Moving pictures of the human microbiome
Open accessAbstract
BACKGROUND: Understanding the normal temporal variation in the human microbiome is critical to developing treatments for putative microbiome-related afflictions such as obesity, Crohn’s disease, inflammatory bowel disease and malnutrition. Sequencing and computational technologies, however, have been a limiting factor in performing dense time series analysis of the human microbiome. Here, we present the largest human microbiota time series analysis to date, covering two individuals at four body sites over 396 timepoints. RESULTS: We find that despite stable differences between body sites and individuals, there is pronounced variability in an individual’s microbiota across months, weeks and even days. Additionally, only a small fraction of the total taxa found within a single body site appear to be present across all time points, suggesting that no core temporal microbiome exists at high abundance (although some microbes may be present but drop below the detection threshold). Many more taxa appear to be persistent but non-permanent community members. CONCLUSIONS: DNA sequencing and computational advances described here provide the ability to go beyond infrequent snapshots of our human-associated microbial ecology to high-resolution assessments of temporal variations over protracted periods, within and between body habitats and individuals. This capacity will allow us to define normal variation and pathologic states, and assess responses to therapeutic interventions.
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The fine structure of the healthy microbiota seems to be unique to individuals; intra-individual differences across time are typically much smaller than differences between individuals.
“the fine structure of the healthy microbiota seems to be unique to individuals; intra-individual differences across time are typically much smaller than differences between individuals (Caporaso et al., 2011;Costello et al., 2009).”
From The Microbiota-Gut-Brain Axis (2019) · cites this paper as Caporaso et al., 2011
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Search and clustering orders of magnitude faster than BLAST
Edgar, R. C. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq461 · Cited by 20,617 · see citing works
A human gut microbial gene catalogue established by metagenomic sequencing
MetaHIT Consortium, Qin, J., Li, R., Raes, J., Arumugam, M., Burgdorf, K. S., Manichanh, C., Nielsen, T., Pons, N., Levenez, F., et al. (2010) · Nature · doi:10.1038/nature08821 · Cited by 11,624 · see citing works
Greengenes, a Chimera-Checked 16S rRNA Gene Database and Workbench Compatible with ARB
DeSantis, T. Z., Hugenholtz, P., Larsen, N., Rojas, M., Brodie, E. L., Keller, K., Huber, T., Dalevi, D., Hu, P., & Andersen, G. L. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.03006-05 · Cited by 10,891 · see citing works
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 9,633 · see citing works
Self-citationDiversity of the Human Intestinal Microbial Flora
Eckburg, P. B., Bik, E. M., Bernstein, C. N., Purdom, E., Dethlefsen, L., Sargent, M., Gill, S. R., Nelson, K. E., & Relman, D. A. (2005) · Science · doi:10.1126/science.1110591 · Cited by 7,913 · see citing works
A core gut microbiome in obese and lean twins
Turnbaugh, P. J., Hamady, M., Yatsunenko, T., Cantarel, B. L., Duncan, A., Ley, R. E., Sogin, M. L., Jones, W. J., Roe, B. A., Affourtit, J. P., et al. (2009) · Nature · doi:10.1038/nature07540 · Cited by 7,823 · see citing works
Self-citationVaginal microbiome of reproductive-age women
Ravel, J., Gajer, P., Abdo, Z., Schneider, G. M., Koenig, S. S. K., McCulle, S. L., Karlebach, S., Gorle, R., Russell, J., Tacket, C. O., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1002611107 · Cited by 4,254 · see citing works
