The DOI matches its Crossref record; 48 of the 48 references it cites were found in a registry or an index.
UniFrac: a New Phylogenetic Method for Comparing Microbial Communities
Open accessAbstract
We introduce here a new method for computing differences between microbial communities based on phylogenetic information. This method, UniFrac, measures the phylogenetic distance between sets of taxa in a phylogenetic tree as the fraction of the branch length of the tree that leads to descendants from either one environment or the other, but not both. UniFrac can be used to determine whether communities are significantly different, to compare many communities simultaneously using clustering and ordination techniques, and to measure the relative contributions of different factors, such as chemistry and geography, to similarities between samples. We demonstrate the utility of UniFrac by applying it to published 16S rRNA gene libraries from cultured isolates and environmental clones of bacteria in marine sediment, water, and ice. Our results reveal that (i) cultured isolates from ice, water, and sediment resemble each other and environmental clone sequences from sea ice, but not environmental clone sequences from sediment and water; (ii) the geographical location does not correlate strongly with bacterial community differences in ice and sediment from the Arctic and Antarctic; and (iii) bacterial communities differ between terrestrially impacted seawater (whether polar or temperate) and warm oligotrophic seawater, whereas those in individual seawater samples are not more similar to each other than to those in sediment or ice samples. These results illustrate that UniFrac provides a new way of characterizing microbial communities, using the wealth of environmental rRNA sequences, and allows quantitative insight into the factors that underlie the distribution of lineages among environments.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source says what the claim attributes to it.
In the citing paper
“Our results show that the multiple sequence alignment (MSA) obtained from BLS (Fig. 1b and Methods) improves microbial phylogeny inference compared to other alignment methods and enables improved UniFrac26 effect size estimation for many variables known to be important to human digestive health.”
From Improving microbial phylogeny with citizen science within a mass-market video game (2025) · cites this paper as [26]
In the citing paper
“Principal Coordinates Unweighted UniFrac analysis 20 showed separation of ileum and colon samples along the first component, whereas the two rooms clearly separated along PC2 on Food A (Fig1A and B).”
From The composition of the gut microbiota shapes the colon mucus barrier (2015) · cites this paper as [20]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Ecological Diversity and Its Measurement
Magurran, A. E. (1988) · Springer eBooks · doi:10.1007/978-94-015-7358-0 · Cited by 11,493
ARB: a software environment for sequence data
Ludwig, W. (2004) · Nucleic Acids Research · doi:10.1093/nar/gkh293 · Cited by 6,714
Measuring biological diversity
Magurran, A. E. (2004) · Choice Reviews Online · doi:10.5860/choice.42-1547 · Cited by 6,617
Obesity alters gut microbial ecology
Ley, R. E., Bäckhed, F., Turnbaugh, P., Lozupone, C. A., Knight, R. D., & Gordon, J. I. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0504978102 · Cited by 6,176
Self-citationA Molecular View of Microbial Diversity and the Biosphere
Pace, N. R. (1997) · Science · doi:10.1126/science.276.5313.734 · Cited by 2,797
Determination of microbial diversity in environmental samples: pitfalls of PCR-based rRNA analysis
von Wintzingerode, F., Göbel, U. B., & Stackebrandt, E. S. (1997) · FEMS Microbiology Reviews · doi:10.1111/j.1574-6976.1997.tb00351.x · Cited by 2,085
The RDP (Ribosomal Database Project)
Maidak, B. L., Olsen, G. J., Larsen, N. E., Overbeek, R., McCaughey, M. J., & Woese, C. R. (1997) · Nucleic Acids Research · doi:10.1093/nar/25.1.109 · Cited by 2,018
The Uncultured Microbial Majority
Rappé, M. S., & Giovannoni, S. J. (2003) · Annual Review of Microbiology · doi:10.1146/annurev.micro.57.030502.090759 · Cited by 2,017
Counting the Uncountable: Statistical Approaches to Estimating Microbial Diversity
Hughes, J. B., Hellmann, J. J., Ricketts, T. H., & Bohannan, B. J. M. (2001) · Applied and Environmental Microbiology · doi:10.1128/aem.67.10.4399-4406.2001 · Cited by 1,337
The RDP-II (Ribosomal Database Project)
Maidak, B. L. (2001) · Nucleic Acids Research · doi:10.1093/nar/29.1.173 · Cited by 1,180
Microbial Ecology of the Oceans
Kirchman, D. L. (2008) · Wiley eBooks · doi:10.1002/9780470281840 · Cited by 1,137
Principles of Multivariate Analysis, A User's Perspective.
