Literature DB >> 26776185

REPRODUCIBLE RESEARCH WORKFLOW IN R FOR THE ANALYSIS OF PERSONALIZED HUMAN MICROBIOME DATA.

Benjamin Callahan1, Diana Proctor, David Relman, Julia Fukuyama, Susan Holmes.   

Abstract

This article presents a reproducible research workflow for amplicon-based microbiome studies in personalized medicine created using Bioconductor packages and the knitr markdown interface.We show that sometimes a multiplicity of choices and lack of consistent documentation at each stage of the sequential processing pipeline used for the analysis of microbiome data can lead to spurious results. We propose its replacement with reproducible and documented analysis using R packages dada2, knitr, and phyloseq. This workflow implements both key stages of amplicon analysis: the initial filtering and denoising steps needed to construct taxonomic feature tables from error-containing sequencing reads (dada2), and the exploratory and inferential analysis of those feature tables and associated sample metadata (phyloseq). This workow facilitates reproducible interrogation of the full set of choices required in microbiome studies. We present several examples in which we leverage existing packages for analysis in a way that allows easy sharing and modification by others, and give pointers to articles that depend on this reproducible workflow for the study of longitudinal and spatial series analyses of the vaginal microbiome in pregnancy and the oral microbiome in humans with healthy dentition and intra-oral tissues.

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Year:  2016        PMID: 26776185      PMCID: PMC4873301     

Source DB:  PubMed          Journal:  Pac Symp Biocomput        ISSN: 2335-6928


  19 in total

1.  Greengenes, a chimera-checked 16S rRNA gene database and workbench compatible with ARB.

Authors:  T Z DeSantis; P Hugenholtz; N Larsen; M Rojas; E L Brodie; K Keller; T Huber; D Dalevi; P Hu; G L Andersen
Journal:  Appl Environ Microbiol       Date:  2006-07       Impact factor: 4.792

2.  A framework for collaborative analysis of ENCODE data: making large-scale analyses biologist-friendly.

Authors:  Daniel Blankenberg; James Taylor; Ian Schenck; Jianbin He; Yi Zhang; Matthew Ghent; Narayanan Veeraraghavan; Istvan Albert; Webb Miller; Kateryna D Makova; Ross C Hardison; Anton Nekrutenko
Journal:  Genome Res       Date:  2007-06       Impact factor: 9.043

3.  Introducing mothur: open-source, platform-independent, community-supported software for describing and comparing microbial communities.

Authors:  Patrick D Schloss; Sarah L Westcott; Thomas Ryabin; Justine R Hall; Martin Hartmann; Emily B Hollister; Ryan A Lesniewski; Brian B Oakley; Donovan H Parks; Courtney J Robinson; Jason W Sahl; Blaz Stres; Gerhard G Thallinger; David J Van Horn; Carolyn F Weber
Journal:  Appl Environ Microbiol       Date:  2009-10-02       Impact factor: 4.792

4.  Enterotypes of the human gut microbiome.

Authors:  Manimozhiyan Arumugam; Jeroen Raes; Eric Pelletier; Denis Le Paslier; Takuji Yamada; Daniel R Mende; Gabriel R Fernandes; Julien Tap; Thomas Bruls; Jean-Michel Batto; Marcelo Bertalan; Natalia Borruel; Francesc Casellas; Leyden Fernandez; Laurent Gautier; Torben Hansen; Masahira Hattori; Tetsuya Hayashi; Michiel Kleerebezem; Ken Kurokawa; Marion Leclerc; Florence Levenez; Chaysavanh Manichanh; H Bjørn Nielsen; Trine Nielsen; Nicolas Pons; Julie Poulain; Junjie Qin; Thomas Sicheritz-Ponten; Sebastian Tims; David Torrents; Edgardo Ugarte; Erwin G Zoetendal; Jun Wang; Francisco Guarner; Oluf Pedersen; Willem M de Vos; Søren Brunak; Joel Doré; María Antolín; François Artiguenave; Hervé M Blottiere; Mathieu Almeida; Christian Brechot; Carlos Cara; Christian Chervaux; Antonella Cultrone; Christine Delorme; Gérard Denariaz; Rozenn Dervyn; Konrad U Foerstner; Carsten Friss; Maarten van de Guchte; Eric Guedon; Florence Haimet; Wolfgang Huber; Johan van Hylckama-Vlieg; Alexandre Jamet; Catherine Juste; Ghalia Kaci; Jan Knol; Omar Lakhdari; Severine Layec; Karine Le Roux; Emmanuelle Maguin; Alexandre Mérieux; Raquel Melo Minardi; Christine M'rini; Jean Muller; Raish Oozeer; Julian Parkhill; Pierre Renault; Maria Rescigno; Nicolas Sanchez; Shinichi Sunagawa; Antonio Torrejon; Keith Turner; Gaetana Vandemeulebrouck; Encarna Varela; Yohanan Winogradsky; Georg Zeller; Jean Weissenbach; S Dusko Ehrlich; Peer Bork
Journal:  Nature       Date:  2011-04-20       Impact factor: 49.962