Self-citationBacterial Community Variation in Human Body Habitats Across Space and Time
Costello, E. K., Lauber, C. L., Hamady, M., Fierer, N., Gordon, J. I., & Knight, R. (2009) · Science · doi:10.1126/science.1177486 · Cited by 3,231 · see citing works
Self-citationThe Effect of Diet on the Human Gut Microbiome: A Metagenomic Analysis in Humanized Gnotobiotic Mice
Turnbaugh, P. J., Ridaura, V. K., Faith, J. J., Rey, F. E., Knight, R., & Gordon, J. I. (2009) · Science Translational Medicine · doi:10.1126/scitranslmed.3000322 · Cited by 3,058 · see citing works
Self-citationDevelopment of the Human Infant Intestinal Microbiota
Palmer, C., Bik, E. M., DiGiulio, D. B., Relman, D. A., & Brown, P. O. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050177 · Cited by 2,877 · see citing works
Succession of microbial consortia in the developing infant gut microbiome
Koenig, J. E., Spor, A., Scalfone, N., Fricker, A. D., Stombaugh, J., Knight, R., Angenent, L. T., & Ley, R. E. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000081107 · Cited by 2,540 · see citing works
Self-citationDethlefsen, L., & Relman, D. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000087107 · Cited by 2,421 · see citing works
Dethlefsen, L., Huse, S., Sogin, M. L., & Relman, D. A. (2008) · PLoS Biology · doi:10.1371/journal.pbio.0060280 · Cited by 2,361 · see citing works
The NIH Human Microbiome ProjectPreprint
The NIH HMP Working Group, Peterson, J. L., Garges, S., Giovanni, M. Y., McInnes, P., Wang, L., Schloss, J. A., Bonazzi, V. R., McEwen, J. E., Wetterstrand, K. A., et al. (2009) · Genome Research · doi:10.1101/gr.096651.109 · Cited by 2,092 · see citing works
Composition, variability, and temporal stability of the intestinal microbiota of the elderly
Claesson, M. J., Cusack, S., O'Sullivan, O., Greene-Diniz, R., de Weerd, H., Flannery, E., Marchesi, J. R., Falush, D., Dinan, T., Fitzgerald, G., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000097107 · Cited by 1,754 · see citing works
Hamady, M., Lozupone, C., & Knight, R. D. (2009) · The ISME Journal · doi:10.1038/ismej.2009.97 · Cited by 1,100 · see citing works
Self-citationThe influence of sex, handedness, and washing on the diversity of hand surface bacteria
Fierer, N., Hamady, M., Lauber, C. L., & Knight, R. D. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0807920105 · Cited by 1,100 · see citing works
Self-citationTannock, G. W., Munro, K., Harmsen, H. J. M., Welling, G. W., Smart, J., & Gopal, P. K. (2000) · Applied and Environmental Microbiology · doi:10.1128/aem.66.6.2578-2588.2000 · Cited by 671 · see citing works
Martínez, I., Kim, J., Duffy, P. R., Schlegel, V. L., & Walter, J. (2010) · PLoS ONE · doi:10.1371/journal.pone.0015046 · Cited by 645 · see citing works
Scanlan, P. D., Shanahan, F., O'Mahony, C., & Marchesi, J. R. (2006) · Journal of Clinical Microbiology · doi:10.1128/jcm.00312-06 · Cited by 330 · see citing works
Supervised classification of microbiota mitigates mislabeling errors
Knights, D., Kuczynski, J., Koren, O., Ley, R. E., Field, D., Knight, R. D., DeSantis, T. Z., & Kelley, S. T. (2010) · The ISME Journal · doi:10.1038/ismej.2010.148 · Cited by 57 · see citing works
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Hill (2014) · doi:10.1038/nrgastro.2014.66 · Cited by 9,592 · see citing works
Human gut microbiome viewed across age and geography
Yatsunenko, T., Rey, F. E., Manary, M. J., Trehan, I., Dominguez-Bello, M. G., Contreras, M., Magris, M., Hidalgo, G., Baldassano, R. N., Anokhin, A. P., et al. (2012) · Nature · doi:10.1038/nature11053 · Cited by 7,815 · see citing works
Self-citationDiversity, stability and resilience of the human gut microbiota
Lozupone, C. A., Stombaugh, J. I., Gordon, J. I., Jansson, J. K., & Knight, R. (2012) · Nature · doi:10.1038/nature11550 · Cited by 5,533 · see citing works
