Comparative Analysis of 16S rRNA Gene and Metagenome Sequencing in Pediatric Gut Microbiomes

The colonization of the human gut microbiome begins at birth, and over time, these microbial communities become increasingly complex. Most of what we currently know about the human microbiome, especially in early stages of development, was described using culture-independent sequencing methods that...

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Published in:Frontiers in microbiology Vol. 12; p. 670336
Main Authors: Peterson, Danielle, Bonham, Kevin S., Rowland, Sophie, Pattanayak, Cassandra W., Klepac-Ceraj, Vanja
Format: Journal Article
Language:English
Published: Frontiers Media S.A 15-07-2021
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Abstract The colonization of the human gut microbiome begins at birth, and over time, these microbial communities become increasingly complex. Most of what we currently know about the human microbiome, especially in early stages of development, was described using culture-independent sequencing methods that allow us to identify the taxonomic composition of microbial communities using genomic techniques, such as amplicon or shotgun metagenomic sequencing. Each method has distinct tradeoffs, but there has not been a direct comparison of the utility of these methods in stool samples from very young children, which have different features than those of adults. We compared the effects of profiling the human infant gut microbiome with 16S rRNA amplicon vs. shotgun metagenomic sequencing techniques in 338 fecal samples; younger than 15, 15–30, and older than 30 months of age. We demonstrate that observed changes in alpha-diversity and beta-diversity with age occur to similar extents using both profiling methods. We also show that 16S rRNA profiling identified a larger number of genera and we find several genera that are missed or underrepresented by each profiling method. We present the link between alpha diversity and shotgun metagenomic sequencing depth for children of different ages. These findings provide a guide for selecting an appropriate method and sequencing depth for the three studied age groups.
AbstractList The colonization of the human gut microbiome begins at birth, and over time, these microbial communities become increasingly complex. Most of what we currently know about the human microbiome, especially in early stages of development, was described using culture-independent sequencing methods that allow us to identify the taxonomic composition of microbial communities using genomic techniques, such as amplicon or shotgun metagenomic sequencing. Each method has distinct tradeoffs, but there has not been a direct comparison of the utility of these methods in stool samples from very young children, which have different features than those of adults. We compared the effects of profiling the human infant gut microbiome with 16S rRNA amplicon vs. shotgun metagenomic sequencing techniques in 338 fecal samples; younger than 15, 15–30, and older than 30 months of age. We demonstrate that observed changes in alpha-diversity and beta-diversity with age occur to similar extents using both profiling methods. We also show that 16S rRNA profiling identified a larger number of genera and we find several genera that are missed or underrepresented by each profiling method. We present the link between alpha diversity and shotgun metagenomic sequencing depth for children of different ages. These findings provide a guide for selecting an appropriate method and sequencing depth for the three studied age groups.
Author Pattanayak, Cassandra W.
Rowland, Sophie
Klepac-Ceraj, Vanja
Peterson, Danielle
Bonham, Kevin S.
