Combined nanopore adaptive sequencing and enzyme-based host depletion efficiently enriched microbial sequences and identified missing respiratory pathogens

被引:30
作者
Gan, Mingyu [1 ]
Wu, Bingbing [1 ]
Yan, Gangfeng [2 ]
Li, Gang [1 ]
Sun, Li [3 ]
Lu, Guoping [2 ]
Zhou, Wenhao [1 ,4 ]
机构
[1] Fudan Univ, Ctr Mol Med, Natl Childrens Med Ctr, Pediat Res Inst,Childrens Hosp, Shanghai, Peoples R China
[2] Fudan Univ, Natl Childrens Med Ctr, Dept Pediat Emergency & Crit Care Med, Childrens Hosp, 399 Wanyuan Rd, Shanghai 201102, Peoples R China
[3] Fudan Univ, Natl Childrens Med Ctr, Dept Rheumatol, Childrens Hosp, Shanghai, Peoples R China
[4] Fudan Univ, Natl Childrens Med Ctr, Dept Neonates, Key Lab Neonatal Dis,Childrens Hosp,Minist Hlth, Shanghai, Peoples R China
关键词
Metagenomics; Nanopore adaptive sequencing; Host depletion; Microbe enrichment; DNA; INFECTION; DIAGNOSIS;
D O I
10.1186/s12864-021-08023-0
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background Enzyme-based host depletion significantly improves the sensitivity of clinical metagenomics. Recent studies found that real-time adaptive sequencing of DNA molecules was achieved using a nanopore sequencing machine, which enabled effective enrichment of microbial sequences. However, few studies have compared the enzyme-based host depletion and nanopore adaptive sequencing for microbial enrichment efficiency. Results To compare the host depletion and microbial enrichment efficiency of enzyme-based and adaptive sequencing methods, the present study collected clinical samples from eight children with respiratory tract infections. The same respiratory samples were subjected to standard methods, adaptive sequencing methods, enzyme-based host depletion methods, and the combination of adaptive sequencing and enzyme-based host depletion methods. We compared the host depletion efficiency, microbial enrichment efficiency, and pathogenic microorganisms detected between the four methods. We found that adaptive sequencing, enzyme-based host depletion and the combined methods significantly enriched the microbial sequences and significantly increased the diversity of microorganisms (p value < 0.001 for each method compared to standard). The highest microbial enrichment efficiency was achieved using the combined method. Compared to the standard method, the combined method increased the microbial reads by a median of 113.41-fold (interquartile range 23.32-327.72, maximum 1812), and the number of genera by a median of 70-fold (interquartile range 56.75-86.75, maximum 164). The combined method detected 6 pathogens in 4 samples with a median read of 547, compared to 5 pathogens in 4 samples with a median read of 4 using the standard method. Conclusion The combined method is an effective, easy-to-run method for enriching microbial sequences in clinical metagenomics from sputum and bronchoalveolar lavage fluid samples and may improve the sensitivity of clinical metagenomics for other host-derived clinical samples.
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页数:11
相关论文
共 31 条
[11]   Evaluation of 16S rRNA gene sequencing for species and strain-level microbiome analysis [J].
Johnson, Jethro S. ;
Spakowicz, Daniel J. ;
Hong, Bo-Young ;
Petersen, Lauren M. ;
Demkowicz, Patrick ;
Chen, Lei ;
Leopold, Shana R. ;
Hanson, Blake M. ;
Agresta, Hanako O. ;
Gerstein, Mark ;
Sodergren, Erica ;
Weinstock, George M. .
NATURE COMMUNICATIONS, 2019, 10 (1)
[12]   Centrifuge: rapid and sensitive classification of metagenomic sequences [J].
Kim, Daehwan ;
Song, Li ;
Breitwieser, Florian P. ;
Salzberg, Steven L. .
GENOME RESEARCH, 2016, 26 (12) :1721-1729
[13]   Targeted nanopore sequencing by real-time mapping of raw electrical signal with UNCALLED [J].
