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Volumn 15, Issue 1, 2015, Pages

The truth about metagenomics: Quantifying and counteracting bias in 16S rRNA studies Ecological and evolutionary microbiology

Author keywords

Assessments of microbial community structure via metagenomics; DNA extraction bias; Next generation sequencing; PCR bias; Quality control

Indexed keywords

RNA 16S; BACTERIAL DNA;

EID: 85011974719     PISSN: None     EISSN: 14712180     Source Type: Journal    
DOI: 10.1186/s12866-015-0351-6     Document Type: Article
Times cited : (350)

References (47)
  • 2
    • 84862024684 scopus 로고    scopus 로고
    • Unlocking the potential of metagenomics through replicated experimental design
    • 1:CAS:528:DC%2BC38Xot1Cgs74%3D
    • Knight R, Jansson J, Field D, Fierer N, Desai N, Fuhrman JA, et al. Unlocking the potential of metagenomics through replicated experimental design. Nat Biotech. 2012; 30(6):513-20.
    • (2012) Nat Biotech , vol.30 , Issue.6 , pp. 513-520
    • Knight, R.1    Jansson, J.2    Field, D.3    Fierer, N.4    Desai, N.5    Fuhrman, J.6
  • 4
    • 84865060813 scopus 로고    scopus 로고
    • PCR biases distort bacterial and archaeal community structure in pyrosequencing datasets
    • Pinto AJ, Raskin L. PCR biases distort bacterial and archaeal community structure in pyrosequencing datasets. PLoS ONE. 2012; 7:43093.
    • (2012) PLoS ONE , vol.7 , pp. 43093
    • Pinto, A.J.1    Raskin, L.2
  • 5
    • 72649084530 scopus 로고    scopus 로고
    • Polymerase chain reaction primers miss half of rRNA microbial diversity
    • 1:CAS:528:DC%2BD1MXhsVGru7zF 19693101
    • Hong SH, Bunge J, Leslin C, Jeon S, Epstein SS. Polymerase chain reaction primers miss half of rRNA microbial diversity. ISME J. 2009; 3:1365-73.
    • (2009) ISME J , vol.3 , pp. 1365-1373
    • Hong, S.H.1    Bunge, J.2    Leslin, C.3    Jeon, S.4    Epstein, S.S.5
  • 6
    • 84871751049 scopus 로고    scopus 로고
    • Effects of PCR cycle number and DNA polymerase type on the 16S rRNA gene pyrosequencing analysis of bacterial communities
    • 1:CAS:528:DC%2BC3sXjtlKjtQ%3D%3D 23274999
    • Ahn J-H, Kim B-Y, Song J, Weon H-Y. Effects of PCR cycle number and DNA polymerase type on the 16S rRNA gene pyrosequencing analysis of bacterial communities. J Microbiol. 2012; 50:1071-4.
    • (2012) J Microbiol , vol.50 , pp. 1071-1074
    • Ahn, J.-H.1    Kim, B.-Y.2    Song, J.3    Weon, H.-Y.4
  • 8
    • 84866065801 scopus 로고    scopus 로고
    • Groundtruthing next-gen sequencing for microbial ecology-biases and errors in community structure estimates from PCR amplicon pyrosequencing
    • Lee CK, Herbold CW, Polson SW, Wommack KE, Williamson SJ, McDonald IR, et al. Groundtruthing next-gen sequencing for microbial ecology-biases and errors in community structure estimates from PCR amplicon pyrosequencing. PLoS ONE. 2012; 7:44224.
    • (2012) PLoS ONE , vol.7 , pp. 44224
    • Lee, C.K.1    Herbold, C.W.2    Polson, S.W.3    Wommack, K.E.4    Williamson, S.J.5    McDonald, I.6
  • 9
    • 77957723630 scopus 로고    scopus 로고
    • Effects of polymerase, template dilution and cycle number on PCR based 16S rRNA diversity analysis using the deep sequencing method
    • 2964677 20937143
    • Wu J-Y, Jiang X-T, Jiang Y-X, Lu S-Y, Zou F, Zhou H-W. Effects of polymerase, template dilution and cycle number on PCR based 16S rRNA diversity analysis using the deep sequencing method. BMC Microbiology. 2010; 10:255.