AuthorAffiliation 1 Department of Biological Sciences, Wellesley College , Wellesley, MA , United States
2 Department of Mathematics, Quantitative Reasoning Program, and the Quantitative Analysis Institute at Wellesley College , Wellesley, MA , United States
AuthorAffiliation_xml – name: 2 Department of Mathematics, Quantitative Reasoning Program, and the Quantitative Analysis Institute at Wellesley College , Wellesley, MA , United States
– name: 1 Department of Biological Sciences, Wellesley College , Wellesley, MA , United States
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  fullname: Klepac-Ceraj, Vanja
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Cites_doi 10.3389/fmicb.2019.01277
10.1038/s41587-020-0548-6
10.1371/journal.pbio.0050177
10.1128/mSystems.00191-16
10.1101/gr.762503
10.3389/fimmu.2018.02868
10.7717/peerj.5364
10.1128/mSystems.00009-15
10.2337/dc14-0769
10.1016/j.mimet.2018.02.016
10.1093/nar/gks808
10.1038/s41598-019-43780-9
10.1111/j.2517-6161.1995.tb02031.x
10.3389/fcimb.2020.00276
10.1371/journal.pone.0020447
10.1016/j.cell.2019.07.010
10.1038/s41396-020-0665-8
10.1101/2020.11.19.388223
10.1038/nrg3642
10.1128/mSystems.00050-16
10.1038/s41587-019-0209-9
10.1089/omi.2018.0013
10.1093/bioinformatics/btl529
10.1038/s41467-018-06473-x
10.1016/j.tins.2013.01.005
10.1111/1462-2920.13023
10.17605/OSF.IO/F4DBJ
10.1038/nmicrobiol.2015.32
10.1093/gigascience/giy054
10.1186/s40793-017-0224-8
10.3389/fmicb.2015.00771
10.1186/s40168-018-0470-z
10.1093/nar/gks1219
10.1128/mSystems.00271-18
10.1016/j.biortech.2013.12.030
10.1038/nmeth.2066
10.1097/MOP.0000000000000600
10.1093/bioinformatics/btx754
10.1016/j.dld.2016.06.029
10.1186/s12859-015-0788-5
10.1186/s13059-019-1891-0
10.2307/1942268
10.1038/nature11053
10.1016/j.jpeds.2018.02.004
10.1016/j.bbrc.2015.12.083
10.3389/fgene.2015.00219
10.1093/nar/gkaa568
10.1038/ismej.2017.119
10.1101/645903
10.1371/journal.pone.0009490
10.1128/mSystems.00069-18
10.1093/carcin/bgt392
10.1093/molbev/msx116
10.1038/nm.4142
10.1186/s40793-020-00358-7
10.1093/nar/gkh293
10.1038/nrmicro3451
10.1371/journal.pone.0228899
10.1371/journal.pone.0057923
10.14806/ej.17.1.200
10.1038/s41598-020-57734-z
10.1128/mSystems.00127-16
10.1186/s40168-019-0743-1
10.1186/s13059-017-1299-7
10.1038/s41598-019-39576-6
10.1073/pnas.1120192109
10.1128/aem.71.12.8966-8969.2005
10.1097/nnr.0000000000000133
10.1038/nbt.3981
10.1126/scitranslmed.aad7121
10.1038/s41586-018-0617-x
10.1038/s41598-018-24280-8
10.1128/aem.00675-10
10.1016/j.cell.2016.04.007
10.1038/nmeth.3869
10.1093/nar/gkz239
10.1038/nature11550
10.1002/j.1538-7305.1948.tb01338.x
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Edited by: Yasir Muhammad, King Abdulaziz University, Saudi Arabia
Reviewed by: Stephen Nayfach, Lawrence Berkeley National Laboratory, United States; Katrine L. Whiteson, University of California, Irvine, United States
This article was submitted to Evolutionary and Genomic Microbiology, a section of the journal Frontiers in Microbiology
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References Ho (B27) 2018; 9
