryotic microorganisms (almost 900 data points, the largest obtained with both methods so far). HTS and CARD-FISH data disagree with regard to relative abundances of bacterial and eukaryotic phylotypes but identify similar environmental drivers shaping bacterial and eukaryotic communities.https://journals.asm.org/doi/10.1128/mSphere.00052-20CARD-FISHamplicon sequencingbacterial communitiesbacterial community structurebacterial dynamicseukaryotic communities
spellingShingle Kasia Piwosz
Tanja Shabarova
Jakob Pernthaler
Thomas Posch
Karel Šimek
Petr Porcal
Michaela M. Salcher
Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
mSphere
CARD-FISH
amplicon sequencing
bacterial communities
bacterial community structure
bacterial dynamics
eukaryotic communities
title Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
title_full Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
title_fullStr Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
title_full_unstemmed Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
title_short Bacterial and Eukaryotic Small-Subunit Amplicon Data Do Not Provide a Quantitative Picture of Microbial Communities, but They Are Reliable in the Context of Ecological Interpretations
title_sort bacterial and eukaryotic small subunit amplicon data do not provide a quantitative picture of microbial communities but they are reliable in the context of ecological interpretations
topic CARD-FISH
amplicon sequencing
bacterial communities
bacterial community structure
bacterial dynamics
eukaryotic communities
url https://journals.asm.org/doi/10.1128/mSphere.00052-20
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