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A multicenter study on accuracy and reproducibility of nanopore sequencing-based genotyping of bacterial pathogens
Nanopore sequencing has shown the potential to democratize genomic pathogen surveillance due to its ease of use and low entry cost. However, recent genotyping studies showed discrepant results compared to gold-standard short-read sequencing. Furthermore, although essential for widespread application...
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Published in: | Journal of clinical microbiology 2024-09, Vol.62 (9), p.e0062824 |
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creator | Dabernig-Heinz, Johanna Lohde, Mara Hölzer, Martin Cabal, Adriana Conzemius, Rick Brandt, Christian Kohl, Matthias Halbedel, Sven Hyden, Patrick Fischer, Martin A Pietzka, Ariane Daza, Beatriz Idelevich, Evgeny A Stöger, Anna Becker, Karsten Fuchs, Stephan Ruppitsch, Werner Steinmetz, Ivo Kohler, Christian Wagner, Gabriel E |
description | Nanopore sequencing has shown the potential to democratize genomic pathogen surveillance due to its ease of use and low entry cost. However, recent genotyping studies showed discrepant results compared to gold-standard short-read sequencing. Furthermore, although essential for widespread application, the reproducibility of nanopore-only genotyping remains largely unresolved. In our multicenter performance study involving five laboratories, four public health-relevant bacterial species were sequenced with the latest R10.4.1 flow cells and V14 chemistry. Core genome MLST analysis of over 500 data sets revealed highly strain-specific typing errors in all species in each laboratory. Investigation of the methylation-related errors revealed consistent DNA motifs at error-prone sites across participants at read level. Depending on the frequency of incorrect target reads, this either leads to correct or incorrect typing, whereby only minimal frequency deviations can randomly determine the final result. PCR preamplification, recent basecalling model updates and an optimized polishing strategy notably diminished the non-reproducible typing. Our study highlights the potential for new errors to appear with each newly sequenced strain and lays the foundation for computational approaches to reduce such typing errors. In conclusion, our multicenter study shows the necessity for a new validation concept for nanopore sequencing-based, standardized bacterial typing, where single nucleotide accuracy is critical. |
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However, recent genotyping studies showed discrepant results compared to gold-standard short-read sequencing. Furthermore, although essential for widespread application, the reproducibility of nanopore-only genotyping remains largely unresolved. In our multicenter performance study involving five laboratories, four public health-relevant bacterial species were sequenced with the latest R10.4.1 flow cells and V14 chemistry. Core genome MLST analysis of over 500 data sets revealed highly strain-specific typing errors in all species in each laboratory. Investigation of the methylation-related errors revealed consistent DNA motifs at error-prone sites across participants at read level. Depending on the frequency of incorrect target reads, this either leads to correct or incorrect typing, whereby only minimal frequency deviations can randomly determine the final result. PCR preamplification, recent basecalling model updates and an optimized polishing strategy notably diminished the non-reproducible typing. Our study highlights the potential for new errors to appear with each newly sequenced strain and lays the foundation for computational approaches to reduce such typing errors. In conclusion, our multicenter study shows the necessity for a new validation concept for nanopore sequencing-based, standardized bacterial typing, where single nucleotide accuracy is critical.