Acinas (B1) 2005; 71
Gillman (B23) 2018; 30
Peterson (B51) 2021
Větrovský (B70) 2013; 8
Letunic (B35) 2007; 23
Tamburini (B66) 2016; 22
Wilkins (B73) 2019; 9
Lozupone (B38) 2012; 489
Vatanen (B69) 2016; 165
McIver (B45) 2018; 34
LoCascio (B37) 2010; 76
Ludwig (B39) 2004; 32
Radjabzadeh (B54) 2020; 10
Lambeth (B33) 2015; 2
Quast (B53) 2013; 41
Segata (B60) 2012; 9
Marchesi (B41) 2011; 6
Karst (B30) 2020
Nearing (B46) 2018; 6
Hillmann (B26) 2018; 3
Ye (B77) 2019; 178
Eloe-Fadrosh (B19) 2016; 1
Bultman (B11) 2014; 35
Zaheer (B79) 2018; 8
Klindworth (B31) 2013; 41
Brumfield (B10) 2020; 15
Tremblay (B68) 2015; 6
Wood (B74) 2019; 20
Malla (B40) 2019; 9
Bray (B9) 1957; 27
Beghini (B4) 2020
Walters (B71) 2016; 1
Martínez (B43) 2014; 153
Parada (B48) 2016; 18
Price (B52) 2010; 5
Salman (B59) 2012; 109
Amir (B3) 2017; 2
Gonzalez (B24) 2016; 1
Ji (B29) 2015; 6
Bokulich (B7) 2018; 6
Comeau (B15) 2017; 2
Pereira-Marques (B50) 2019; 10
Rausch (B56) 2019; 7
Franzosa (B22) 2015; 13
Bokulich (B6) 2016; 8
Callahan (B13) 2016; 13
McIntyre (B44) 2017; 18
Couronne (B16) 2003; 13
Zabel (B78) 2019; 9
Forrest (B20) 2018; 196
Sinha (B64) 2017; 35
Ravi (B57) 2018; 149
Bolyen (B8) 2019; 37
Ranjan (B55) 2016; 469
Simre (B62) 2016; 48
Chen (B14) 2019; 4
Peabody (B49) 2015; 16
Letunic (B36) 2019; 47
Palmer (B47) 2007; 5
Driscoll (B18) 2017; 12
Sims (B63) 2014; 15
Yatsunenko (B76) 2012; 486
Benjamini (B5) 1995; 57
Yang (B75) 2016; 65
Douglas (B17) 2020; 38
Foster (B21) 2013; 36
Regalado (B58) 2020; 14
Hartstra (B25) 2015; 38
Shannon (B61) 1948; 27
Tovo (B67) 2020; 48
Stewart (B65) 2018; 562
Callahan (B12) 2017; 11
Laudadio (B34) 2018; 22
Jayasinghe (B28) 2020; 10
Martin (B42) 2011; 17
Almeida (B2) 2018; 7
Wemheuer (B72) 2020; 15
Kumar (B32) 2017; 34
References_xml – volume: 10
  year: 2019
  ident: B50
  article-title: Impact of Host DNA and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysis.
  publication-title: Front. Microbiol.
  doi: 10.3389/fmicb.2019.01277
  contributor:
    fullname: Pereira-Marques
– volume: 38
  start-page: 685
  year: 2020
  ident: B17
  article-title: PICRUSt2 for prediction of metagenome functions.
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0548-6
  contributor:
    fullname: Douglas
– volume: 5
  year: 2007
  ident: B47
  article-title: Development of the human infant intestinal microbiota.
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.0050177
  contributor:
    fullname: Palmer
– volume: 2
  start-page: e00191
  year: 2017
  ident: B3
  article-title: Deblur rapidly resolves single-nucleotide community sequence patterns.
  publication-title: MSystems
  doi: 10.1128/mSystems.00191-16
  contributor:
    fullname: Amir
– volume: 13
  start-page: 73
  year: 2003
  ident: B16
  article-title: Strategies and tools for whole-genome alignments.
  publication-title: Genome Res.
  doi: 10.1101/gr.762503
  contributor:
    fullname: Couronne
– volume: 9
  year: 2019
  ident: B40
  article-title: Exploring the human microbiome: the potential future role of next-generation sequencing in disease diagnosis and treatment.
