Handling of spurious sequences affects the outcome of high-throughput 16S rRNA gene amplicon profiling

被引:88
作者
Busi, Susheel Bhanu [1 ]
de Nies, Laura [1 ]
Habier, Janine [1 ]
Wampach, Linda [1 ]
Fritz, Joelle V. [1 ,2 ,9 ]
Heintz-Buschart, Anna [1 ,3 ,4 ]
May, Patrick [5 ]
Halder, Rashi [1 ]
de Beaufort, Carine [1 ,6 ,7 ]
Wilmes, Paul [1 ,8 ]
机构
[1] Univ Luxembourg, Luxembourg Ctr Syst Biomed, Syst Ecol Grp, Esch Sur Alzette, Luxembourg
[2] Univ Luxembourg, Luxembourg Ctr Syst Biomed, Translat Neurosci Grp, Esch Sur Alzette, Luxembourg
[3] German Ctr Integrat Biodivers Res iDiv, Metagen Support Unit, Halle, Germany
[4] Helmholtz Ctr Environm Res GmbH UFZ, Dept Soil Ecol, Halle, Germany
[5] Univ Luxembourg, Luxembourg Ctr Syst Biomed, Bioinformat Core, Esch Sur Alzette, Luxembourg
[6] Ctr Hosp Luxembourg, Dept Pediat Endocrinol & Diabet, Luxembourg, Luxembourg
[7] Vrije Univ Brussel, Dept Pediat Endocrinol, UZ Brussel, Brussels, Belgium
[8] Univ Luxembourg, Fac Sci Technol & Med, Dept Life Sci & Med, Esch Sur Alzette, Luxembourg
[9] Luxembourg Inst Hlth LIH, Transversal Translat Med, 1445 Str, Luxembourg, Luxembourg
来源
ISME COMMUNICATIONS | 2021年 / 1卷 / 01期
关键词
DIVERSITY; MICROBIOTA; UNIFRAC; SEARCH;
D O I
10.1038/s43705-021-00033-z
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
16S rRNA gene amplicon sequencing is a popular approach for studying microbiomes. However, some basic concepts have still not been investigated comprehensively. We studied the occurrence of spurious sequences using defined microbial communities based on data either from the literature or generated in three sequencing facilities and analyzed via both operational taxonomic units (OTUs) and amplicon sequence variants (ASVs) approaches. OTU clustering and singleton removal, a commonly used approach, delivered approximately 50% (mock communities) to 80% (gnotobiotic mice) spurious taxa. The fraction of spurious taxa was generally lower based on ASV analysis, but varied depending on the gene region targeted and the barcoding system used. A relative abundance of 0.25% was found as an effective threshold below which the analysis of spurious taxa can be prevented to a large extent in both OTU- and ASV-based analysis approaches. Using this cutoff improved the reproducibility of analysis, i.e., variation in richness estimates was reduced by 38% compared with singleton filtering using six human fecal samples across seven sequencing runs. Beta-diversity analysis of human fecal communities was markedly affected by both the filtering strategy and the type of phylogenetic distances used for comparison, highlighting the importance of carefully analyzing data before drawing conclusions on microbiome changes. In summary, handling of artifact sequences during bioinformatic processing of 16S rRNA gene amplicon data requires careful attention to avoid the generation of misleading findings. We propose the concept of effective richness to facilitate the comparison of alpha-diversity across studies.
引用
收藏
页数:12
相关论文
共 53 条
[1]   The Placenta Harbors a Unique Microbiome [J].
Aagaard, Kjersti ;
Ma, Jun ;
Antony, Kathleen M. ;
Ganu, Radhika ;
Petrosino, Joseph ;
Versalovic, James .
SCIENCE TRANSLATIONAL MEDICINE, 2014, 6 (237)
[2]   HIPPIE v2.0: enhancing meaningfulness and reliability of protein-protein interaction networks [J].
Alanis-Lobato, Gregorio ;
Andrade-Navarro, Miguel A. ;
Schaefer, Martin H. .
NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) :D408-D414
[3]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[4]  
Andersen K.S., 2018, bioRxiv, DOI DOI 10.1101/299537
[5]   Analysis of large 16S rRNA Illumina data sets: Impact of singleton read filtering on microbial community description [J].
Auer, Lucas ;
Mariadassou, Mahendra ;
O'Donohue, Michael ;
Klopp, Christophe ;
Hernandez-Raquet, Guillermina .
MOLECULAR ECOLOGY RESOURCES, 2017, 17 (06) :e122-e132
[6]   Confusion about the species richness of human gut microbiota [J].
Avershina, E. ;
Rudi, K. .
BENEFICIAL MICROBES, 2015, 6 (05) :657-659
[7]   Barcoded Primers Used in Multiplex Amplicon Pyrosequencing Bias Amplification [J].
Berry, David ;
Ben Mahfoudh, Karim ;
Wagner, Michael ;
Loy, Alexander .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2011, 77 (21) :7846-7849
[8]  
Bokulich NA, 2013, NAT METHODS, V10, P57, DOI [10.1038/NMETH.2276, 10.1038/nmeth.2276]
[9]  
Callahan Ben J, 2016, F1000Res, V5, P1492
[10]  
Callahan BJ, 2016, NAT METHODS, V13, P581, DOI [10.1038/nmeth.3869, 10.1038/NMETH.3869]