</description><identifier>ISSN: 0095-1137</identifier><identifier>ISSN: 1098-660X</identifier><identifier>EISSN: 1098-660X</identifier><identifier>DOI: 10.1128/jcm.00628-24</identifier><identifier>PMID: 39158309</identifier><language>eng</language><publisher>United States: American Society for Microbiology</publisher><subject>Bacteria - classification ; Bacteria - genetics ; Bacteria - isolation & purification ; Clinical Microbiology ; DNA, Bacterial - genetics ; Epidemiology ; Genome, Bacterial - genetics ; Genotype ; Genotyping Techniques - methods ; Humans ; Multilocus Sequence Typing - methods ; Nanopore Sequencing - methods ; Reproducibility of Results ; Sequence Analysis, DNA - methods</subject><ispartof>Journal of clinical microbiology, 2024-09, Vol.62 (9), p.e0062824</ispartof><rights>Copyright © 2024 Dabernig-Heinz et al.</rights><rights>Copyright © 2024 Dabernig-Heinz et al. 2024 Dabernig-Heinz et al.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-a306t-2d95a529fc7b8cf63c499b063114afec6f7b6a5bf3940b6a517ecb832469a7603</cites><orcidid>0000-0003-3921-6776 ; 0000-0003-2987-2905 ; 0009-0007-2800-3659 ; 0000-0002-5575-8973 ; 0000-0002-7138-5441 ; 0000-0003-0510-7336 ; 0000-0002-5704-3955 ; 0000-0001-9940-3333 ; 0009-0009-4207-5290 ; 0000-0002-6391-1341</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://journals.asm.org/doi/pdf/10.1128/jcm.00628-24$$EPDF$$P50$$Gasm2$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://journals.asm.org/doi/full/10.1128/jcm.00628-24$$EHTML$$P50$$Gasm2$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,3188,27924,27925,52751,52752,52753</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39158309$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Rhoads, Daniel D.</contributor><creatorcontrib>Dabernig-Heinz, Johanna</creatorcontrib><creatorcontrib>Lohde, Mara</creatorcontrib><creatorcontrib>Hölzer, Martin</creatorcontrib><creatorcontrib>Cabal, Adriana</creatorcontrib><creatorcontrib>Conzemius, Rick</creatorcontrib><creatorcontrib>Brandt, Christian</creatorcontrib><creatorcontrib>Kohl, Matthias</creatorcontrib><creatorcontrib>Halbedel, Sven</creatorcontrib><creatorcontrib>Hyden, Patrick</creatorcontrib><creatorcontrib>Fischer, Martin A</creatorcontrib><creatorcontrib>Pietzka, Ariane</creatorcontrib><creatorcontrib>Daza, Beatriz</creatorcontrib><creatorcontrib>Idelevich, Evgeny A</creatorcontrib><creatorcontrib>Stöger, Anna</creatorcontrib><creatorcontrib>Becker, Karsten</creatorcontrib><creatorcontrib>Fuchs, Stephan</creatorcontrib><creatorcontrib>Ruppitsch, Werner</creatorcontrib><creatorcontrib>Steinmetz, Ivo</creatorcontrib><creatorcontrib>Kohler, Christian</creatorcontrib><creatorcontrib>Wagner, Gabriel E</creatorcontrib><title>A multicenter study on accuracy and reproducibility of nanopore sequencing-based genotyping of bacterial pathogens</title><title>Journal of clinical microbiology</title><addtitle>J Clin Microbiol</addtitle><addtitle>J Clin Microbiol</addtitle><description>Nanopore sequencing has shown the potential to democratize genomic pathogen surveillance due to its ease of use and low entry cost. However, recent genotyping studies showed discrepant results compared to gold-standard short-read sequencing. Furthermore, although essential for widespread application, the reproducibility of nanopore-only genotyping remains largely unresolved. In our multicenter performance study involving five laboratories, four public health-relevant bacterial species were sequenced with the latest R10.4.1 flow cells and V14 chemistry. Core genome MLST analysis of over 500 data sets revealed highly strain-specific typing errors in all species in each laboratory. Investigation of the methylation-related errors revealed consistent DNA motifs at error-prone sites across participants at read level. Depending on the frequency of incorrect target reads, this either leads to correct or incorrect typing, whereby only minimal frequency deviations can randomly determine the final result. PCR preamplification, recent basecalling model updates and an optimized polishing strategy notably diminished the non-reproducible typing. Our study highlights the potential for new errors to appear with each newly sequenced strain and lays the foundation for computational approaches to reduce such typing errors. In conclusion, our multicenter study shows the necessity for a new validation concept for nanopore sequencing-based, standardized bacterial typing, where single nucleotide accuracy is critical.