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2018.02868
  contributor:
    fullname: Malla
– volume: 6
  year: 2018
  ident: B46
  article-title: Denoising the denoisers: an independent evaluation of microbiome sequence error-correction approaches.
  publication-title: PeerJ
  doi: 10.7717/peerj.5364
  contributor:
    fullname: Nearing
– volume: 1
  year: 2016
  ident: B71
  article-title: Improved bacterial 16S rRNA gene (v4 and v4-5) and fungal internal transcribed spacer marker gene primers for microbial community surveys.
  publication-title: MSystems
  doi: 10.1128/mSystems.00009-15
  contributor:
    fullname: Walters
– volume: 38
  start-page: 159
  year: 2015
  ident: B25
  article-title: Insights into the role of the microbiome in obesity and type 2 diabetes.
  publication-title: Diabetes Care
  doi: 10.2337/dc14-0769
  contributor:
    fullname: Hartstra
– volume: 149
  start-page: 44
  year: 2018
  ident: B57
  article-title: Comparison of reduced metagenome and 16S rRNA gene sequencing for determination of genetic diversity and mother-child overlap of the gut associated microbiota.
  publication-title: J. Microbiol. Methods
  doi: 10.1016/j.mimet.2018.02.016
  contributor:
    fullname: Ravi
– volume: 41
  year: 2013
  ident: B31
  article-title: Evaluation of general 16S ribosomal RNA gene PCR primers for classical and next-generation sequencing-based diversity studies.
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gks808
  contributor:
    fullname: Klindworth
– volume: 9
  year: 2019
  ident: B78
  article-title: Novel genes and metabolite trends in bifidobacterium longum subsp. infantis bi-26 metabolism of human milk oligosaccharide 2’-fucosyllactose.
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-019-43780-9
  contributor:
    fullname: Zabel
– volume: 57
  start-page: 289
  year: 1995
  ident: B5
  article-title: Controlling the false discovery rate: a practical and powerful approach to multiple testing.
  publication-title: J. R. Stat. Soc. Ser. B Methodol.
  doi: 10.1111/j.2517-6161.1995.tb02031.x
  contributor:
    fullname: Benjamini
– volume: 10
  year: 2020
  ident: B28
  article-title: Differences in compositions of gut bacterial populations and bacteriophages in 5-11 year-olds born preterm compared to full term.
  publication-title: Front. Cell. Infect. Microbiol.
  doi: 10.3389/fcimb.2020.00276
  contributor:
    fullname: Jayasinghe
– volume: 6
  year: 2011
  ident: B41
  article-title: Towards the human colorectal cancer microbiome.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0020447
  contributor:
    fullname: Marchesi
– volume: 178
  start-page: 779
  year: 2019
  ident: B77
  article-title: Benchmarking metagenomics tools for taxonomic classification.
  publication-title: Cell
  doi: 10.1016/j.cell.2019.07.010
  contributor:
    fullname: Ye
– volume: 14
  start-page: 2116
  year: 2020
  ident: B58
  article-title: Combining whole-genome shotgun sequencing and rRNA gene amplicon analyses to improve detection of microbe–microbe interaction networks in plant leaves.
  publication-title: ISME J.
  doi: 10.1038/s41396-020-0665-8
  contributor:
    fullname: Regalado
– year: 2020
  ident: B4
  article-title: Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3.
  publication-title: BioRxiv [Preprint].
  doi: 10.1101/2020.11.19.388223
  contributor:
    fullname: Beghini
– volume: 15
  start-page: 121
  year: 2014
  ident: B63
  article-title: Sequencing depth and coverage: key considerations in genomic analyses.
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg3642
  contributor:
    fullname: Sims
– volume: 1
  start-page: e00050
  year: 2016
  ident: B24
  article-title: Avoiding pandemic fears in the subway and conquering the platypus.
  publication-title: MSystems
  doi: 10.1128/mSystems.00050-16
  contributor:
    fullname: Gonzalez
– volume: 37
  start-page: 852
  year: 2019
  ident: B8
  article-title: Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2.
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-019-0209-9
  contributor:
    fullname: Bolyen
– volume: 22
  start-page: 248
  year: 2018
  ident: B34
  article-title: Quantitative assessment of shotgun metagenomics and 16S rDNA amplicon sequencing in the study of human gut microbiome.
  publication-title: OMICS
  doi: 10.1089/omi.2018.0013
  contributor:
    fullname: Laudadio
– volume: 23
  start-page: 127
  year: 2007
  ident: B35
  article-title: Interactive Tree Of Life (iTOL): an online tool for phylogenetic tree display and annotation.