Self-citationCryan, J. F., O'Riordan, K. J., Cowan, C. S. M., Sandhu, K. V., Bastiaanssen, T. F. S., Boehme, M., Codagnone, M. G., Cussotto, S., Fulling, C., Golubeva, A. V., et al. (2019) · Physiological Reviews · doi:10.1152/physrev.00018.2018 · Cited by 5,286 · see citing works
Microbial interactions: from networks to models
Faust, K., & Raes, J. (2012) · Nature Reviews Microbiology · doi:10.1038/nrmicro2832 · Cited by 4,138 · see citing works
Proteobacteria: Microbial signature of dysbiosis in gut microbiota
Shin, N.-R., Whon, T. W., & Bae, J.-W. (2015) · Trends in Biotechnology · doi:10.1016/j.tibtech.2015.06.011 · Cited by 3,954 · see citing works
The impact of the gut microbiota on human health: an integrative view
Clemente, J. C., Ursell, L. K., Parfrey, L. W., & Knight, R. (2012) · Cell · doi:10.1016/j.cell.2012.01.035 · Cited by 3,710 · see citing works
Self-citationEnvironment dominates over host genetics in shaping human gut microbiota
Rothschild, D., Weissbrod, O., Barkan, E., Kurilshikov, A., Korem, T., Zeevi, D., Costea, P. I., Godneva, A., Kalka, I. N., Bar, N., et al. (2018) · Nature · doi:10.1038/nature25973 · Cited by 2,859 · see citing works
Current understanding of the human microbiome
Gilbert, J. A., Blaser, M. J., Caporaso, J. G., Jansson, J. K., Lynch, S. V., & Knight, R. (2018) · Nature Medicine · doi:10.1038/nm.4517 · Cited by 2,609 · see citing works
Self-citationThe Long-Term Stability of the Human Gut Microbiota
Faith, J. J., Guruge, J. L., Charbonneau, M., Subramanian, S., Seedorf, H., Goodman, A. L., Clemente, J. C., Knight, R., Heath, A. C., Leibel, R. L., et al. (2013) · Science · doi:10.1126/science.1237439 · Cited by 2,058 · see citing works
Self-citationNormalization and microbial differential abundance strategies depend upon data characteristics
Weiss, S. J., Xu, Z. Z., Peddada, S. D., Amir, A., Bittinger, K. L., González, A., Lozupone, C., Zaneveld, J., Vázquez‐Baeza, Y., Birmingham, A., et al. (2017) · Microbiome · doi:10.1186/s40168-017-0237-y · Cited by 2,121 · see citing works
Self-citationIntestinal permeability – a new target for disease prevention and therapy
Bischoff, S. C., Barbara, G., Buurman, W., Ockhuizen, T., Schulzke, J.-D., Serino, M., Tilg, H., Watson, A., & Wells, J. M. (2014) · BMC Gastroenterology · doi:10.1186/s12876-014-0189-7 · Cited by 1,755 · see citing works
Schwabe, R. F., & Jobin, C. (2013) · Nature Reviews Cancer · doi:10.1038/nrc3610 · Cited by 1,689 · see citing works
The Application of Ecological Theory Toward an Understanding of the Human Microbiome
Costello, E. K., Stagaman, K., Dethlefsen, L., Bohannan, B. J. M., & Relman, D. A. (2012) · Science · doi:10.1126/science.1224203 · Cited by 1,437 · see citing works
Self-citationMicrobial co-occurrence relationships in the human microbiome
Faust, K., Sathirapongsasuti, J. F., Izard, J., Segata, N., Gevers, D., Raes, J., & Huttenhower, C. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002606 · Cited by 1,527 · see citing works
The gut-liver axis and the intersection with the microbiome
Tripathi, A., Debelius, J., Brenner, D. A., Karin, M., Loomba, R., Schnabl, B., & Knight, R. (2018) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-018-0011-z · Cited by 1,480 · see citing works
Self-citationHow glycan metabolism shapes the human gut microbiota
Koropatkin, N. M., Cameron, E. A., & Martens, E. C. (2012) · Nature Reviews Microbiology · doi:10.1038/nrmicro2746 · Cited by 1,419 · see citing works
Ursell, L. K., Metcalf, J. L., Parfrey, L. W., & Knight, R. (2012) · Nutrition Reviews · doi:10.1111/j.1753-4887.2012.00493.x · Cited by 1,255 · see citing works
Self-citationEcology and exploration of the rare biosphere
Lynch, M. D. J., & Neufeld, J. D. (2015) · Nature Reviews Microbiology · doi:10.1038/nrmicro3400 · Cited by 1,271 · see citing works
Dynamics of the human gut microbiome in inflammatory bowel disease
