Microbiome 101: Studying, Analyzing, and Interpreting Gut Microbiome Data for Clinicians

被引:198
作者
Allaband, Celeste [1 ]
McDonald, Daniel [2 ]
Vazquez-Baeza, Yoshiki [2 ]
Minich, Jeremiah J. [3 ]
Tripathi, Anupriya [4 ]
Brenner, David A. [5 ]
Loomba, Rohit [5 ,6 ]
Smarr, Larry [6 ,7 ,8 ]
Sandborn, William J. [6 ,11 ]
Schnabl, Bernd [5 ,6 ,11 ]
Dorrestein, Pieter [2 ,6 ,9 ]
Zarrinpar, Amir [5 ,6 ,11 ]
Knight, Rob [2 ,6 ,7 ,10 ]
机构
[1] Univ Calif San Diego, Biomed Sci Grad Program, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Pediat, 9500 Gilman Dr,MC 0763, La Jolla, CA 92093 USA
[3] Univ Calif San Diego, Scripps Inst Oceanog, La Jolla, CA 92093 USA
[4] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
[6] Univ Calif San Diego, Ctr Microbiome Innovat, La Jolla, CA 92093 USA
[7] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[8] Univ Calif San Diego, Calif Inst Telecommun & Informat Technol, La Jolla, CA 92093 USA
[9] Univ Calif San Diego, Skaggs Sch Pharm, La Jolla, CA 92093 USA
[10] Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USA
[11] Vet Adm San Diego Hlth Syst, Div Gastroenterol, La Jolla, CA USA
关键词
Gut Microbiome; Clinician; Study Design; Prognosis; Diagnosis; FECAL SAMPLES; COLLECTION METHODS; MASS-SPECTROMETRY; WIDE ASSOCIATION; RNA; IDENTIFICATION; PATTERNS; ECOLOGY; CLASSIFICATION; METAGENOMICS;
D O I
10.1016/j.cgh.2018.09.017
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Advances in technical capabilities for reading complex human microbiomes are leading to an explosion of microbiome research, leading in turn to intense interest among clinicians in applying these techniques to their patients. In this review, we discuss the content of the human microbiome, including intersubject and intrasubject variability, considerations of study design including important confounding factors, and different methods in the laboratory and on the computer to read the microbiome and its resulting gene products and metabolites. We highlight several common pitfalls for clinicians, including the expectation that an individual's microbiome will be stable, that diet can induce rapid changes that are large compared with the differences among subjects, that everyone has essentially the same core stool microbiome, and that different laboratory and computational methods will yield essentially the same results. We also highlight the current limitations and future promise of these techniques, with the expectation that an understanding of these considerations will help accelerate the path toward routine clinical application of these techniques developed in research settings.
引用
收藏
页码:218 / 230
页数:13
相关论文
共 103 条
[1]   Metabolic Reconstruction for Metagenomic Data and Its Application to the Human Microbiome [J].
Abubucker, Sahar ;
Segata, Nicola ;
Goll, Johannes ;
Schubert, Alyxandria M. ;
Izard, Jacques ;
Cantarel, Brandi L. ;
Rodriguez-Mueller, Beltran ;
Zucker, Jeremy ;
Thiagarajan, Mathangi ;
Henrissat, Bernard ;
White, Owen ;
Kelley, Scott T. ;
Methe, Barbara ;
Schloss, Patrick D. ;
Gevers, Dirk ;
Mitreva, Makedonka ;
Huttenhower, Curtis .
PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (06)
[2]   Global chemical analysis of biology by mass spectrometry [J].
Aksenov, Alexander A. ;
da Silva, Ricardo ;
Knight, Rob ;
Lopes, Norberto P. ;
Dorrestein, Pieter C. .
NATURE REVIEWS CHEMISTRY, 2017, 1 (07)
[3]   Deblur Rapidly Resolves Single-Nucleotide Community Sequence Patterns [J].
Amir, Amnon ;
McDonald, Daniel ;
Navas-Molina, Jose A. ;
Kopylova, Evguenia ;
Morton, James T. ;
Xu, Zhenjiang Zech ;
Kightley, Eric P. ;
Thompson, Luke R. ;
Hyde, Embriette R. ;
Gonzalez, Antonio ;
Knight, Rob .
MSYSTEMS, 2017, 2 (02)
[4]   Enterotypes of the human gut microbiome [J].