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btl529
  contributor:
    fullname: Letunic
– volume: 9
  year: 2018
  ident: B27
  article-title: Meta-analysis of effects of exclusive breastfeeding on infant gut microbiota across populations.
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-018-06473-x
  contributor:
    fullname: Ho
– volume: 36
  start-page: 305
  year: 2013
  ident: B21
  article-title: Gut–brain axis: how the microbiome influences anxiety and depression.
  publication-title: Trends Neurosci.
  doi: 10.1016/j.tins.2013.01.005
  contributor:
    fullname: Foster
– volume: 18
  start-page: 1403
  year: 2016
  ident: B48
  article-title: Every base matters: assessing small subunit rRNA primers for marine microbiomes with mock communities, time series and global field samples.
  publication-title: Environ. Microbiol
  doi: 10.1111/1462-2920.13023
  contributor:
    fullname: Parada
– year: 2021
  ident: B51
  publication-title: Open Science Framework
  doi: 10.17605/OSF.IO/F4DBJ
  contributor:
    fullname: Peterson
– volume: 1
  year: 2016
  ident: B19
  article-title: Metagenomics uncovers gaps in amplicon-based detection of microbial diversity.
  publication-title: Nat. Microbiol.
  doi: 10.1038/nmicrobiol.2015.32
  contributor:
    fullname: Eloe-Fadrosh
– volume: 7
  year: 2018
  ident: B2
  article-title: Benchmarking taxonomic assignments based on 16S rRNA gene profiling of the microbiota from commonly sampled environments.
  publication-title: GigaScience
  doi: 10.1093/gigascience/giy054
  contributor:
    fullname: Almeida
– volume: 12
  year: 2017
  ident: B18
  article-title: Towards long-read metagenomics: complete assembly of three novel genomes from bacteria dependent on a diazotrophic cyanobacterium in a freshwater lake co-culture.
  publication-title: Stand. Genomic Sci.
  doi: 10.1186/s40793-017-0224-8
  contributor:
    fullname: Driscoll
– volume: 6
  year: 2015
  ident: B68
  article-title: Primer and platform effects on 16S rRNA tag sequencing.
  publication-title: Front. Microbiol.
  doi: 10.3389/fmicb.2015.00771
  contributor:
    fullname: Tremblay
– volume: 6
  year: 2018
  ident: B7
  article-title: Optimizing taxonomic classification of marker-gene amplicon sequences with QIIME 2’s q2-feature-classifier plugin.
  publication-title: Microbiome
  doi: 10.1186/s40168-018-0470-z
  contributor:
    fullname: Bokulich
– volume: 41
  start-page: D590
  year: 2013
  ident: B53
  article-title: The SILVA ribosomal RNA gene database project: improved data processing and web-based tools.
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gks1219
  contributor:
    fullname: Quast
– volume: 4
  start-page: e00271
  year: 2019
  ident: B14
  article-title: Impact of preservation method and 16S rRNA hypervariable region on gut microbiota profiling.
  publication-title: MSystems
  doi: 10.1128/mSystems.00271-18
  contributor:
    fullname: Chen
– volume: 2
  start-page: 1
  year: 2015
  ident: B33
  article-title: Composition, diversity and abundance of gut microbiome in prediabetes and type 2 diabetes.
  publication-title: J. Diabetes Obes.
  contributor:
    fullname: Lambeth
– volume: 153
  start-page: 388
  year: 2014
  ident: B43
  article-title: Two amplicon sequencing strategies revealed different facets of the prokaryotic community associated with the anaerobic treatment of vinasses from ethanol distilleries.
  publication-title: Bioresour. Technol.
  doi: 10.1016/j.biortech.2013.12.030
  contributor:
    fullname: Martínez
– volume: 9
  start-page: 811
  year: 2012
  ident: B60
  article-title: Metagenomic microbial community profiling using unique clade-specific marker genes.
