Meta-analyses of studies of the human microbiota
Catherine A. Lozupone,Jesse Stombaugh,Antonio Gonzalez,Gail Ackermann,Doug Wendel,Yoshiki Vázquez-Baeza,Janet K. Jansson,Jeffrey I. Gordon,Rob Knight,Rob Knight +9 more
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TLDR
The results show that cross-study comparisons of human microbiota are valuable when the studied parameter has a large effect size, but studies of more subtle effects on the human microbiota require carefully selected control populations and standardized protocols.Abstract:
Our body habitat-associated microbial communities are of intense research interest because of their influence on human health. Because many studies of the microbiota are based on the same bacterial 16S ribosomal RNA (rRNA) gene target, they can, in principle, be compared to determine the relative importance of different disease/physiologic/developmental states. However, differences in experimental protocols used may produce variation that outweighs biological differences. By comparing 16S rRNA gene sequences generated from diverse studies of the human microbiota using the QIIME database, we found that variation in composition of the microbiota across different body sites was consistently larger than technical variability across studies. However, samples from different studies of the Western adult fecal microbiota generally clustered by study, and the 16S rRNA target region, DNA extraction technique, and sequencing platform produced systematic biases in observed diversity that could obscure biologically meaningful compositional differences. In contrast, systematic compositional differences in the fecal microbiota that occurred with age and between Western and more agrarian cultures were great enough to outweigh technical variation. Furthermore, individuals with ileal Crohn's disease and in their third trimester of pregnancy often resembled infants from different studies more than controls from the same study, indicating parallel compositional attributes of these distinct developmental/physiological/disease states. Together, these results show that cross-study comparisons of human microbiota are valuable when the studied parameter has a large effect size, but studies of more subtle effects on the human microbiota require carefully selected control populations and standardized protocols.read more
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The Treatment-Naive Microbiome in New-Onset Crohn’s Disease
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References
More filters
Journal ArticleDOI
QIIME allows analysis of high-throughput community sequencing data.
J. Gregory Caporaso,Justin Kuczynski,Jesse Stombaugh,Kyle Bittinger,Frederic D. Bushman,Elizabeth K. Costello,Noah Fierer,Antonio Gonzalez Peña,Julia K. Goodrich,Jeffrey I. Gordon,Gavin A. Huttley,Scott T. Kelley,Dan Knights,Jeremy E. Koenig,Ruth E. Ley,Catherine A. Lozupone,Daniel McDonald,Brian D. Muegge,Meg Pirrung,Jens Reeder,Joel Sevinsky,Peter J. Turnbaugh,William A. Walters,Jeremy Widmann,Tanya Yatsunenko,Jesse R. Zaneveld,Rob Knight,Rob Knight +27 more
TL;DR: An overview of the analysis pipeline and links to raw data and processed output from the runs with and without denoising are provided.
Journal ArticleDOI
Search and clustering orders of magnitude faster than BLAST
TL;DR: UCLUST is a new clustering method that exploits USEARCH to assign sequences to clusters and offers several advantages over the widely used program CD-HIT, including higher speed, lower memory use, improved sensitivity, clustering at lower identities and classification of much larger datasets.
Journal ArticleDOI
A human gut microbial gene catalogue established by metagenomic sequencing
Junjie Qin,Ruiqiang Li,Jeroen Raes,Manimozhiyan Arumugam,Kristoffer Sølvsten Burgdorf,Chaysavanh Manichanh,Trine Nielsen,Nicolas Pons,Florence Levenez,Takuji Yamada,Daniel R. Mende,Junhua Li,Junming Xu,Shaochuan Li,Dongfang Li,Jianjun Cao,Bo Wang,Huiqing Liang,Huisong Zheng,Yinlong Xie,Julien Tap,Patricia Lepage,Marcelo Bertalan,Jean-Michel Batto,Torben Hansen,Denis Le Paslier,Allan Linneberg,H. Bjørn Nielsen,Eric Pelletier,Pierre Renault,Thomas Sicheritz-Pontén,Keith Turner,Hongmei Zhu,Chang Yu,Shengting Li,Min Jian,Yan Zhou,Yingrui Li,Xiuqing Zhang,Songgang Li,Nan Qin,Huanming Yang,Jian Wang,Søren Brunak,Joël Doré,Francisco Guarner,Karsten Kristiansen,Oluf Pedersen,Julian Parkhill,Jean Weissenbach,Peer Bork,S. Dusko Ehrlich,Jun Wang +52 more
TL;DR: The Illumina-based metagenomic sequencing, assembly and characterization of 3.3 million non-redundant microbial genes, derived from 576.7 gigabases of sequence, from faecal samples of 124 European individuals are described, indicating that the entire cohort harbours between 1,000 and 1,150 prevalent bacterial species and each individual at least 160 such species.