Kocherlakota, K., Kocherlakota, S., & Krzanowski, W. J. (1989) · Biometrics · doi:10.2307/2531791 · Cited by 1,093
The Analysis of Natural Microbial Populations by Ribosomal RNA Sequences
Pace, N. R., Stahl, D. A., Lane, D. J., & Olsen, G. J. (1986) · Advances in microbial ecology · doi:10.1007/978-1-4757-0611-6_1 · Cited by 920
Exploring prokaryotic diversity in the genomic era.
Hugenholtz, P. (2002) · Genome biology · doi:10.1186/gb-2002-3-2-reviews0003 · Cited by 887
Principles of Multivariate Analysis
Ling, R. F., & Krzanowski, W. J. (1990) · Technometrics · doi:10.2307/1268873 · Cited by 818
Massana, R., Murray, A. E., Preston, C. M., & DeLong, E. F. (1997) · Applied and Environmental Microbiology · doi:10.1128/aem.63.1.50-56.1997 · Cited by 665
Culturability and In Situ Abundance of Pelagic Bacteria from the North Sea
Eilers, H., Pernthaler, J., Glöckner, F. O., & Amann, R. (2000) · Applied and Environmental Microbiology · doi:10.1128/aem.66.7.3044-3051.2000 · Cited by 643
Quantitative Comparisons of 16S rRNA Gene Sequence Libraries from Environmental Samples
Singleton, D. R., Furlong, M. A., Rathbun, S. L., & Whitman, W. B. (2001) · Applied and Environmental Microbiology · doi:10.1128/aem.67.9.4374-4376.2001 · Cited by 621
Glöckner, F. O., Zaĭchikov, E. F., Belkova, N. L., Denissova, L., Pernthaler, J., Pernthaler, A., & Amann, R. (2000) · Applied and Environmental Microbiology · doi:10.1128/aem.66.11.5053-5065.2000 · Cited by 611
Principles of Multivariate Analysis
Krzanowski, W. J. (2000) · doi:10.1093/oso/9780198507086.001.0001 · Cited by 555
Bias and artifacts in multitemplate polymerase chain reactions (PCR)
Kanagawa, T. (2003) · Journal of Bioscience and Bioengineering · doi:10.1016/s1389-1723(03)90130-7 · Cited by 549
Diversity and association of psychrophilic bacteria in Antarctic sea ice
Bowman, J. P., McCammon, S. A., Brown, M. V., Nichols, D. S., & McMeekin, T. (1997) · Applied and Environmental Microbiology · doi:10.1128/aem.63.8.3068-3078.1997 · Cited by 524
Phylogenetic Approaches for Describing and Comparing the Diversity of Microbial Communities
Martin, A. P. (2002) · Applied and Environmental Microbiology · doi:10.1128/aem.68.8.3673-3682.2002 · Cited by 519
Fine-scale phylogenetic architecture of a complex bacterial community
Acinas, S. G., Klepac‐Ceraj, V., Hunt, D. E., Pharino, C., Ceraj, I., Distel, D. L., & Polz, M. F. (2004) · Nature · doi:10.1038/nature02649 · Cited by 514
Fuhrman, J. A., McCallum, K. L., & Davis, A. A. (1993) · Applied and Environmental Microbiology · doi:10.1128/aem.59.5.1294-1302.1993 · Cited by 479
Evolution, diversity, and molecular ecology of marine prokaryotes
Giovannoni, S. J., & Rappé (2000) · Medical Entomology and Zoology · Cited by 437
Bacterial Populations in Sea Water as Determined by Different Methods of Enumeration1
Jannasch, H. W., & Jones, G. E. (1959) · Limnology and Oceanography · doi:10.4319/lo.1959.4.2.0128 · Cited by 436
High Bacterial Diversity in Permanently Cold Marine Sediments
Ravenschlag, K., Sahm, K., Pernthaler, J., & Amann, R. (1999) · Applied and Environmental Microbiology · doi:10.1128/aem.65.9.3982-3989.1999 · Cited by 410