Halfvarson, J., Brislawn, C. J., Lamendella, R., Vázquez-Baeza, Y., Walters, W. A., Bramer, L. M., D'Amato, M., Bonfiglio, F., McDonald, D., Gonzalez, A., et al. (2017) · Nature Microbiology · doi:10.1038/nmicrobiol.2017.4 · Cited by 1,204 · see citing works
Self-citationEnterotypes in the landscape of gut microbial community composition
Costea, P. I., Hildebrand, F., Arumugam, M., Bäckhed, F., Blaser, M. J., Bushman, F. D., de Vos, W. M., Ehrlich, S. D., Fraser, C. M., Hattori, M., et al. (2017) · Nature Microbiology · doi:10.1038/s41564-017-0072-8 · Cited by 1,138 · see citing works
Self-citationEMPeror: a tool for visualizing high-throughput microbial community data
Vázquez‐Baeza, Y., Pirrung, M., Gonzalez, A., & Knight, R. D. (2013) · GigaScience · doi:10.1186/2047-217x-2-16 · Cited by 1,272 · see citing works
Self-citationManichanh, C., Borruel, N., Casellas, F., & Guarner, F. (2012) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/nrgastro.2012.152 · Cited by 1,160 · see citing works
Probiotics, gut microbiota, and their influence on host health and disease
Sánchez, B., Delgado, S., Blanco‐Míguez, A., Lourenço, A., Gueimonde, M., & Margolles, A. (2017) · Molecular Nutrition & Food Research · doi:10.1002/mnfr.201600240 · Cited by 1,104 · see citing works
Cohabiting family members share microbiota with one another and with their dogs
Song, S. J., Lauber, C. L., Costello, E. K., Lozupone, C., Humphrey, G., Berg-Lyons, D., Caporaso, J. G., Knights, D., Clemente, J. C., Nakielny, S., et al. (2013) · eLife · doi:10.7554/elife.00458 · Cited by 1,075 · see citing works
Self-citationGut microbes and the brain: paradigm shift in neuroscience
Mayer, E. A., Knight, R., Mazmanian, S. K., Cryan, J. F., & Tillisch, K. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.3299-14.2014 · Cited by 1,033 · see citing works
Self-citationThe resilience of the intestinal microbiota influences health and disease
Sommer, F., Anderson, J. M., Bharti, R., Raes, J., & Rosenstiel, P. (2017) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2017.58 · Cited by 1,058 · see citing works
Temporal Stability of the Human Skin Microbiome
Oh, J., Byrd, A. L., Park, M., Kong, H. H., & Segre, J. A. (2016) · Cell · doi:10.1016/j.cell.2016.04.008 · Cited by 1,036 · see citing works
Genomic variation landscape of the human gut microbiome
Schloissnig, S., Arumugam, M., Sunagawa, S., Mitreva, M., Tap, J., Zhu, A., Waller, A., Mende, D. R., Kultima, J. R., Martin, J., et al. (2013) · Nature · doi:10.1038/nature11711 · Cited by 907 · see citing works
Host lifestyle affects human microbiota on daily timescales
David, L. A., Materna, A. C., Friedman, J., Campos-Baptista, M. I., Blackburn, M. C., Perrotta, A., Erdman, S. E., & Alm, E. J. (2014) · Genome biology · doi:10.1186/gb-2014-15-7-r89 · Cited by 950 · see citing works
The gut microbiome: Relationships with disease and opportunities for therapy
Durack, J., & Lynch, S. V. (2018) · The Journal of Experimental Medicine · doi:10.1084/jem.20180448 · Cited by 955 · see citing works
McDonald, D. T., Clemente, J. C., Kuczynski, J., Rideout, J. R., Stombaugh, J., Wendel, D., Wilke, A., Huse, S. M., Hufnagle, J., Meyer, F., et al. (2012) · GigaScience · doi:10.1186/2047-217x-1-7 · Cited by 901 · see citing works
Self-citationCorrelation detection strategies in microbial data sets vary widely in sensitivity and precision
Weiss, S. J., Treuren, W. V., Lozupone, C., Faust, K., Friedman, J., Deng, Y., Xia, L. C., Xu, Z. Z., Ursell, L. K., Alm, E. J., et al. (2016) · The ISME Journal · doi:10.1038/ismej.2015.235 · Cited by 865 · see citing works
Self-citationGuinane, C. M., & Cotter, P. D. (2013) · Therapeutic Advances in Gastroenterology · doi:10.1177/1756283x13482996 · Cited by 846 · see citing works