    • (2010) BMC Microbiology , vol.10 , pp. 255
    • Wu, J.-Y.1    Jiang, X.-T.2    Jiang, Y.-X.3    Lu, S.-Y.4    Zou, F.5    Zhou, H.-W.6
  • 10
    • 77955067191 scopus 로고    scopus 로고
    • Sampling and pyrosequencing methods for characterizing bacterial communities in the human gut using 16S sequence tags
    • 2921404 20673359 M3: 10.1186/1471-2180-10-206
    • Wu G, Lewis J, Hoffmann C, Chen Y-Y, Knight R, Bittinger K, et al. Sampling and pyrosequencing methods for characterizing bacterial communities in the human gut using 16S sequence tags. BMC Microbiology. 2010; 10(1):206. M3: 10.1186/1471-2180-10-206.
    • (2010) BMC Microbiology , vol.10 , Issue.1 , pp. 206
    • Wu, G.1    Lewis, J.2    Hoffmann, C.3    Chen, Y.-Y.4    Knight, R.5    Bittinger, K.6
  • 11
    • 0344629203 scopus 로고    scopus 로고
    • Bias and artifacts in multitemplate polymerase chain reactions (PCR)
    • 1:CAS:528:DC%2BD2cXhsFersg%3D%3D 16233530
    • Kanagawa T. Bias and artifacts in multitemplate polymerase chain reactions (PCR). J Biosci Bioeng. 2003; 96:317-23.
    • (2003) J Biosci Bioeng , vol.96 , pp. 317-323
    • Kanagawa, T.1
  • 12
    • 68549132517 scopus 로고    scopus 로고
    • Assessment of bias associated with incomplete extraction of microbial DNA from soil
    • 2725469 1:CAS:528:DC%2BD1MXhtVeltLbO 19561189
    • Feinstein LM, Sui WJ, Blackwood CB. Assessment of bias associated with incomplete extraction of microbial DNA from soil. Appl Environ Microbiol. 2009; 75:5428-33.
    • (2009) Appl Environ Microbiol , vol.75 , pp. 5428-5433
    • Feinstein, L.M.1    Sui, W.J.2    Blackwood, C.B.3
  • 13
    • 33846057772 scopus 로고    scopus 로고
    • Comparison of five commercial DNA extraction kits for the recovery of Francisella tularensis DNA from spiked soil samples
    • 1:CAS:528:DC%2BD2sXmtVClsg%3D%3D
    • Whitehouse CA, Hottel HE. Comparison of five commercial DNA extraction kits for the recovery of Francisella tularensis DNA from spiked soil samples. Mol Cellular Probes. 2007; 21:92-6.
    • (2007) Mol Cellular Probes , vol.21 , pp. 92-96
    • Whitehouse, C.A.1    Hottel, H.E.2
  • 14
    • 72949107142 scopus 로고    scopus 로고
    • Introducing mothur: Open-source, platform-independent, community-supported software for describing and comparing microbial communities
    • 2786419 1:CAS:528:DC%2BC3cXis1yltw%3D%3D 19801464
    • Schloss PD, Westcott SL, Ryabin T, Hall JR, Hartmann M, Hollister EB, et al. Introducing mothur: Open-source, platform-independent, community-supported software for describing and comparing microbial communities. Appl Environ Microbiol. 2009; 75:7537-41.
    • (2009) Appl Environ Microbiol , vol.75 , pp. 7537-7541
    • Schloss, P.D.1    Westcott, S.L.2    Ryabin, T.3    Hall, J.R.4    Hartmann, M.5    Hollister, E.6
  • 15
    • 69549112742 scopus 로고    scopus 로고
    • Accurate determination of microbial diversity from 454 pyrosequencing data
    • 1:CAS:528:DC%2BD1MXps1ahtL0%3D 19668203
    • Quince C, Lanzén A, Curtis TP, Davenport RJ, Hall N, Head IM, et al. Accurate determination of microbial diversity from 454 pyrosequencing data. Nature Methods. 2009; 6:639-641.
    • (2009) Nature Methods , vol.6 , pp. 639-641
    • Quince, C.1    Lanzén, A.2    Curtis, T.P.3    Davenport, R.J.4    Hall, N.5    Head, I.6
  • 16
    • 73349110099 scopus 로고    scopus 로고
    • Wrinkles in the rare biosphere: Pyrosequencing errors can lead to artificial inflation of diversity estimates
    • 1:CAS:528:DC%2BC3cXhvFaisb4%3D 19725865
    • Kunin V, Engelbrektson A, Ochman H, Hugenholtz P. Wrinkles in the rare biosphere: Pyrosequencing errors can lead to artificial inflation of diversity estimates. Environmental Microbiology. 2010; 12:118-123.