Response of marine bacterioplankton to differential filtration and confinement
Ferguson, R. L., Buckley, E. N., & Palumbo, A. V. (1984) · Applied and Environmental Microbiology · doi:10.1128/aem.47.1.49-55.1984 · Cited by 399
Diversity and Structure of Bacterial Communitiesin Arctic versus Antarctic PackIce
Brınkmeyer, R., Knittel, K., Jürgens, J., WEYLAND, H., Amann, R., & Helmke, E. (2003) · Applied and Environmental Microbiology · doi:10.1128/aem.69.11.6610-6619.2003 · Cited by 399
Mullins, T. D., Britschgi, T. B., Krest, R. L., & Giovannoni, S. J. (1995) · Limnology and Oceanography · doi:10.4319/lo.1995.40.1.0148 · Cited by 386
Juretschko, S., Loy, A., Lehner, A., & Wagner, M. (2002) · Systematic and Applied Microbiology · doi:10.1078/0723-2020-00093 · Cited by 374
Hydrogen and bioenergetics in the Yellowstone geothermal ecosystem
Spear, J. R., Walker, J. J., McCollom, T. M., & Pace, N. R. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0409574102 · Cited by 356
Integration of Microbial Ecology and Statistics: a Test To Compare Gene Libraries
Schloss, P. D., Larget, B. R., & Handelsman, J. (2004) · Applied and Environmental Microbiology · doi:10.1128/aem.70.9.5485-5492.2004 · Cited by 351
Poles Apart: Biodiversity and Biogeography of Sea Ice Bacteria
Staley, J. T., & Gosink, J. J. (1999) · Annual Review of Microbiology · doi:10.1146/annurev.micro.53.1.189 · Cited by 337
Bowman, J. P., & McCuaig, R. (2003) · Applied and Environmental Microbiology · doi:10.1128/aem.69.5.2463-2483.2003 · Cited by 324
Phylogenetic Composition of Bacterioplankton Assemblages from the Arctic Ocean
Bano, N., & Hollibaugh, J. T. (2002) · Applied and Environmental Microbiology · doi:10.1128/aem.68.2.505-518.2002 · Cited by 306
Nübel, U., García‐Pichel, F., Kühl, M., & Gerard Muyzer, C. (1999) · Applied and Environmental Microbiology · doi:10.1128/aem.65.2.422-430.1999 · Cited by 268
Analyzing natural microbial populations by rRNA sequences
Pace, N. R. (1985) · ASM news · Cited by 253
Active cycling of organic carbon in the central Arctic Ocean
Wheeler, P. A., Gosselin, M., Sherr, E. B., Thibaultc, D., Kirchman, D. L., Benner, R., & Whitledge, T. E. (1996) · Nature · doi:10.1038/380697a0 · Cited by 251
A molecular phylogenetic survey of sea-ice microbial communities (SIMCO)
Brown, M. V., & Bowman, J. P. (2001) · FEMS Microbiology Ecology · doi:10.1111/j.1574-6941.2001.tb00812.x · Cited by 229
Junge, K., Imhoff, F., Staley, T. E., & Deming, W. (2002) · Microbial Ecology · doi:10.1007/s00248-001-1026-4 · Cited by 195
Microbial Diversity in Sediments Collected from the Deepest Cold-Seep Area, the Japan Trench
Li, L., Kato, C., & Horikoshi, K. (1999) · Marine Biotechnology · doi:10.1007/pl00011793 · Cited by 187
Zwart, G., Hiorns, W. D., Methé, B. A., Agterveld, M. P. K., Huismans, R., Nold, S. C., Zehr, J. P., & Laanbroek, H. J. (1998) · Systematic and Applied Microbiology · doi:10.1016/s0723-2020(98)80067-2 · Cited by 185
Bacteria in sea ice and underlying water of the eastern Weddell Sea in midwinter
Helmke, E., & WEYLAND, H. (1995) · Marine Ecology Progress Series · doi:10.3354/meps117269 · Cited by 143