Lagier, J., Hugon, P., Khelaifia, S., Fournier, P., Scola, B. L., & Raoult, D. (2015) · Clinical Microbiology Reviews · doi:10.1128/cmr.00014-14 · Cited by 839 · see citing works
Learning in Nonstationary Environments: A Survey
Ditzler, G., Roveri, M., Alippi, C., & Robi Polikar, A. (2015) · IEEE Computational Intelligence Magazine · doi:10.1109/mci.2015.2471196 · Cited by 799 · see citing works
The human microbiome: Our second genome
Grice, E. A., & Segre, J. A. (2012) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-090711-163814 · Cited by 759 · see citing works
Adapt to more wildfire in western North American forests as climate changes
Schoennagel, T., Balch, J. K., Brenkert-Smith, H., Dennison, P. E., Harvey, B. J., Krawchuk, M. A., Mietkiewicz, N., Morgan, P., Moritz, M. A., Rasker, R., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1617464114 · Cited by 774 · see citing works
High-Fat, Western-Style Diet, Systemic Inflammation, and Gut Microbiota: A Narrative Review
Malesza, I. J., Malesza, M., Walkowiak, J., Mussin, N. M., Walkowiak, D., Aringazina, R. A., Bartkowiak-Wieczorek, J., & Mądry, E. (2021) · Cells · doi:10.3390/cells10113164 · Cited by 807 · see citing works
Olsson, L., Jerneck, A., Thorén, H., Persson, J., & O’Byrne, D. (2015) · Science Advances · doi:10.1126/sciadv.1400217 · Cited by 765 · see citing works
Conditionally Rare Taxa Disproportionately Contribute to Temporal Changes in Microbial Diversity
Shade, A. L., Jones, S. E., Caporaso, J. G., Handelsman, J., Knight, R. D., Fierer, N., & Gilbert, J. A. (2014) · mBio · doi:10.1128/mbio.01371-14 · Cited by 738 · see citing works
Self-citationSequencing and beyond: integrating molecular 'omics' for microbial community profiling
Franzosa, E. A., Hsu, T. Y., Sirota‐Madi, A., Shafquat, A., Abu-Ali, G., Morgan, X. C., & Huttenhower, C. (2015) · Nature Reviews Microbiology · doi:10.1038/nrmicro3451 · Cited by 725 · see citing works
Goodrich, J. K., Di Rienzi, S. C., Poole, A. C., Koren, O., Walters, W. A., Caporaso, J. G., Knight, R., & Ley, R. E. (2014) · Cell · doi:10.1016/j.cell.2014.06.037 · Cited by 714 · see citing works
Self-citationExperimental and analytical tools for studying the human microbiome
Kuczynski, J., Lauber, C. L., Walters, W. A., Parfrey, L. W., Clemente, J. C., Gevers, D., & Knight, R. D. (2011) · Nature Reviews Genetics · doi:10.1038/nrg3129 · Cited by 710 · see citing works
Self-citationWang, J., Thingholm, L. B., Skiecevičienė, J., Rausch, P., Kummen, M., Hov, J. R., Degenhardt, F., Heinsen, F.-A., Rühlemann, M. C., Szymczak, S., et al. (2016) · Nature Genetics · doi:10.1038/ng.3695 · Cited by 625 · see citing works
Current and Past Strategies for Bacterial Culture in Clinical Microbiology
Lagier, J., Edouard, S., Pagnier, I., Mediannikov, O., Drancourt, M., & Raoult, D. (2015) · Clinical Microbiology Reviews · doi:10.1128/cmr.00110-14 · Cited by 657 · see citing works
The composition of the zebrafish intestinal microbial community varies across development
Stephens, W. Z., Burns, A. R., Stagaman, K., Wong, S., Rawls, J. F., Guillemin, K. J., & Bohannan, B. J. M. (2015) · The ISME Journal · doi:10.1038/ismej.2015.140 · Cited by 653 · see citing works
Stein, R. R., Bucci, V., Toussaint, N. C., Buffie, C. G., Rätsch, G., Pamer, E. G., Sander, C., & Xavier, J. B. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003388 · Cited by 619 · see citing works
Defining and quantifying the core microbiome: Challenges and prospects
Neu, A. T., Allen, E. E., & Roy, K. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2104429118 · Cited by 615 · see citing works
Advancing Our Understanding of the Human Microbiome Using QIIME
Navas-Molina, J. A., Peralta‐Sánchez, J. M., González, A., McMurdie, P. J., Vázquez‐Baeza, Y., Xu, Z. Z., Ursell, L. K., Lauber, C. L., Zhou, H., Song, S. J., et al. (2013) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/b978-0-12-407863-5.00019-8 · Cited by 603 · see citing works
