Correcting for Microbial Blooms in Fecal Samples during Room-Temperature Shipping

被引:176
作者
Amir, Amnon [1 ]
McDonald, Daniel [1 ]
Navas-Molina, Jose A. [1 ]
Debelius, Justine [1 ]
Morton, James T. [1 ]
Hyde, Embriette [1 ]
Robbins-Pianka, Adam [3 ]
Knight, Rob [1 ,2 ,4 ]
机构
[1] Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[3] Univ Colorado Boulder, Dept Comp Sci, Boulder, CO USA
[4] Univ Calif San Diego, Ctr Microbiome Innovat, San Diego, CA 92103 USA
基金
美国国家科学基金会;
关键词
16S rRNA; DNA sequencing; bioinformatics;
D O I
10.1128/mSystems.00199-16
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
The use of sterile swabs is a convenient and common way to collect microbiome samples, and many studies have shown that the effects of room-temperature storage are smaller than physiologically relevant differences between subjects. However, several bacterial taxa, notably members of the class Gammaproteobacteria, grow at room temperature, sometimes confusing microbiome results, particularly when stability is assumed. Although comparative benchmarking has shown that several preservation methods, including the use of 95% ethanol, fecal occult blood test (FOBT) and FTA cards, and Omnigene-GUT kits, reduce changes in taxon abundance during room-temperature storage, these techniques all have drawbacks and cannot be applied retrospectively to samples that have already been collected. Here we performed a meta-analysis using several different microbiome sample storage condition studies, showing consistent trends in which specific bacteria grew (i.e., "bloomed") at room temperature, and introduce a procedure for removing the sequences that most distort analyses. In contrast to similarity-based clustering using operational taxonomic units (OTUs), we use a new technique called "Deblur" to identify the exact sequences corresponding to blooming taxa, greatly reducing false positives and also dramatically decreasing runtime. We show that applying this technique to samples collected for the American Gut Project (AGP), for which participants simply mail samples back without the use of ice packs or other preservatives, yields results consistent with published microbiome studies performed with frozen or otherwise preserved samples. IMPORTANCE In many microbiome studies, the necessity to store samples at room temperature (i.e., remote fieldwork) and the ability to ship samples without hazardous materials that require special handling training, such as ethanol (i.e., citizen science efforts), is paramount. However, although room-temperature storage for a few days has been shown not to obscure physiologically relevant microbiome differences between comparison groups, there are still changes in specific bacterial taxa, notably, in members of the class Gammaproteobacteria, that can make microbiome profiles difficult to interpret. Here we identify the most problematic taxa and show that removing sequences from just a few fast-growing taxa is sufficient to correct microbiome profiles.
引用
收藏
页数:5
相关论文
共 10 条
[1]   Correcting for Microbial Blooms in Fecal Samples during Room-Temperature Shipping [J].
Amir, Amnon ;
McDonald, Daniel ;
Navas-Molina, Jose A. ;
Debelius, Justine ;
Morton, James T. ;
Hyde, Embriette ;
Robbins-Pianka, Adam ;
Knight, Rob .
MSYSTEMS, 2017, 2 (02)
[2]   The Treatment-Naive Microbiome in New-Onset Crohn's Disease [J].
Gevers, Dirk ;
Kugathasan, Subra ;
Denson, Lee A. ;
Vazquez-Baeza, Yoshiki ;
Van Treuren, Will ;
Ren, Boyu ;
Schwager, Emma ;
Knights, Dan ;
Song, Se Jin ;
Yassour, Moran ;
Morgan, Xochitl C. ;
Kostic, Aleksandar D. ;
Luo, Chengwei ;
Gonzalez, Antonio ;
McDonald, Daniel ;
Haberman, Yael ;
Walters, Thomas ;
Baker, Susan ;
Rosh, Joel ;
Stephens, Michael ;
Heyman, Melvin ;
Markowitz, James ;
Baldassano, Robert ;
Griffiths, Anne ;
Sylvester, Francisco ;
Mack, David ;
Kim, Sandra ;
Crandall, Wallace ;
Hyams, Jeffrey ;
Huttenhower, Curtis ;
Knight, Rob ;
Xavier, Ramnik J. .