    • (2010) Environmental Microbiology , vol.12 , pp. 118-123
    • Kunin, V.1    Engelbrektson, A.2    Ochman, H.3    Hugenholtz, P.4
  • 17
    • 77955251092 scopus 로고    scopus 로고
    • Ironing out the wrinkles in the rare biosphere through improved OTU clustering
    • 2909393 1:CAS:528:DC%2BC3cXhtVegsLnO 20236171
    • Huse SM, Welch DM, Morrison HG, Sogin ML. Ironing out the wrinkles in the rare biosphere through improved OTU clustering. Environmental Microbiology. 2010; 12:1889-1898.
    • (2010) Environmental Microbiology , vol.12 , pp. 1889-1898
    • Huse, S.M.1    Welch, D.M.2    Morrison, H.G.3    Sogin, M.L.4
  • 18
    • 79952006773 scopus 로고    scopus 로고
    • Chimeric 16S rRNA sequence formation and detection in Sanger and 454-pyrosequenced PCR amplicons
    • 3044863 1:CAS:528:DC%2BC3MXjt1aisbc%3D 21212162
    • Haas BJ, Gevers D, Earl AM, Feldgarden M, Ward DV, Giannoukos G, et al. Chimeric 16S rRNA sequence formation and detection in Sanger and 454-pyrosequenced PCR amplicons. Genome Res. 2011; 21:494-504.
    • (2011) Genome Res. , vol.21 , pp. 494-504
    • Haas, B.J.1    Gevers, D.2    Earl, A.M.3    Feldgarden, M.4    Ward, D.V.5    Giannoukos, G.6
  • 19
    • 84868094960 scopus 로고    scopus 로고
    • Incorporating 16S gene copy number information improves estimates of microbial diversity and abundance
    • Kembel SW, Wu M, Eisen JA, Green JL. Incorporating 16S gene copy number information improves estimates of microbial diversity and abundance. PLoS Computational Biology. 2012; 8:1002743.
    • (2012) PLoS Computational Biology , vol.8 , pp. 1002743
    • Kembel, S.W.1    Wu, M.2    Eisen, J.A.3    Green, J.L.4
  • 20
    • 84877875555 scopus 로고    scopus 로고
    • The gut microbiota of a patient with resistant tuberculosis is more comprehensively studied by culturomics than by metagenomics
    • 1:STN:280:DC%2BC3s3ntVWjsw%3D%3D 23291779
    • Dubourg G, Lagier J-C, Armougom F, Robert C, Hamad I, Brouqui P, et al. The gut microbiota of a patient with resistant tuberculosis is more comprehensively studied by culturomics than by metagenomics. Eur. J. Clin. Microbiol. Infect. Dis. 2013; 32:637-645.
    • (2013) Eur. J. Clin. Microbiol. Infect. Dis. , vol.32 , pp. 637-645
    • Dubourg, G.1    Lagier, J.-C.2    Armougom, F.3    Robert, C.4    Hamad, I.5    Brouqui, P.6
  • 21
    • 84888865593 scopus 로고    scopus 로고
    • Differential abundance analysis for microbial marker-gene surveys
    • 4010126 1:CAS:528:DC%2BC3sXhsFaksbvP 24076764
    • Paulson JN, Stine OS, Bravo HC, Pop M. Differential abundance analysis for microbial marker-gene surveys. Nature Methods. 2013; 10:1200-1202.
    • (2013) Nature Methods , vol.10 , pp. 1200-1202
    • Paulson, J.N.1    Stine, O.S.2    Bravo, H.C.3    Pop, M.4
  • 23
    • 67651247607 scopus 로고    scopus 로고
    • Pyrosequencing-based assessment of soil pH as a predictor of soil bacterial community structure at the continental scale
    • 2725504 1:CAS:528:DC%2BD1MXhtVSgtrjJ 19502440
    • Lauber CL, Hamady M, Knight R, Fierer N. Pyrosequencing-based assessment of soil pH as a predictor of soil bacterial community structure at the continental scale. Applied and Environmental Microbiology. 2009; 75:5111-5120.