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2066
  contributor:
    fullname: Segata
– volume: 30
  start-page: 260
  year: 2018
  ident: B23
  article-title: Environmental influences on child health outcomes, a research program of the NIH.
  publication-title: Curr. Opin. Pediatr
  doi: 10.1097/MOP.0000000000000600
  contributor:
    fullname: Gillman
– volume: 34
  start-page: 1235
  year: 2018
  ident: B45
  article-title: bioBakery: a meta’omic analysis environment.
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btx754
  contributor:
    fullname: McIver
– volume: 48
  start-page: 1296
  year: 2016
  ident: B62
  article-title: Exploring the risk factors for differences in the cumulative incidence of coeliac disease in two neighboring countries: the prospective diabimmune study.
  publication-title: Dig. Liver Dis.
  doi: 10.1016/j.dld.2016.06.029
  contributor:
    fullname: Simre
– volume: 16
  year: 2015
  ident: B49
  article-title: Evaluation of shotgun metagenomics sequence classification methods using in silico and in vitro simulated communities.
  publication-title: BMC Bioinformatics
  doi: 10.1186/s12859-015-0788-5
  contributor:
    fullname: Peabody
– volume: 20
  year: 2019
  ident: B74
  article-title: Improved metagenomic analysis with Kraken 2.
  publication-title: Genome Biol.
  doi: 10.1186/s13059-019-1891-0
  contributor:
    fullname: Wood
– volume: 27
  start-page: 325
  year: 1957
  ident: B9
  article-title: An ordination of the upland forest communities of southern wisconsin.
  publication-title: Ecol. Monogr.
  doi: 10.2307/1942268
  contributor:
    fullname: Bray
– volume: 486
  start-page: 222
  year: 2012
  ident: B76
  article-title: Human gut microbiome viewed across age and geography.
  publication-title: Nature
  doi: 10.1038/nature11053
  contributor:
    fullname: Yatsunenko
– volume: 196
  start-page: 298
  year: 2018
  ident: B20
  article-title: Advancing the science of children’s positive health in the NIH environmental influences on child health outcomes (ECHO) research program.
  publication-title: J. Pediatr
  doi: 10.1016/j.jpeds.2018.02.004
  contributor:
    fullname: Forrest
– volume: 469
  start-page: 967
  year: 2016
  ident: B55
  article-title: Analysis of the microbiome: advantages of whole genome shotgun versus 16S amplicon sequencing.
  publication-title: Biochem. Biophys. Res. Commun.
  doi: 10.1016/j.bbrc.2015.12.083
  contributor:
    fullname: Ranjan
– volume: 6
  year: 2015
  ident: B29
  article-title: From next-generation sequencing to systematic modeling of the gut microbiome.
  publication-title: Front. Genet.
  doi: 10.3389/fgene.2015.00219
  contributor:
    fullname: Ji
– volume: 48
  year: 2020
  ident: B67
  article-title: Taxonomic classification method for metagenomics based on core protein families with Core-Kaiju.
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkaa568
  contributor:
    fullname: Tovo
– volume: 11
  start-page: 2639
  year: 2017
  ident: B12
  article-title: Exact sequence variants should replace operational taxonomic units in marker-gene data analysis.
  publication-title: ISME J.
  doi: 10.1038/ismej.2017.119
  contributor:
    fullname: Callahan
– year: 2020
  ident: B30
  article-title: Enabling high-accuracy long-read amplicon sequences using unique molecular identifiers with nanopore or pacbio sequencing.
  publication-title: BioRxiv [Preprint].
  doi: 10.1101/645903
  contributor:
    fullname: Karst
– volume: 5
  year: 2010
  ident: B52
  article-title: FastTree 2–approximately maximum-likelihood trees for large alignments.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0009490
  contributor:
    fullname: Price
– volume: 3
  year: 2018
  ident: B26
  article-title: Evaluating the information content of shallow shotgun metagenomics.