Journal ArticleDOI
Structure, function and diversity of the healthy human microbiome
Curtis Huttenhower,Curtis Huttenhower,Dirk Gevers,Rob Knight,Rob Knight,Sahar Abubucker,Jonathan H. Badger,Asif T. Chinwalla,Heather Huot Creasy,Ashlee M. Earl,Michael Fitzgerald,Robert S. Fulton,Michelle G. Giglio,Kymberlie Hallsworth-Pepin,Elizabeth A. Lobos,Ramana Madupu,Vincent Magrini,John Martin,Makedonka Mitreva,Donna M. Muzny,Erica Sodergren,James Versalovic,Aye Wollam,Kim C. Worley,Jennifer R. Wortman,Sarah Young,Qiandong Zeng,Kjersti Aagaard,Olukemi O. Abolude,Emma Allen-Vercoe,Eric J. Alm,Eric J. Alm,Lucia Alvarado,Gary L. Andersen,Scott Anderson,Elizabeth L. Appelbaum,Harindra Arachchi,Gary C. Armitage,Cesar Arze,Tulin Ayvaz,Carl C. Baker,Lisa Begg,Tsegahiwot Belachew,Veena Bhonagiri,Monika Bihan,Martin J. Blaser,Toby Bloom,Vivien Bonazzi,J. Paul Brooks,Gregory A. Buck,Christian J. Buhay,Dana A. Busam,Joseph L. Campbell,Shane Canon,Brandi L. Cantarel,Patrick S. G. Chain,Patrick S. G. Chain,I. Min A. Chen,Lei Chen,Shaila Chhibba,Ken Chu,Dawn Ciulla,Jose C. Clemente,Sandra W. Clifton,Sean Conlan,Jonathan Crabtree,Mary A. Cutting,Noam J. Davidovics,Catherine C. Davis,Todd Z. DeSantis,Carolyn Deal,Kimberley D. Delehaunty,Floyd E. Dewhirst,Elena Deych,Yan Ding,David J. Dooling,Shannon Dugan,Wm. Michael Dunne,Wm. Michael Dunne,A. Scott Durkin,Robert C. Edgar,Rachel L. Erlich,Candace N. Farmer,Ruth M. Farrell,Karoline Faust,Michael Feldgarden,Victor Felix,Sheila Fisher,Anthony A. Fodor,Larry J. Forney,Leslie Foster,Valentina Di Francesco,Jonathan Friedman,Dennis C. Friedrich,Catrina Fronick,Lucinda Fulton,Hongyu Gao,Nathalia Garcia,Georgia Giannoukos,Christina Giblin,Maria Y. Giovanni,Jonathan M. Goldberg,Johannes B. Goll,Antonio Gonzalez,Allison D. Griggs,Sharvari Gujja,Susan Kinder Haake,Brian J. Haas,Holli A. Hamilton,Emily L. Harris,Theresa A. Hepburn,Brandi Herter,Diane E. Hoffmann,Michael Holder,Clinton Howarth,Katherine H. Huang,Susan M. Huse,Jacques Izard,Janet K. Jansson,Huaiyang Jiang,Catherine Jordan,Vandita Joshi,James A. Katancik,Wendy A. Keitel,Scott T. Kelley,Cristyn Kells,Nicholas B. King,Dan Knights,Heidi H. Kong,Omry Koren,Sergey Koren,Karthik Kota,Christie Kovar,Nikos C. Kyrpides,Patricio S. La Rosa,Sandra L. Lee,Katherine P. Lemon,Niall J. Lennon,Cecil M. Lewis,Lora Lewis,Ruth E. Ley,Kelvin Li,Konstantinos Liolios,Bo Liu,Yue Liu,Chien Chi Lo,Catherine A. Lozupone,R. Dwayne Lunsford,Tessa Madden,Anup Mahurkar,Peter J. Mannon,Elaine R. Mardis,Victor M. Markowitz,Victor M. Markowitz,Konstantinos Mavromatis,Jamison McCorrison,Daniel