Arumugam, Manimozhiyan ;
Raes, Jeroen ;
Pelletier, Eric ;
Le Paslier, Denis ;
Yamada, Takuji ;
Mende, Daniel R. ;
Fernandes, Gabriel R. ;
Tap, Julien ;
Bruls, Thomas ;
Batto, Jean-Michel ;
Bertalan, Marcelo ;
Borruel, Natalia ;
Casellas, Francesc ;
Fernandez, Leyden ;
Gautier, Laurent ;
Hansen, Torben ;
Hattori, Masahira ;
Hayashi, Tetsuya ;
Kleerebezem, Michiel ;
Kurokawa, Ken ;
Leclerc, Marion ;
Levenez, Florence ;
Manichanh, Chaysavanh ;
Nielsen, H. Bjorn ;
Nielsen, Trine ;
Pons, Nicolas ;
Poulain, Julie ;
Qin, Junjie ;
Sicheritz-Ponten, Thomas ;
Tims, Sebastian ;
Torrents, David ;
Ugarte, Edgardo ;
Zoetendal, Erwin G. ;
Wang, Jun ;
Guarner, Francisco ;
Pedersen, Oluf ;
de Vos, Willem M. ;
Brunak, Soren ;
Dore, Joel ;
Weissenbach, Jean ;
Ehrlich, S. Dusko ;
Bork, Peer .
NATURE, 2011, 473 (7346) :174-180
[5]   SPAdes: A New Genome Assembly Algorithm and Its Applications to Single-Cell Sequencing [J].
Bankevich, Anton ;
Nurk, Sergey ;
Antipov, Dmitry ;
Gurevich, Alexey A. ;
Dvorkin, Mikhail ;
Kulikov, Alexander S. ;
Lesin, Valery M. ;
Nikolenko, Sergey I. ;
Son Pham ;
Prjibelski, Andrey D. ;
Pyshkin, Alexey V. ;
Sirotkin, Alexander V. ;
Vyahhi, Nikolay ;
Tesler, Glenn ;
Alekseyev, Max A. ;
Pevzner, Pavel A. .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2012, 19 (05) :455-477
[6]   New antibiotics for bad bugs: where are we? [J].
Bassetti, Matteo ;
Merelli, Maria ;
Temperoni, Chiara ;
Astilean, Augusta .
ANNALS OF CLINICAL MICROBIOLOGY AND ANTIMICROBIALS, 2013, 12
[7]   Culturing of 'unculturable' human microbiota reveals novel taxa and extensive sporulation [J].
Browne, Hilary P. ;
Forster, Samuel C. ;
Anonye, Blessing O. ;
Kumar, Nitin ;
Neville, B. Anne ;
Stares, Mark D. ;
Goulding, David ;
Lawley, Trevor D. .
NATURE, 2016, 533 (7604) :543-+
[8]   Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms [J].
Caporaso, J. Gregory ;
Lauber, Christian L. ;
Walters, William A. ;
Berg-Lyons, Donna ;
Huntley, James ;
Fierer, Noah ;
Owens, Sarah M. ;
Betley, Jason ;
Fraser, Louise ;
Bauer, Markus ;
Gormley, Niall ;
Gilbert, Jack A. ;
Smith, Geoff ;
Knight, Rob .
ISME JOURNAL, 2012, 6 (08) :1621-1624
[9]   Moving pictures of the human microbiome [J].
Caporaso, J. Gregory ;
Lauber, Christian L. ;
Costello, Elizabeth K. ;
Berg-Lyons, Donna ;
Gonzalez, Antonio ;
Stombaugh, Jesse ;
Knights, Dan ;
Gajer, Pawel ;
Ravel, Jacques ;
Fierer, Noah ;
Gordon, Jeffrey I. ;
Knight, Rob .
GENOME BIOLOGY, 2011, 12 (05)
[10]   QIIME allows analysis of high-throughput community sequencing data [J].
Caporaso, J. Gregory ;
Kuczynski, Justin ;
Stombaugh, Jesse ;
Bittinger, Kyle ;
Bushman, Frederic D. ;
Costello, Elizabeth K. ;
Fierer, Noah ;
Pena, Antonio Gonzalez ;
Goodrich, Julia K. ;
Gordon, Jeffrey I. ;
Huttley, Gavin A. ;
Kelley, Scott T. ;
Knights, Dan ;
Koenig, Jeremy E. ;
Ley, Ruth E. ;
Lozupone, Catherine A. ;
McDonald, Daniel ;
Muegge, Brian D. ;
Pirrung, Meg ;
Reeder, Jens ;
Sevinsky, Joel R. ;
Tumbaugh, Peter J. ;
Walters, William A. ;
Widmann, Jeremy ;
Yatsunenko, Tanya ;
Zaneveld, Jesse ;
Knight, Rob .
NATURE METHODS, 2010, 7 (05) :335-336