  publication-title: mSystems
  doi: 10.1128/mSystems.00069-18
  contributor:
    fullname: Hillmann
– volume: 35
  start-page: 249
  year: 2014
  ident: B11
  article-title: Emerging roles of the microbiome in cancer.
  publication-title: Carcinogenesis
  doi: 10.1093/carcin/bgt392
  contributor:
    fullname: Bultman
– volume: 34
  start-page: 1812
  year: 2017
  ident: B32
  article-title: TimeTree: a resource for timelines, timetrees, and divergence times.
  publication-title: Mol. Biol. Evol.
  doi: 10.1093/molbev/msx116
  contributor:
    fullname: Kumar
– volume: 22
  start-page: 713
  year: 2016
  ident: B66
  article-title: The microbiome in early life: implications for health outcomes.
  publication-title: Nat. Med.
  doi: 10.1038/nm.4142
  contributor:
    fullname: Tamburini
– volume: 15
  year: 2020
  ident: B72
  article-title: Tax4Fun2: prediction of habitat-specific functional profiles and functional redundancy based on 16S rRNA gene sequences.
  publication-title: Environ. Microbiome
  doi: 10.1186/s40793-020-00358-7
  contributor:
    fullname: Wemheuer
– volume: 32
  start-page: 1363
  year: 2004
  ident: B39
  article-title: ARB: a software environment for sequence data.
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkh293
  contributor:
    fullname: Ludwig
– volume: 13
  start-page: 360
  year: 2015
  ident: B22
  article-title: Sequencing and beyond: integrating molecular “omics” for microbial community profiling.
  publication-title: Nat. Rev. Microbiol.
  doi: 10.1038/nrmicro3451
  contributor:
    fullname: Franzosa
– volume: 15
  year: 2020
  ident: B10
  article-title: Microbial resolution of whole genome shotgun and 16S amplicon metagenomic sequencing using publicly available NEON data.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0228899
  contributor:
    fullname: Brumfield
– volume: 8
  year: 2013
  ident: B70
  article-title: The variability of the 16S rRNA gene in bacterial genomes and its consequences for bacterial community analyses.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0057923
  contributor:
    fullname: Větrovský
– volume: 17
  start-page: 10
  year: 2011
  ident: B42
  article-title: Cutadapt removes adapter sequences from high-throughput sequencing reads.
  publication-title: EMBnet. J
  doi: 10.14806/ej.17.1.200
  contributor:
    fullname: Martin
– volume: 10
  year: 2020
  ident: B54
  article-title: Diversity, compositional and functional differences between gut microbiota of children and adults.
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-020-57734-z
  contributor:
    fullname: Radjabzadeh
– volume: 2
  start-page: e00127
  year: 2017
  ident: B15
  article-title: Microbiome helper: a custom and streamlined workflow for microbiome research.
  publication-title: MSystems
  doi: 10.1128/mSystems.00127-16
  contributor:
    fullname: Comeau
– volume: 7
  year: 2019
  ident: B56
  article-title: Comparative analysis of amplicon and metagenomic sequencing methods reveals key features in the evolution of animal metaorganisms.
  publication-title: Microbiome
  doi: 10.1186/s40168-019-0743-1
  contributor:
    fullname: Rausch
– volume: 18
  year: 2017
  ident: B44
  article-title: Comprehensive benchmarking and ensemble approaches for metagenomic classifiers.
  publication-title: Genome Biol.
  doi: 10.1186/s13059-017-1299-7
  contributor:
    fullname: McIntyre
– volume: 9
  year: 2019
  ident: B73
  article-title: Metagenome-assembled genomes provide new insight into the microbial diversity of two thermal pools in Kamchatka, Russia.
  publication-title: Sci. Rep
  doi: 10.1038/s41598-019-39576-6
  contributor:
    fullname: Wilkins
– volume: 109
  start-page: 4203
  year: 2012
  ident: B59
  article-title: Multiple self-splicing introns in the 16S rRNA genes of giant sulfur bacteria.