McDonald,Jean E. McEwen,Amy L. McGuire,Pamela McInnes,Teena Mehta,Kathie A. Mihindukulasuriya,Jason R. Miller,Patrick Minx,Irene Newsham,Chad Nusbaum,Michelle Oglaughlin,Joshua Orvis,Ioanna Pagani,Krishna Palaniappan,Shital M. Patel,Matthew D. Pearson,Jane Peterson,Mircea Podar,Craig Pohl,Katherine S. Pollard,Mihai Pop,Margaret Priest,Lita M. Proctor,Xiang Qin,Jeroen Raes,Jacques Ravel,Jeffrey G. Reid,Mina Rho,Rosamond Rhodes,Kevin Riehle,Maria C. Rivera,Beltran Rodriguez-Mueller,Yu-Hui Rogers,Matthew C. Ross,Carsten Russ,Ravi Sanka,Pamela Sankar,J. Fah Sathirapongsasuti,Jeffery A. Schloss,Patrick D. Schloss,Thomas M. Schmidt,Matthew B. Scholz,Lynn M. Schriml,Alyxandria M. Schubert,Nicola Segata,Julia A. Segre,William D. Shannon,Richard R. Sharp,Thomas J. Sharpton,Narmada Shenoy,Nihar U. Sheth,Gina A. Simone,Indresh Singh,Christopher Smillie,Jack D. Sobel,Daniel D. Sommer,Paul Spicer,Granger G. Sutton,Sean M. Sykes,Diana Tabbaa,Mathangi Thiagarajan,Chad Tomlinson,Manolito Torralba,Todd J. Treangen,Rebecca Truty,Tatiana A. Vishnivetskaya,Jason Walker,Lu Wang,Zhengyuan Wang,Doyle V. Ward,Wesley C. Warren,Mark A. Watson,Christopher Wellington,Kris A. Wetterstrand,James R. White,Katarzyna Wilczek-Boney,Yuanqing Wu,Kristine M. Wylie,Todd Wylie,Chandri Yandava,Liang Ye,Yuzhen Ye,Shibu Yooseph,Bonnie P. Youmans,Lan Zhang,Yanjiao Zhou,Yiming Zhu,Laurie Zoloth,Jeremy Zucker,Bruce W. Birren,Richard A. Gibbs,Sarah K. Highlander,Barbara A. Methé,Karen E. Nelson,Joseph F. Petrosino,George M. Weinstock,Richard K. Wilson,Owen White +253 more
TL;DR: The Human Microbiome Project Consortium reported the first results of their analysis of microbial communities from distinct, clinically relevant body habitats in a human cohort; the insights into the microbial communities of a healthy population lay foundations for future exploration of the epidemiology, ecology and translational applications of the human microbiome as discussed by the authors.
Journal ArticleDOI
A core gut microbiome in obese and lean twins
Peter J. Turnbaugh,Micah Hamady,Tanya Yatsunenko,Brandi L. Cantarel,Alexis E. Duncan,Ruth E. Ley,Mitchell L. Sogin,William J. Jones,Bruce A. Roe,Jason P. Affourtit,Michael Egholm,Bernard Henrissat,Andrew C. Heath,Rob Knight,Jeffrey I. Gordon +14 more
TL;DR: The faecal microbial communities of adult female monozygotic and dizygotic twin pairs concordant for leanness or obesity, and their mothers are characterized to address how host genotype, environmental exposure and host adiposity influence the gut microbiome.
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