Self-citationGut Microbiota’s Effect on Mental Health: The Gut-Brain Axis
Clapp, M., Aurora, N., Herrera, L., Bhatia, M., Wilen, E., & Wakefield, S. (2017) · Clinics and Practice · doi:10.4081/cp.2017.987 · Cited by 608 · see citing works
Sochocka, M., Donskow-Łysoniewska, K., Diniz, B. S., Kurpas, D., Brzozowska, E., & Leszek, J. (2019) · Molecular Neurobiology · doi:10.1007/s12035-018-1188-4 · Cited by 584 · see citing works
Immunopathology of inflammatory bowel disease
Wallace, K. L. (2014) · World Journal of Gastroenterology · doi:10.3748/wjg.v20.i1.6 · Cited by 581 · see citing works
Patterned progression of bacterial populations in the premature infant gut
Rosa, P. S. L., Warner, B. B., Zhou, Y., Weinstock, G. M., Sodergren, E. J., Hall-Moore, C. M., Stevens, H. J., Bennett, W. E., Shaikh, N., Linneman, L. A., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1409497111 · Cited by 573 · see citing works
Mucins: A biologically relevant glycan barrier in mucosal protection
Corfield, A. P. (2014) · Biochimica et Biophysica Acta (BBA) - General Subjects · doi:10.1016/j.bbagen.2014.05.003 · Cited by 567 · see citing works
Rideout, J. R., He, Y., Navas-Molina, J. A., Walters, W. A., Ursell, L. K., Gibbons, S. M., Chase, J., McDonald, D. T., Gonzalez, A., Robbins‐Pianka, A., et al. (2014) · PeerJ · doi:10.7717/peerj.545 · Cited by 550 · see citing works
Self-citationThe coral core microbiome identifies rare bacterial taxa as ubiquitous endosymbionts
Ainsworth, T. D., Krause, L., Bridge, T. C. L., Torda, G., Raina, J., Zakrzewski, M., Gates, R. D., Padilla‐Gamiño, J. L., Spalding, H. L., Smith, C. M., et al. (2015) · The ISME Journal · doi:10.1038/ismej.2015.39 · Cited by 550 · see citing works
Koren, O., Knights, D., Gonzalez, A., Waldron, L., Segata, N., Knight, R., Huttenhower, C., & Ley, R. E. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002863 · Cited by 508 · see citing works
Self-citationGenomic approaches to studying the human microbiota
Weinstock, G. M. (2012) · Nature · doi:10.1038/nature11553 · Cited by 539 · see citing works
Antibiotics, Pediatric Dysbiosis, and Disease
Vangay, P., Ward, T., Gerber, J. S., & Knights, D. (2015) · Cell Host & Microbe · doi:10.1016/j.chom.2015.04.006 · Cited by 531 · see citing works
Self-citationToward a theory of resilience for international development applications
Barrett, C. B., & Constas, M. A. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1320880111 · Cited by 534 · see citing works
Temporal variability is a personalized feature of the human microbiome
Flores, G. E., Caporaso, J. G., Henley, J. B., Rideout, J. R., Domogala, D., Chase, J., Leff, J. W., Vázquez-Baeza, Y., Gonzalez, A., Knight, R., et al. (2014) · Genome Biology · doi:10.1186/s13059-014-0531-y · Cited by 446 · see citing works
Self-citationAdvances in inflammatory bowel disease pathogenesis: linking host genetics and the microbiome
Knights, D., Lassen, K. G., & Xavier, R. J. (2013) · Gut · doi:10.1136/gutjnl-2012-303954 · Cited by 468 · see citing works
Self-citationThe role of the gut microbiome in the healthy adult status
D’Argenio, V., & Salvatore, F. (2015) · Clinica Chimica Acta · doi:10.1016/j.cca.2015.01.003 · Cited by 396 · see citing works
The social network of microorganisms — how auxotrophies shape complex communities
Zengler, K., & Zaramela, L. S. (2018) · Nature Reviews Microbiology · doi:10.1038/s41579-018-0004-5 · Cited by 448 · see citing works
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Touw, W. G., Bayjanov, J. R., Overmars, L., Backus, L., Boekhorst, J., Wels, M., & van Hijum, S. A. F. T. (2012) · Briefings in Bioinformatics · doi:10.1093/bib/bbs034 · Cited by 451 · see citing works