Prokaryotic Metabolic Activity and Community Structure in Antarctic Continental Shelf Sediments
Bowman, J. P., McCammon, S. A., Gibson, J. A. E., Robertson, L., & Nichols, P. D. (2003) · Applied and Environmental Microbiology · doi:10.1128/aem.69.5.2448-2462.2003 · Cited by 133
Kelly, K. M., & CHISTOSERDOV, A. Y. (2001) · FEMS Microbiology Ecology · doi:10.1111/j.1574-6941.2001.tb00791.x · Cited by 65
Hur, I., & Chun, J. (2004) · PubMed · Cited by 35
Cited by
Sorted by citations
phyloseq: An R Package for Reproducible Interactive Analysis and Graphics of Microbiome Census Data
McMurdie, P. J., & Holmes, S. (2013) · PLoS ONE · doi:10.1371/journal.pone.0061217 · Cited by 21,942
Schloss, P. D., Westcott, S. L., Ryabin, T., Hall, J. R., Hartmann, M., Hollister, E. B., Lesniewski, R. A., Oakley, B. B., Parks, D. H., Robinson, C. J., et al. (2009) · Applied and Environmental Microbiology · doi:10.1128/aem.01541-09 · Cited by 19,549
Naive Bayesian Classifier for Rapid Assignment of rRNA Sequences into the New Bacterial Taxonomy
Wang, Q., Garrity, G. M., Tiedje, J. M., & Cole, J. R. (2007) · Applied and Environmental Microbiology · doi:10.1128/aem.00062-07 · Cited by 20,145
Metagenomic biomarker discovery and explanation
Segata, N., Izard, J., Waldron, L., Gevers, D., Miropolsky, L., Garrett, W. S., & Huttenhower, C. (2011) · Genome Biology · doi:10.1186/gb-2011-12-6-r60 · Cited by 16,192
Global patterns of 16S rRNA diversity at a depth of millions of sequences per sample
Caporaso, J. G., Lauber, C. L., Walters, W. A., Berg-Lyons, D., Lozupone, C., Turnbaugh, P. J., Fierer, N., & Knight, R. D. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000080107 · Cited by 9,944
Self-citation
Metadata
- Authors
- Lozupone, C., & Knight, R.
- Affiliations
- University of Colorado Boulder (US)
- Corresponding author
- Knight, Rob
- Venue
- Applied and Environmental Microbiology
- Publisher
- American Society for Microbiology
- Published
- 2005-12
- Volume
- 71
- Issue
- 12
- Pages
- 8228-8235
- ISSN
- 0099-2240 (ISSN-L)
- 1098-5336
- PMC
- PMC1317376
- OpenAlex
- W2170024099
- Cited by
- 8,227
- References
- 48
- Citations by year
- 2026: 311 · 2025: 420 · 2024: 500 · 2023: 564 · 2022: 681 · 2021: 832 · 2020: 766 · 2019: 654 · 2018: 676 · 2017: 607 · 2016: 508 · 2015: 401 · 2014: 363 · 2013: 281 · 2012: 210
- FWCI
- 31.33
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Applied and Environmental Microbiology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute of General Medical Sciences (T32-GM08759, T32GM008759, T32GM142607)
- Topics
- Physical Sciences › Environmental Science › Ecology › Microbial Community Ecology and Physiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Physical Sciences › Environmental Science › Ecology › Polar Research and Ecology
- Keywords
- UniFrac, phylogenetic distance, microbial community comparison, 16S rRNA gene library, bacterial communities, community clustering, ordination, sea ice bacteria, marine sediment bacteria, marine bacteria
- MeSH terms
- Bacteria, Genetic Techniques, Geography, Phylogeny, RNA, Ribosomal, 16S
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review