    • (2009) Applied and Environmental Microbiology , vol.75 , pp. 5111-5120
    • Lauber, C.L.1    Hamady, M.2    Knight, R.3    Fierer, N.4
  • 24
    • 46349105615 scopus 로고    scopus 로고
    • Predicting failure rate of PCR in large genomes
    • Andreson R, Mols T, Remm M. Predicting failure rate of PCR in large genomes. Nucleic Acids Res. 2008; 36:66.
    • (2008) Nucleic Acids Res. , vol.36 , pp. 66
    • Andreson, R.1    Mols, T.2    Remm, M.3
  • 26
    • 11244285395 scopus 로고    scopus 로고
    • Optimization of Streptomyces peucetius var. Caesius n47 cultivation and ε-rhodomycinone production using experimental designs and response surface methods
    • 1:CAS:528:DC%2BD2cXhtVaisrnK 15480939
    • Kiviharju K, Leisola M, Eerikäinen T. Optimization of Streptomyces peucetius var. caesius n47 cultivation and ε-rhodomycinone production using experimental designs and response surface methods. Journal of Industrial Microbiology and Biotechnology. 2004; 31:475-481.
    • (2004) Journal of Industrial Microbiology and Biotechnology , vol.31 , pp. 475-481
    • Kiviharju, K.1    Leisola, M.2    Eerikäinen, T.3
  • 27
    • 34247117049 scopus 로고    scopus 로고
    • Mixture design as a first step for optimization of fermentation medium for cutinase production from Ceolletotrichum lindemutianum
    • Rispoli FJ, Shah V. Mixture design as a first step for optimization of fermentation medium for cutinase production from Ceolletotrichum lindemutianum. Journal of Industrial Microbiology and Biotechnology. 2007; 5:349-355.
    • (2007) Journal of Industrial Microbiology and Biotechnology , vol.5 , pp. 349-355
    • Rispoli, F.J.1    Shah, V.2
  • 28
    • 48349118829 scopus 로고    scopus 로고
    • Use of a D-optimal design with constrains to quantify the effects of the mixture of sodium, potassium, calcium and magnesium chloride salts on the growth parameters of Saccharomyces cerevisiae
    • 1:CAS:528:DC%2BD1cXovFyqurc%3D 18465155
    • Bautista-Gallego J, Arroyo-López FN, Chiesa A, Duráin-Quintana MC, Garrido-Fernández A. Use of a D-optimal design with constrains to quantify the effects of the mixture of sodium, potassium, calcium and magnesium chloride salts on the growth parameters of Saccharomyces cerevisiae. Journal of Industrial Microbiology and Biotechnology. 2008; 35:889-900.
    • (2008) Journal of Industrial Microbiology and Biotechnology , vol.35 , pp. 889-900
    • Bautista-Gallego, J.1    Arroyo-López, F.N.2    Chiesa, A.3    Duráin-Quintana, M.C.4    Garrido-Fernández, A.5
  • 29
    • 77950459046 scopus 로고    scopus 로고
    • PCR detection of nitrite reductase genes (nirk and nirs) and use of active consortia of constructed ternary adherent staphylococcal cultures via mixture design for a denitrification process
    • Harbi B, Chaieb K, Jabeur C, Mahdouani K, Bakhrouf A. PCR detection of nitrite reductase genes (nirk and nirs) and use of active consortia of constructed ternary adherent staphylococcal cultures via mixture design for a denitrification process. World Journal of Microbiology and Biotechnology. 2010; 31:473-480.
    • (2010) World Journal of Microbiology and Biotechnology , vol.31 , pp. 473-480
    • Harbi, B.1    Chaieb, K.2    Jabeur, C.3    Mahdouani, K.4    Bakhrouf, A.5
  • 30
    • 64449085098 scopus 로고    scopus 로고
    • Use of a D-optimal mixture design to estimate the effects of diverse chloride salts on the growth parameters of Lactobacillus pentosus
    • 19376461
    • Arroyo-López FN, Bautista-Gallego J, Chiesa A, Durán-Quintana MC, Garrido-Fernández A. Use of a D-optimal mixture design to estimate the effects of diverse chloride salts on the growth parameters of Lactobacillus pentosus. Food Microbiology. 2009; 26:396-403.