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Self-citationCui, L., Guan, X., Ding, W., Luo, Y., Wang, W., Bu, W., Song, J., Tan, X., Sun, E., Ning, Q. X., et al. (2020) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2020.10.259 · Cited by 452 · see citing works
Going viral: next-generation sequencing applied to phage populations in the human gut
Reyes, A., Semenkovich, N. P., Whiteson, K., Rohwer, F. L., & Gordon, J. I. (2012) · Nature Reviews Microbiology · doi:10.1038/nrmicro2853 · Cited by 433 · see citing works
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Self-citationKnights, D., Ward, T. L., McKinlay, C. E., Miller, H., Gonzalez, A., McDonald, D., & Knight, R. (2014) · Cell Host & Microbe · doi:10.1016/j.chom.2014.09.013 · Cited by 396 · see citing works
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Faust, K., Lahti, L., Gonze, D., de Vos, W. M., & Raes, J. (2015) · Current Opinion in Microbiology · doi:10.1016/j.mib.2015.04.004 · Cited by 415 · see citing works
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Stearns, J. C., Lynch, M. D. J., Senadheera, D. B., Tenenbaum, H. C., Goldberg, M. B., Cvitkovitch, D. G., Croitoru, K., Moreno‐Hagelsieb, G., & Neufeld, J. D. (2011) · Scientific Reports · doi:10.1038/srep00170 · Cited by 399 · see citing works
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Potgieter, M., Bester, J., Kell, D. B., & Pretorius, E. (2015) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuv013 · Cited by 377 · see citing works
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Fennema, D., Phillips, I. R., & Shephard, E. A. (2016) · Drug Metabolism and Disposition · doi:10.1124/dmd.116.070615 · Cited by 355 · see citing works
Ling, Z., Liu, X., Cheng, Y., Yan, X., & Wu, S. (2020) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2020.1867054 · Cited by 366 · see citing works
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Ursell, L. K., Haiser, H. J., Treuren, W. V., Garg, N., Reddivari, L., Vanamala, J., Dorrestein, P. C., Turnbaugh, P. J., & Knight, R. D. (2014) · Gastroenterology · doi:10.1053/j.gastro.2014.03.001 · Cited by 357 · see citing works
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de Souza, R. S. C., Okura, V. K., Armanhi, J. S. L., Jorrín, B., Lozano-García, N., da Silva, M. J., González‐Guerrero, M., de Araújo, L. M., Verza, N. C., Bagheri, H. C., et al. (2016) · Scientific Reports · doi:10.1038/srep28774 · Cited by 350 · see citing works
d’Enfert, C., Kaune, A.-K., Alaban, L. R., Chakraborty, S., Cole, N. L., Delavy, M., Kosmala, D., Marsaux, B., Fróis-Martins, R., Morelli, M., et al. (2020) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuaa060 · Cited by 351 · see citing works
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Dunn, R. R., Fierer, N., Henley, J. B., Leff, J., & Menninger, H. (2013) · PLoS ONE · doi:10.1371/journal.pone.0064133 · Cited by 345 · see citing works
Self-citationFisher, C. K., & Mehta, P. (2014) · PLoS ONE · doi:10.1371/journal.pone.0102451 · Cited by 341 · see citing works
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Dave, M., Higgins, P., Middha, S., & Rioux, K. P. (2012) · Translational research · doi:10.1016/j.trsl.2012.05.003 · Cited by 338 · see citing works
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Wong, A. C.-N., Chaston, J. M., & Douglas, A. E. (2013) · The ISME Journal · doi:10.1038/ismej.2013.86 · Cited by 328 · see citing works
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Xia, J., Lin, G., Fu, G. H., Wan, Z. Y., Lee, M., Wang, L., Liu, X., & Yue, G. H. (2014) · BMC Genomics · doi:10.1186/1471-2164-15-266 · Cited by 322 · see citing works
McHardy, I. H., Goudarzi, M., Tong, M., Ruegger, P. M., Schwager, E., Weger, J. R., Graeber, T. G., Sonnenburg, J. L., Horvath, S., Huttenhower, C., et al. (2013) · Microbiome · doi:10.1186/2049-2618-1-17 · Cited by 316 · see citing works