5.  Bacterial community variation in human body habitats across space and time.

Authors:  Elizabeth K Costello; Christian L Lauber; Micah Hamady; Noah Fierer; Jeffrey I Gordon; Rob Knight
Journal:  Science       Date:  2009-11-05       Impact factor: 47.728

6.  Factors affecting human supragingival biofilm composition. I. Plaque mass.

Authors:  A D Haffajee; R P Teles; M R Patel; X Song; N Veiga; S S Socransky
Journal:  J Periodontal Res       Date:  2009-10-07       Impact factor: 4.419

7.  QIIME allows analysis of high-throughput community sequencing data.

Authors:  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 R Sevinsky; Peter J Turnbaugh; William A Walters; Jeremy Widmann; Tanya Yatsunenko; Jesse Zaneveld; Rob Knight
Journal:  Nat Methods       Date:  2010-04-11       Impact factor: 28.547

8.  pplacer: linear time maximum-likelihood and Bayesian phylogenetic placement of sequences onto a fixed reference tree.

Authors:  Frederick A Matsen; Robin B Kodner; E Virginia Armbrust
Journal:  BMC Bioinformatics       Date:  2010-10-30       Impact factor: 3.169

9.  The Ribosomal Database Project: improved alignments and new tools for rRNA analysis.

Authors:  J R Cole; Q Wang; E Cardenas; J Fish; B Chai; R J Farris; A S Kulam-Syed-Mohideen; D M McGarrell; T Marsh; G M Garrity; J M Tiedje
Journal:  Nucleic Acids Res       Date:  2008-11-12       Impact factor: 16.971

10.  SILVA: a comprehensive online resource for quality checked and aligned ribosomal RNA sequence data compatible with ARB.

Authors:  Elmar Pruesse; Christian Quast; Katrin Knittel; Bernhard M Fuchs; Wolfgang Ludwig; Jörg Peplies; Frank Oliver Glöckner
Journal:  Nucleic Acids Res       Date:  2007-10-18       Impact factor: 16.971

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  10 in total

Review 1.  The Landscape Ecology and Microbiota of the Human Nose, Mouth, and Throat.

Authors:  Diana M Proctor; David A Relman
Journal:  Cell Host Microbe       Date:  2017-04-12       Impact factor: 21.023

2.  METHODS TO ENHANCE THE REPRODUCIBILITY OF PRECISION MEDICINE.

Authors:  Arjun K Manrai; Chirag J Patel; Nils Gehlenborg; Nicholas P Tatonetti; John P A Ioannidis; Isaac S Kohane
Journal:  Pac Symp Biocomput       Date:  2016

Review 3.  Successful strategies for human microbiome data generation, storage and analyses.

Authors:  Susan Holmes
Journal:  J Biosci       Date:  2019-10       Impact factor: 1.826

4.  Systematic review: Gut microbiota in fecal samples and detection of colorectal neoplasms.

Authors:  Efrat L Amitay; Agne Krilaviciute; Hermann Brenner
Journal:  Gut Microbes       Date:  2018-05-15

Review 5.  Thinking about the microbiome as a causal factor in human health and disease: philosophical and experimental considerations.

Authors:  David A Relman
Journal:  Curr Opin Microbiol       Date:  2020-02-27       Impact factor: 7.584

6.  Optimizing the quality of clinical studies on oral microbiome: A practical guide for planning, performing, and reporting.

Authors:  Egija Zaura; Vincent Y Pappalardo; Mark J Buijs; Catherine M C Volgenant; Bernd W Brandt
Journal:  Periodontol 2000       Date:  2020-11-23       Impact factor: 7.589

7.  Epstein-Barr virus-immortalized B lymphocytes exacerbate experimental autoimmune encephalomyelitis in xenograft mice.

Authors:  Pascal Polepole; Alison Bartenslager; Yutong Liu; Thomas M Petro; Samodha Fernando; Luwen Zhang
Journal:  J Med Virol       Date:  2020-10-05       Impact factor: 20.693

8.  16S rRNA Amplicon Sequencing for Epidemiological Surveys of Bacteria in Wildlife.

Authors:  Maxime Galan; Maria Razzauti; Emilie Bard; Maria Bernard; Carine Brouat; Nathalie Charbonnel; Alexandre Dehne-Garcia; Anne Loiseau; Caroline Tatard; Lucie Tamisier; Muriel Vayssier-Taussat; Helene Vignes; Jean-François Cosson
Journal:  mSystems       Date:  2016-07-19       Impact factor: 6.496

9.  A geographically-diverse collection of 418 human gut microbiome pathway genome databases.

Authors:  Aria S Hahn; Tomer Altman; Kishori M Konwar; Niels W Hanson; Dongjae Kim; David A Relman; David L Dill; Steven J Hallam
Journal:  Sci Data       Date:  2017-04-11       Impact factor: 8.501

10.  High-Throughput 16S rRNA Gene Sequencing of Butter Microbiota Reveals a Variety of Opportunistic Pathogens.

Authors:  Mikhail Y Syromyatnikov; Anastasia V Kokina; Sergey A Solodskikh; Anna V Panevina; Evgeny S Popov; Vasily N Popov
Journal:  Foods       Date:  2020-05-09
  10 in total

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