The effect of low-abundance OTU filtering methods on the reliability and variability of microbial composition assessed by 16S rRNA amplicon sequencing

被引:13
|
作者
Nikodemova, Maria [1 ,2 ]
Holzhausen, Elizabeth A. [1 ,3 ]
Deblois, Courtney L. [4 ,5 ]
Barnet, Jodi H. [1 ]
Peppard, Paul E. [1 ]
Suen, Garret [4 ]
Malecki, Kristen M. [1 ,6 ]
机构
[1] Univ Wisconsin, Sch Med & Publ Hlth, Populat Hlth Sci, Madison, WI 53726 USA
[2] Univ Florida, Dept Phys Therapy, Gainesville, FL USA
[3] Univ Colorado, Dept Integrat Physiol, Boulder, CO 80309 USA
[4] Univ Wisconsin, Dept Bacteriol, Madison, WI USA
[5] Univ Wisconsin, Microbiol Doctoral Training Program, Madison, WI USA
[6] Univ Illinois, Sch Publ Hlth, Div Environm & Occupat Hlth Sci, Chicago, IL USA
关键词
OTU (Operational Taxonomic Unit); filtering; microbiome; low abundance; reliability; reproducibility of results; accuracy; GENE DATABASE; DIVERSITY; EVOLUTION; NUMBER;
D O I
10.3389/fcimb.2023.1165295
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
PCR amplicon sequencing may lead to detection of spurious operational taxonomic units (OTUs), inflating estimates of gut microbial diversity. There is no consensus in the analytical approach as to what filtering methods should be applied to remove low-abundance OTUs; moreover, few studies have investigated the reliability of OTU detection within replicates. Here, we investigated the reliability of OTU detection (% agreement in detecting OTU in triplicates) and accuracy of their quantification (assessed by coefficient of variation (CV)) in human stool specimens. Stool samples were collected from 12 participants 22-55 years old. We applied several methods for filtering low-abundance OTUs and determined their impact on alpha-diversity and beta-diversity metrics. The reliability of OTU detection without any filtering was only 44.1% (SE=0.9) but increased after filtering low-abundance OTUs. After filtering OTUs with <0.1% abundance in the dataset, the reliability increased to 87.7% (SE=0.6) but at the expense of removing 6.97% reads from the dataset. When filtering was based on individual sample, the reliability increased to 73.1% after filtering OTUs with <10 copies while removing only 1.12% of reads. High abundance OTUs (>10 copies in sample) had lower CV, indicating better accuracy of quantification than low-abundance OTUs. Excluding very low-abundance OTUs had a significant impact on alpha-diversity metrics sensitive to the presence of rare species (observed OTUs, Chao1) but had little impact on relative abundance of major phyla and families and alpha-diversity metrics accounting for both richness and evenness (Shannon, Inverse Simpson). To increase the reliability of microbial composition, we advise removing OTUs with <10 copies in individual samples, particularly in studies where only one subsample per specimen is available for analysis.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Lactulose significantly increased the relative abundance of Bifidobacterium and Blautia in mice feces as revealed by 16S rRNA amplicon sequencing
    Cui, Shumao
    Gu, Jiayu
    Liu, Xuemei
    Li, Dongyao
    Mao, Bingyong
    Zhang, Hao
    Zhao, Jianxin
    Chen, Wei
    JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 2021, 101 (13) : 5721 - 5729
  • [32] Microbial Diversity of Reconstituted, Degraded, and Agricultural Soils Assessed by 16S rDNA Multi-Amplicon Sequencing
    Maretto, Laura
    Deb, Saptarathi
    Ravi, Samathmika
    Chiodi, Claudia
    Manfredi, Paolo
    Squartini, Andrea
    Concheri, Giuseppe
    Renella, Giancarlo
    Stevanato, Piergiorgio
    FRONTIERS IN ENVIRONMENTAL SCIENCE, 2022, 9
  • [33] Astragalus affects fecal microbial composition of young hens as determined by 16S rRNA sequencing
    Qiao, Hongxing
    Zhang, Liheng
    Shi, Hongtao
    Song, Yuzhen
    Bian, Chuanzhou
    AMB EXPRESS, 2018, 8
  • [34] The microbial composition of pancreatic ductal adenocarcinoma: a systematic review of 16S rRNA gene sequencing
    Merali, Nabeel
    Chouari, Tarak
    Sweeney, Casie
    Halle-Smith, James
    Jessel, Maria-Danae
    Wang, Bing
    O' Brien, James
    Suyama, Satoshi
    Jimenez, Jose I.
    Roberts, Keith J.
    Velliou, Eirini
    Sivakumar, Shivan
    Rockall, Timothy A.
    Demirkan, Ayse
    Pedicord, Virginia
    Deng, Dongmei
    Giovannetti, Elisa
    Annels, Nicola E.
    Frampton, Adam E.
    INTERNATIONAL JOURNAL OF SURGERY, 2024, 110 (10) : 6771 - 6799
  • [35] Astragalus affects fecal microbial composition of young hens as determined by 16S rRNA sequencing
    Hongxing Qiao
    Liheng Zhang
    Hongtao Shi
    Yuzhen Song
    Chuanzhou Bian
    AMB Express, 8
  • [36] Sediment Microbiota in Response to Circuitry of Sediment Microbial Fuel Cells, Revealed by 16S rRNA Gene Amplicon Sequencing
    Takemura, Yasuyuki
    Aoki, Masataka
    Tran, Thao P.
    Tomioka, Noriko
    Kubota, Keiichi
    Matsuura, Norihisa
    Syutsubo, Kazuaki
    MICROBIOLOGY RESOURCE ANNOUNCEMENTS, 2021, 10 (46):
  • [37] Microbial Water Quality Assessment of Private Wells Using 16S rRNA Gene Amplicon Sequencing with a Nanopore Sequencer
    Mimura, Mayumi
    Koizumi, Yoshihiko
    Wada, Masashi
    Ichijo, Tomoaki
    Uchii, Kimiko
    Nasu, Masao
    BIOLOGICAL & PHARMACEUTICAL BULLETIN, 2023, 46 (02) : 263 - 271
  • [38] Species Identification and Profiling of Complex Microbial Communities Using Shotgun Illumina Sequencing of 16S rRNA Amplicon Sequences
    Ong, Swee Hoe
    Kukkillaya, Vinutha Uppoor
    Wilm, Andreas
    Lay, Christophe
    Ho, Eliza Xin Pei
    Low, Louie
    Hibberd, Martin Lloyd
    Nagarajan, Niranjan
    PLOS ONE, 2013, 8 (04):
  • [39] Low bacterial community diversity in two introduced aphid pests revealed with 16S rRNA amplicon sequencing
    Zepeda-Paulo, Francisca
    Ortiz-Martinez, Sebastian
    Silva, Andrea X.
    Lavandero, Blas
    PEERJ, 2018, 6
  • [40] Investigation of Microbial Diversity in Geothermal Hot Springs in Unkeshwar, India, Based on 16S rRNA Amplicon Metagenome Sequencing
    Mehetre, Gajanan T.
    Paranjpe, Aditi
    Dastager, Syed G.
    Dharne, Mahesh S.
    GENOME ANNOUNCEMENTS, 2016, 4 (01)