Which sequencing depth is sufficient to describe patterns in bacterial α- and β-diversity?

被引:103
作者
Lundin, Daniel [2 ,3 ]
Severin, Ina [1 ]
Logue, Jurg Brendan [1 ]
Ostman, Orjan [4 ]
Andersson, Anders F. [2 ]
Lindstrom, Eva S. [1 ]
机构
[1] Uppsala Univ, Dept Ecol & Genet Limnol, S-75236 Uppsala, Sweden
[2] KTH Royal Inst Technol, Sch Biotechnol, Sci Life Lab, Div Gene Technol, S-17165 Solna, Sweden
[3] Bioinformat Infrastruct Life Sci, BILS, Vetenskapsradet, Sweden
[4] Uppsala Univ, Dept Ecol & Genet Populat Biol, S-75236 Uppsala, Sweden
来源
ENVIRONMENTAL MICROBIOLOGY REPORTS | 2012年 / 4卷 / 03期
基金
瑞典研究理事会;
关键词
COMMUNITY; INDEXES;
D O I
10.1111/j.1758-2229.2012.00345.x
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The vastness of microbial diversity implies that an almost infinite number of individuals needs to be identified to accurately describe such communities. Practical and economical constraints may therefore prevent appropriate study designs. However, for many questions in ecology it is not essential to know the actual diversity but rather the trends among samples thereof. It is, hence, important to know to what depth microbial communities need to be sampled to accurately measure trends in diversity. We used three data sets of freshwater and sediment bacteria, where diversity was explored using 454 pyrosequencing. Each data set contained 615 communities from which 15 00020 000 16S rRNA gene sequences each were obtained. These data sets were subsampled repeatedly to 10 different depths down to 200 sequences per community. Diversity estimates varied with sequencing depth, yet, trends in diversity among samples were less sensitive. We found that 1000 denoised sequences per sample explained to 90% the trends in beta-diversity (Bray-Curtis index) among samples observed for 15 00020 000 sequences. Similarly, 5000 denoised sequences were sufficient to describe trends in a-diversity (Shannon index) with the same accuracy. Further, 5000 denoised sequences captured to more than 80% the trends in Chao1 richness and Pielou's evenness.
引用
收藏
页码:367 / 372
页数:6
相关论文
共 18 条
[1]   Interpreting ecological diversity indices applied to terminal restriction fragment length polymorphism data: Insights from simulated microbial communities [J].
Blackwood, Christopher B. ;
Hudleston, Deborah ;
Zak, Donald R. ;
Buyer, Jeffrey S. .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2007, 73 (16) :5276-5283
[2]   Global patterns of 16S rRNA diversity at a depth of millions of sequences per sample [J].
Caporaso, J. Gregory ;
Lauber, Christian L. ;
Walters, William A. ;
Berg-Lyons, Donna ;
Lozupone, Catherine A. ;
Turnbaugh, Peter J. ;
Fierer, Noah ;
Knight, Rob .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 :4516-4522
[3]   Massively parallel rRNA gene sequencing exacerbates the potential for biased community diversity comparisons due to variable library sizes [J].
Gihring, Thomas M. ;
Green, Stefan J. ;
Schadt, Christopher W. .
ENVIRONMENTAL MICROBIOLOGY, 2012, 14 (02) :285-290
[4]   Are common species sufficient in describing turnover in aquatic metacommunities along environmental and spatial gradients? [J].
Heino, Jani ;
Soininen, Janne .
LIMNOLOGY AND OCEANOGRAPHY, 2010, 55 (06) :2397-2402
[5]  
Kuczynski J, 2010, NAT METHODS, V7, P813, DOI [10.1038/NMETH.1499, 10.1038/nmeth.1499]
[6]   Direct sequencing of the human microbiome readily reveals community differences [J].
Kuczynski, Justin ;
Costello, Elizabeth K. ;
Nemergut, Diana R. ;
Zaneveld, Jesse ;
Lauber, Christian L. ;
Knights, Dan ;
Koren, Omry ;
Fierer, Noah ;
Kelley, Scott T. ;
Ley, Ruth E. ;
Gordon, Jeffrey I. ;
Knight, Rob .
GENOME BIOLOGY, 2010, 11 (05)
[7]   Local and regional factors influencing bacterial community assembly [J].
Lindstrom, Eva S. ;
Langenheder, Silke .
ENVIRONMENTAL MICROBIOLOGY REPORTS, 2012, 4 (01) :1-9
[8]   Freshwater bacterioplankton richness in oligotrophic lakes depends on nutrient availability rather than on species-area relationships [J].
Logue, Jurg Brendan ;
Langenheder, Silke ;
Andersson, Anders F. ;
Bertilsson, Stefan ;
Drakare, Stina ;
Lanzen, Anders ;
Lindstrom, Eva S. .
ISME JOURNAL, 2012, 6 (06) :1127-1136
[9]   UniFrac: an effective distance metric for microbial community comparison [J].
Lozupone, Catherine ;
Lladser, Manuel E. ;
Knights, Dan ;
Stombaugh, Jesse ;
Knight, Rob .
ISME JOURNAL, 2011, 5 (02) :169-172
[10]   Microbial biogeography:: putting microorganisms on the map [J].
Martiny, JBH ;
Bohannan, BJM ;
Brown, JH ;
Colwell, RK ;
Fuhrman, JA ;
Green, JL ;
Horner-Devine, MC ;
Kane, M ;
Krumins, JA ;
Kuske, CR ;
Morin, PJ ;
Naeem, S ;
Ovreås, L ;
Reysenbach, AL ;
Smith, VH ;
Staley, JT .
NATURE REVIEWS MICROBIOLOGY, 2006, 4 (02) :102-112