CELL HOST & MICROBE, 2014, 15 (03) :382-392
[3]   Human Genetics Shape the Gut Microbiome [J].
Goodrich, Julia K. ;
Waters, Jillian L. ;
Poole, Angela C. ;
Sutter, Jessica L. ;
Koren, Omry ;
Blekhman, Ran ;
Beaumont, Michelle ;
Van Treuren, William ;
Knight, Rob ;
Bell, Jordana T. ;
Spector, Timothy D. ;
Clark, Andrew G. ;
Ley, Ruth E. .
CELL, 2014, 159 (04) :789-799
[4]   Succession of microbial consortia in the developing infant gut microbiome [J].
Koenig, Jeremy E. ;
Spor, Ayme ;
Scalfone, Nicholas ;
Fricker, Ashwana D. ;
Stombaugh, Jesse ;
Knight, Rob ;
Angenent, Largus T. ;
Ley, Ruth E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 :4578-4585
[5]   Effect of storage conditions on the assessment of bacterial community structure in soil and human-associated samples [J].
Lauber, Christian L. ;
Zhou, Nicholas ;
Gordon, Jeffrey I. ;
Knight, Rob ;
Fierer, Noah .
FEMS MICROBIOLOGY LETTERS, 2010, 307 (01) :80-86
[6]   IPython']Python:: A system for interactive scientific computing [J].
Perez, Fernando ;
Granger, Brian E. .
COMPUTING IN SCIENCE & ENGINEERING, 2007, 9 (03) :21-29
[7]   Collecting Fecal Samples for Microbiome Analyses in Epidemiology Studies [J].
Sinha, Rashmi ;
Chen, Jun ;
Amir, Amnon ;
Vogtmann, Emily ;
Shi, Jianxin ;
Inman, Kristin S. ;
Flores, Roberto ;
Sampson, Joshua ;
Knight, Rob ;
Chia, Nicholas .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2016, 25 (02) :407-416
[8]   Preservation Methods Differ in Fecal Microbiome Stability, Affecting Suitability for Field Studies [J].
Song, Se Jin ;
Amir, Amnon ;
Metcalf, Jessica L. ;
Amato, Katherine R. ;
Xu, Zhenjiang Zech ;
Humphrey, Greg ;
Knight, Rob .
MSYSTEMS, 2016, 1 (03)
[9]   Whole-grain wheat consumption reduces inflammation in a randomized controlled trial on overweight and obese subjects with unhealthy dietary and lifestyle behaviors: role of polyphenols bound to cereal dietary fiber [J].
Vitaglione, Paola ;
Mennella, Ilario ;
Ferracane, Rosalia ;
Rivellese, Angela A. ;
Giacco, Rosalba ;
Ercolini, Danilo ;
Gibbons, Sean M. ;
La Storia, Antonietta ;
Gilbert, Jack A. ;
Jonnalagadda, Satya ;
Thielecke, Frank ;
Gallo, Maria A. ;
Scalfi, Luca ;
Fogliano, Vincenzo .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 2015, 101 (02) :251-261
[10]   Human gut microbiome viewed across age and geography [J].
Yatsunenko, Tanya ;
Rey, Federico E. ;
Manary, Mark J. ;
Trehan, Indi ;
Dominguez-Bello, Maria Gloria ;
Contreras, Monica ;
Magris, Magda ;
Hidalgo, Glida ;
Baldassano, Robert N. ;
Anokhin, Andrey P. ;
Heath, Andrew C. ;
Warner, Barbara ;
Reeder, Jens ;
Kuczynski, Justin ;
Caporaso, J. Gregory ;
Lozupone, Catherine A. ;
Lauber, Christian ;
Clemente, Jose Carlos ;
Knights, Dan ;
Knight, Rob ;
Gordon, Jeffrey I. .
NATURE, 2012, 486 (7402) :222-+