    • (2009) Food Microbiology , vol.26 , pp. 396-403
    • Arroyo-López, F.N.1    Bautista-Gallego, J.2    Chiesa, A.3    Durán-Quintana, M.C.4    Garrido-Fernández, A.5
  • 31
    • 84862192626 scopus 로고    scopus 로고
    • Evaluation of 16S rDNA-based community profiling for human microbiome research
    • Jumpstart Consortium Human Microbiome Project Data Generation, Working Group M3: doi:10.1371/journal.pone.0039315
    • Jumpstart Consortium Human Microbiome Project Data Generation, Working Group. Evaluation of 16S rDNA-based community profiling for human microbiome research. PLoS ONE. 2012; 7(6):39315. M3: doi:10.1371/journal.pone.0039315.
    • (2012) PLoS ONE , vol.7 , Issue.6 , pp. 39315
  • 32
    • 34548293679 scopus 로고    scopus 로고
    • Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy
    • 1950982 1:CAS:528:DC%2BD2sXpsleqtrc%3D 17586664
    • Wang Q, Garrity GM, Tiedje JM, Cole JR. Naive bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Applied and Environmental Microbiology. 2007; 73(16):5261-5267.
    • (2007) Applied and Environmental Microbiology , vol.73 , Issue.16 , pp. 5261-5267
    • Wang, Q.1    Garrity, G.M.2    Tiedje, J.M.3    Cole, J.R.4
  • 33
    • 0031711754 scopus 로고    scopus 로고
    • Bias in template-to-product ratios in multitemplate PCR
    • 1:CAS:528:DyaK1cXms1entrc%3D
    • Polz MF, Cavanaugh CM. Bias in template-to-product ratios in multitemplate PCR. Applied and Environmental Microbiolology. 1998; 64:3724-3730.
    • (1998) Applied and Environmental Microbiolology , vol.64 , pp. 3724-3730
    • Polz, M.F.1    Cavanaugh, C.M.2
  • 34
    • 65349091290 scopus 로고    scopus 로고
    • Effect of PCR amplicon size on assessments of clone library microbial diversity and community structure
    • 2716130 1:CAS:528:DC%2BD1MXmsVequro%3D 19220394
    • Huber JA, Morrison HG, Huse SM, Neal PR, Sogin ML, Welch DBM. Effect of PCR amplicon size on assessments of clone library microbial diversity and community structure. Environmental microbiology. 2009; 11(5):1292-1302.
    • (2009) Environmental Microbiology , vol.11 , Issue.5 , pp. 1292-1302
    • Huber, J.A.1    Morrison, H.G.2    Huse, S.M.3    Neal, P.R.4    Sogin, M.L.5    Welch, D.B.M.6
  • 39
    • 84862276328 scopus 로고    scopus 로고
    • Structure, function and diversity of the healthy human microbiome
    • The Human Microbiome Consortium
    • The Human Microbiome Consortium. Structure, function and diversity of the healthy human microbiome. Nature. 2012; 486:207-214.
    • (2012) Nature , vol.486 , pp. 207-214
  • 41
    • 84938977575 scopus 로고    scopus 로고
    • nal Center for Biotechnology Information (NCBI)
    • National Center for Biotechnology Information (NCBI). [ http://www.ncbi.nlm.nih.gov ]
  • 42
    • 84878794922 scopus 로고    scopus 로고
    • Genomic sequence analysis and characterization of Sneathia amnii sp. Nov
    • 21641384201217
    • Harwich MD Jr., Serrano MG, Fettweis JM, Alves JM, Reimers MA, Vaginal Microbiome Consortium (additional members), et al. Genomic sequence analysis and characterization of Sneathia amnii sp. nov. BMC Genomics. 2012; 13 Suppl 8:4-21641384201217.
    • (2012) BMC Genomics , vol.138 , pp. 4
    • Harwich, M.D.1    Serrano, M.G.2    Fettweis, J.M.3    Alves, J.M.4    Reimers, M.A.5
  • 46
    • 85018124706 scopus 로고    scopus 로고
    • JMP. [ http://www.jmp.com ]
    • JMP
  • 47
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomforest
    • Liaw A, Wiener M. Classification and regression by randomforest. R News. 2002; 2:18-22.
    • (2002) R News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2


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