Kovaka, Sam ;
Fan, Yunfan ;
Ni, Bohan ;
Timp, Winston ;
Schatz, Michael C. .
NATURE BIOTECHNOLOGY, 2021, 39 (04) :431-441
[14]   Minimap2: pairwise alignment for nucleotide sequences [J].
Li, Heng .
BIOINFORMATICS, 2018, 34 (18) :3094-3100
[15]   Global, regional, and national causes of under-5 mortality in 2000-15: an updated systematic analysis with implications for the Sustainable Development Goals [J].
Liu, Li ;
Oza, Shefali ;
Hogan, Dan ;
Chu, Yue ;
Perin, Jamie ;
Zhu, Jun ;
Lawn, Joy E. ;
Cousens, Simon ;
Mathers, Colin ;
Black, Robert E. .
LANCET, 2016, 388 (10063) :3027-3035
[16]  
Loose M, 2016, NAT METHODS, V13, P751, DOI [10.1038/NMETH.3930, 10.1038/nmeth.3930]
[17]   Improving saliva shotgun metagenomics by chemical host DNA depletion [J].
Marotz, Clarisse A. ;
Sanders, Jon G. ;
Zuniga, Cristal ;
Zaramela, Livia S. ;
Knight, Rob ;
Zengler, Karsten .
MICROBIOME, 2018, 6
[18]   Capturing sequence diversity in metagenomes with comprehensive and scalable probe design [J].
Metsky, Hayden C. ;
Siddle, Katherine J. ;
Gladden-Young, Adrianne ;
Qu, James ;
Yang, David K. ;
Brehio, Patrick ;
Goldfarb, Andrew ;
Piantadosi, Anne ;
Wohl, Shirlee ;
Carter, Amber ;
Lin, Aaron E. ;
Barnes, Kayla G. ;
Tully, Damien C. ;
Corleis, Bjorn ;
Hennigan, Scott ;
Barbosa-Lima, Giselle ;
Vieira, Yasmine R. ;
Paul, Lauren M. ;
Tan, Amanda L. ;
Garcia, Kimberly F. ;
Parham, Leda A. ;
Odia, Ikponmwosa ;
Eromon, Philomena ;
Folarin, Onikepe A. ;
Goba, Augustine ;
Simon-Loriere, Etienne ;
Hensley, Lisa ;
Balmaseda, Angel ;
Harris, Eva ;
Kwon, Douglas S. ;
Allen, Todd M. ;
Runstadler, Jonathan A. ;
Smole, Sandra ;
Bozza, Fernando A. ;
Souza, Thiago M. L. ;
Isern, Sharon ;
Michael, Scott F. ;
Lorenzana, Ivette ;
Gehrke, Lee ;
Bosch, Irene ;
Ebel, Gregory ;
Grant, Donald S. ;
Happi, Christian T. ;
Park, Daniel J. ;
Gnirke, Andreas ;
Sabeti, Pardis C. ;
Matranga, Christian B. .
NATURE BIOTECHNOLOGY, 2019, 37 (02) :160-+
[19]   Human and Extracellular DNA Depletion for Metagenomic Analysis of Complex Clinical Infection Samples Yields Optimized Viable Microbiome Profiles [J].
Nelson, Maria T. ;
Pope, Christopher E. ;
Marsh, Robyn L. ;
Wolter, Daniel J. ;
Weiss, Eli J. ;
Hager, Kyle R. ;
Vo, Anh T. ;
Brittnacher, Mitchell J. ;
Radey, Matthew C. ;
Hayden, Hillary S. ;
Eng, Alexander ;
Miller, Samuel I. ;
Borenstein, Elhanan ;
Hoffman, Lucas R. .
CELL REPORTS, 2019, 26 (08) :2227-+
[20]   Readfish enables targeted nanopore sequencing of gigabase-sized genomes [J].
Payne, Alexander ;
Holmes, Nadine ;
Clarke, Thomas ;
Munro, Rory ;
Debebe, Bisrat J. ;
Loose, Matthew .
NATURE BIOTECHNOLOGY, 2021, 39 (04) :442-450