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Allaband, C., McDonald, D. T., Vázquez‐Baeza, Y., Minich, J. J., Tripathi, A., Brenner, D. A., Loomba, R. S., Smarr, L. L., Sandborn, W. J., Schnabl, B., et al. (2018) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2018.09.017 · Cited by 317 · see citing works
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Newton, R. J., McLellan, S. L., Dila, D. K., Vineis, J. H., Morrison, H. G., Eren, A. M., & Sogin, M. L. (2015) · mBio · doi:10.1128/mbio.02574-14 · Cited by 299 · see citing works
Impact of the gut microbiota on the development of obesity and type 2 diabetes mellitus
Moreno‐Indias, I., Cardona, F., Tinahones, F. J., & Queipo‐Ortuño, M. I. (2014) · Frontiers in Microbiology · doi:10.3389/fmicb.2014.00190 · Cited by 313 · see citing works
The interpersonal and intrapersonal diversity of human-associated microbiota in key body sites
Ursell, L. K., Clemente, J. C., Rideout, J. R., Gevers, D., Caporaso, J. G., & Knight, R. D. (2012) · Journal of Allergy and Clinical Immunology · doi:10.1016/j.jaci.2012.03.010 · Cited by 310 · see citing works
Self-citationLoudon, A. H., Woodhams, D. C., Parfrey, L. W., Archer, H. M., Knight, R. D., McKenzie, V. J., & Harris, R. N. (2013) · The ISME Journal · doi:10.1038/ismej.2013.200 · Cited by 306 · see citing works
Self-citationMicrobiota succession throughout life from the cradle to the grave
Martino, C., Dilmore, A. H., Burcham, Z. M., Metcalf, J. L., Jeste, D., & Knight, R. (2022) · Nature Reviews Microbiology · doi:10.1038/s41579-022-00768-z · Cited by 275 · see citing works
Self-citation
- Authors
- Caporaso, J. G., Lauber, C. L., Costello, E. K., Berg-Lyons, D., Gonzalez, A., Stombaugh, J., Knights, D., Gajer, P., Ravel, J., Fierer, N., Gordon, J. I., & Knight, R.
- Affiliations
- University of Colorado Boulder (US)
- Cooperative Institute for Research in Environmental Sciences (US)
- Stanford Medicine (US)
- University of Maryland, Baltimore (US)
- Washington University in St. Louis (US)
- Howard Hughes Medical Institute (US)
- Corresponding author
- Knight, Rob
- ORCID
- Venue
- Genome Biology
- Published
- 2011-05-30
- Volume
- 12
- Issue
- 5
- Pages
- R50-R50
- ISSN
- 1465-6906 (ISSN-L)
- 1474-760X
- PMC
- PMC3271711
- OpenAlex
- W2126218947
- Cited by
- 1,138
- References
- 21
- Citations by year
- 2026: 25 · 2025: 50 · 2024: 69 · 2023: 80 · 2022: 68 · 2021: 88 · 2020: 102 · 2019: 93 · 2018: 83 · 2017: 84 · 2016: 78 · 2015: 79 · 2014: 78 · 2013: 82 · 2012: 61
- FWCI
- 30.93
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Genome biology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Digital Commons@Becker (Washington University School of Medicine) (submittedVersion)
- Funders
- Howard Hughes Medical Institute
- Bill and Melinda Gates Foundation
- Crohn's and Colitis Foundation of America
- Amazon Web Services
- Crohn's and Colitis Foundation
- National Institutes of Health (5u01ai070921-07, DK078669)
- National Human Genome Research Institute (R01HG004872, HG004872, HG004872-02S1)
- National Institute of Allergy and Infectious Diseases (AI070921, AI083264, UH2AI083264)
- National Institute of Diabetes and Digestive and Kidney Diseases (DK078669, P01DK078669)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Physical Sciences › Environmental Science › Ecology › Microbial Community Ecology and Physiology
- Health Sciences › Dentistry › Periodontics › Oral microbiology and periodontitis research
- Keywords
- human microbiome, temporal variation, core microbiome, microbial community dynamics, body site differences, interindividual variability, microbiome sequencing
- MeSH terms
- Bacteria, Computer Simulation, Humans, Obesity, Organ Specificity, RNA, Ribosomal, 16S, Seasons, Time Factors, Inflammatory Bowel Diseases, Genomics, Gastrointestinal Tract, Metagenome, High-Throughput Nucleotide Sequencing
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