Skip to content
naulon

No retraction, correction or concern found when last checked on Oct 29, 2026.

Ironing out the wrinkles in the rare biosphere through improved OTU clustering

Susan M. Huse, David Mark Welch, Hilary G. Morrison and 1 more

Environmental Microbiology · 2010

doi:10.1111/j.1462-2920.2010.02193.x

Abstract

Summary Deep sequencing of PCR amplicon libraries facilitates the detection of low‐abundance populations in environmental DNA surveys of complex microbial communities. At the same time, deep sequencing can lead to overestimates of microbial diversity through the generation of low‐frequency, error‐prone reads. Even with sequencing error rates below 0.005 per nucleotide position, the common method of generating operational taxonomic units (OTUs) by multiple sequence alignment and complete‐linkage clustering significantly increases the number of predicted OTUs and inflates richness estimates. We show that a 2% single‐linkage preclustering methodology followed by an average‐linkage clustering based on pairwise alignments more accurately predicts expected OTUs in both single and pooled template preparations of known taxonomic composition. This new clustering method can reduce the OTU richness in environmental samples by as much as 30–60% but does not reduce the fraction of OTUs in long‐tailed rank abundance curves that defines the rare biosphere.

Shown for reading. Its publisher allows quoting it, not republishing it.

References 25

  1. 1.

    Altschul SF, Gish W, Miller W, Meyers EW, Lipman DJ. Basic local alignment search tool. J Mol Biol. 1990;215:403-410.

    Not in our library10.1016/s0022-2836(05)80360-2

  2. 2.

    Brockman W, Alvarez P, Young S, Garber M, Giannoukos G, Lee WL, et al. Quality scores and SNP detection in sequencing-by-synthesis systems. Genome Res. 2008;18:763-770.

    Not in our library10.1101/gr.070227.107

  3. 3.

    DeSantis TZ, Hugenholtz P, Keller K, Brodie EL, Larsen N, Piceno YM, et al. NAST: a multiple sequence alignment server for comparative analysis of 16S rRNA genes. Nucleic Acids Res. 2006;34:W394-W399.

    Not in our library10.1093/nar/gkl244

  4. 4.

    Edgar RC. MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004;32:1792-1797.

    Not in our library10.1093/nar/gkh340

  5. 5.

    Ewing B, Green P. Base-calling of automated sequencer traces using Phred. II. Error probabilities. Genome Res. 1998;8:186-194.

    Not in our library

  6. 6.

    Ewing B, Hillier L, Wendl MC, Green P. Base-calling of automated sequencer traces using Phred I. Accuracy assessment. Genome Res. 1998;8:175-185.

    Not in our library10.1101/gr.8.3.175

  7. 7.

    Gilbert JA, Field D, Swift P, Newbold L, Oliver A, Smyth T, et al. The seasonal structure of microbial communities in the Western English Channel. Environ Microbiol. 2009;11:3132-3139.

    Not in our library10.1111/j.1462-2920.2009.02017.x

  8. 8.

    Huber JA, Mark Welch DB, Morrison HG, Huse SM, Neal PR, Butterfield DA, Sogin ML. Microbial population structures in the deep marine biosphere. Science. 2007;318:97-100.

    Not in our library10.1126/science.1146689

  9. 9.

    Huber JA, Morrison HG, Huse SM, Neal PR, Sogin ML, Mark Welch DB. Effect of PCR amplicon size on assessments of clone library microbial diversity and community structure. Environ Microbiol. 2009;11:1292-1302.

    Not in our library10.1111/j.1462-2920.2008.01857.x

  10. 10.
  11. 11.
  12. 12.

    Kunin V, Engelbrektson A, Ochman H, Hugenholtz P. Wrinkles in the rare biosphere: pyrosequencing errors lead to artificial inflation of diversity estimates. Environ Microbiol. 2010;12:118-123.

    Not in our library10.1111/j.1462-2920.2009.02051.x

  13. 13.

    McLellan SL, Huse SM, Mueller-Spitz SR, Andreishcheva EN, Sogin ML. Diversity and population structure of sewage derived microorganisms in wastewater treatment plant influent. Environ Microbiol. 2010;12:378-392.

    Not in our library10.1111/j.1462-2920.2009.02075.x

  14. 14.

    Needleman SB, Wunsch CD. A general method applicable to the search for similarities in the amino acid sequence of two proteins. J Mol Biol. 1970;48:443-453.

    Not in our library10.1016/0022-2836(70)90057-4

  15. 15.

    Pedros-Alio C. Marine microbial diversity: can it be determined? Trends Microbiol. 2006;14:257-263.

    Not in our library10.1016/j.tim.2006.04.007

  16. 16.

    Pedros-Alio C. ECOLOGY: dipping into the rare biosphere. Science. 2007;315:192-193.

    Not in our library10.1126/science.1135933

  17. 17.

    Quince C, Lanzen A, Curtis TP, Davenport RJ, Hall N, Head IM, et al. Noise and the accurate determination of microbial diversity from 454 pyrosequencing data. Nat Methods. 2009;6:639-641.

    Not in our library10.1038/nmeth.1361

  18. 18.

    Reeder J, Knight R. The ‘rare biosphere’: a reality check. Nat Methods. 2009;6:636-637.

    Not in our library10.1038/nmeth0909-636

  19. 19.

    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;75:7537-7541.

    Not in our library10.1128/aem.01541-09

  20. 20.

    Sogin ML, Morrison HG, Huber JA, Mark Welch D, Huse SM, Neal PR, et al. Microbial diversity in the deep sea and the underexplored ‘rare biosphere’. Proc Natl Acad Sci USA. 2006;103:12115-12120.

    Not in our library10.1073/pnas.0605127103

  21. 21.

    Stackebrandt E, Goebel BM. Taxonomic note: a place for DNA-DNA reassociation and 16S rRNA sequence analysis in the present species definition in bacteriology. Int J Syst Bacteriol. 1994;44:846-849.

    Not in our library

  22. 22.

    Sun Y, Cai Y, Liu L, Yu F, Farrell ML, McKendree W, Farmerie W. ESPRIT: estimating species richness using large collections of 16S rRNA pyrosequences. Nucleic Acids Res. 2009;37:e76.

    Not in our library10.1093/nar/gkp285

  23. 23.

    Thompson JD, Higgins DG, Gibson TJ. CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res. 1994;22:4673-4680.

    Not in our library10.1093/nar/22.22.4673

  24. 24.

    Turnbaugh PJ, Hamady M, Yatsunenko T, Cantarel BL, Duncan A, Ley RE, et al. A core gut microbiome in obese and lean twins. Nature. 2009;457:480-484.

    Not in our library10.1038/nature07540

  25. 25.

    Van Dongen S. Graph clustering via a discrete uncoupling process. SIAM J Matrix Anal Appl. 2008;30:121-141.

    Not in our library

Cited by papers we hold 77

and 57 more

Reads

Read by people on this page

None yet.

Checked or read by AI through naulon

None yet.

A person counts once a day per paper. We keep no cookie and no address: a reader is a hash that changes every day. Any month under five reads shows no number.

Are you an author?

Is this your paper?

Claim it to add your note and be paid when agents cite it. Free.