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  doi: 10.1073/pnas.1120192109
  contributor:
    fullname: Salman
– volume: 71
  start-page: 8966
  year: 2005
  ident: B1
  article-title: Pcr-induced sequence artifacts and bias: insights from comparison of two 16s rrna clone libraries constructed from the same sample.
  publication-title: Appl. Environ. Microbiol.
  doi: 10.1128/aem.71.12.8966-8969.2005
  contributor:
    fullname: Acinas
– volume: 65
  start-page: 76
  year: 2016
  ident: B75
  article-title: The infant microbiome: implications for infant health and neurocognitive development.
  publication-title: Nurs. Res.
  doi: 10.1097/nnr.0000000000000133
  contributor:
    fullname: Yang
– volume: 35
  start-page: 1077
  year: 2017
  ident: B64
  article-title: Assessment of variation in microbial community amplicon sequencing by the Microbiome Quality Control (MBQC) project consortium.
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3981
  contributor:
    fullname: Sinha
– volume: 8
  year: 2016
  ident: B6
  article-title: Antibiotics, birth mode, and diet shape microbiome maturation during early life.
  publication-title: Sci. Transl. Med.
  doi: 10.1126/scitranslmed.aad7121
  contributor:
    fullname: Bokulich
– volume: 562
  start-page: 583
  year: 2018
  ident: B65
  article-title: Temporal development of the gut microbiome in early childhood from the teddy study.
  publication-title: Nature
  doi: 10.1038/s41586-018-0617-x
  contributor:
    fullname: Stewart
– volume: 8
  year: 2018
  ident: B79
  article-title: Impact of sequencing depth on the characterization of the microbiome and resistome.
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-018-24280-8
  contributor:
    fullname: Zaheer
– volume: 76
  start-page: 7373
  year: 2010
  ident: B37
  article-title: Broad conservation of milk utilization genes in bifidobacterium longum subsp. infantis as revealed by comparative genomic hybridization.
  publication-title: Appl. Environ. Microbiol.
  doi: 10.1128/aem.00675-10
  contributor:
    fullname: LoCascio
– volume: 165
  start-page: 842
  year: 2016
  ident: B69
  article-title: Variation in microbiome LPS immunogenicity contributes to autoimmunity in humans.
  publication-title: Cell
  doi: 10.1016/j.cell.2016.04.007
  contributor:
    fullname: Vatanen
– volume: 13
  start-page: 581
  year: 2016
  ident: B13
  article-title: DADA2: high resolution sample inference from illumina amplicon data.
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3869
  contributor:
    fullname: Callahan
– volume: 47
  start-page: W256
  year: 2019
  ident: B36
  article-title: Interactive Tree Of Life (iTOL) v4: recent updates and new developments.
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkz239
  contributor:
    fullname: Letunic
– volume: 489
  start-page: 220
  year: 2012
  ident: B38
  article-title: Diversity, stability and resilience of the human gut microbiota.
  publication-title: Nature
  doi: 10.1038/nature11550
  contributor:
    fullname: Lozupone
– volume: 27
  start-page: 379
  year: 1948
  ident: B61
  article-title: A mathematical theory of communication.
  publication-title: Bell Syst. Tech. J.
  doi: 10.1002/j.1538-7305.1948.tb01338.x
  contributor:
    fullname: Shannon
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Snippet The colonization of the human gut microbiome begins at birth, and over time, these microbial communities become increasingly complex. Most of what we currently...
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SubjectTerms 16S rRNA gene
amplicon sequencing
gut microbiome
metagenome
Microbiology
pediatric cohort
sequencing depth
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Title Comparative Analysis of 16S rRNA Gene and Metagenome Sequencing in Pediatric Gut Microbiomes
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