</description><subject>Bacteria - classification</subject><subject>Bacteria - genetics</subject><subject>Bacteria - isolation & purification</subject><subject>Clinical Microbiology</subject><subject>DNA, Bacterial - genetics</subject><subject>Epidemiology</subject><subject>Genome, Bacterial - genetics</subject><subject>Genotype</subject><subject>Genotyping Techniques - methods</subject><subject>Humans</subject><subject>Multilocus Sequence Typing - methods</subject><subject>Nanopore Sequencing - methods</subject><subject>Reproducibility of Results</subject><subject>Sequence Analysis, DNA - methods</subject><issn>0095-1137</issn><issn>1098-660X</issn><issn>1098-660X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp1kU1r3DAYhEVoSTZpbzkHHRuIE31Ztk4lhH5BoJcGehOvZHmjxZZcyQ7sv4_cTUN76ElC8zBiZhA6p-SaUtbe7Ox4TYhkbcXEEdpQotpKSvLzDdoQouqKUt6coNOcd4RQIer6GJ1wReuWE7VB6RaPyzB768LsEs7z0u1xDBisXRLYPYbQ4eSmFLvFeuMHPxe9xwFCnGJyOLtfiwvWh21lILsOb12I834qDytnwBZfDwOeYH6MRczv0Nsehuzev5xn6OHzpx93X6v771--3d3eV8CJnCvWqRpqpnrbmNb2kluhlCGSUyqgd1b2jZFQm54rQdYbbZw1LWdCKmgk4Wfo48F3WszoujVhgkFPyY-Q9jqC1_8qwT_qbXzSpbG2FLQ6fHhxSLGkzLMefbZuGCC4uGRdGhSiYVKs6NUBtSnmnFz_-g8let1Jl5307500EwW_POCQR6Z3cUmhVPE_9uLvHK_Gf0bkz-6Dnxk</recordid><startdate>20240911</startdate><enddate>20240911</enddate><creator>Dabernig-Heinz, Johanna</creator><creator>Lohde, Mara</creator><creator>Hölzer, Martin</creator><creator>Cabal, Adriana</creator><creator>Conzemius, Rick</creator><creator>Brandt, Christian</creator><creator>Kohl, Matthias</creator><creator>Halbedel, Sven</creator><creator>Hyden, Patrick</creator><creator>Fischer, Martin A</creator><creator>Pietzka, Ariane</creator><creator>Daza, Beatriz</creator><creator>Idelevich, Evgeny A</creator><creator>Stöger, Anna</creator><creator>Becker, Karsten</creator><creator>Fuchs, Stephan</creator><creator>Ruppitsch, Werner</creator><creator>Steinmetz, Ivo</creator><creator>Kohler, Christian</creator><creator>Wagner, Gabriel E</creator><general>American Society for Microbiology</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-3921-6776</orcidid><orcidid>https://orcid.org/0000-0003-2987-2905</orcidid><orcidid>https://orcid.org/0009-0007-2800-3659</orcidid><orcidid>https://orcid.org/0000-0002-5575-8973</orcidid><orcidid>https://orcid.org/0000-0002-7138-5441</orcidid><orcidid>https://orcid.org/0000-0003-0510-7336</orcidid><orcidid>https://orcid.org/0000-0002-5704-3955</orcidid><orcidid>https://orcid.org/0000-0001-9940-3333</orcidid><orcidid>https://orcid.org/0009-0009-4207-5290</orcidid><orcidid>https://orcid.org/0000-0002-6391-1341</orcidid></search><sort><creationdate>20240911</creationdate><title>A multicenter study on accuracy and reproducibility of nanopore sequencing-based genotyping of bacterial pathogens</title><author>Dabernig-Heinz, Johanna ; 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PCR preamplification, recent basecalling model updates and an optimized polishing strategy notably diminished the non-reproducible typing. Our study highlights the potential for new errors to appear with each newly sequenced strain and lays the foundation for computational approaches to reduce such typing errors. 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subjects | Bacteria - classification Bacteria - genetics Bacteria - isolation & purification Clinical Microbiology DNA, Bacterial - genetics Epidemiology Genome, Bacterial - genetics Genotype Genotyping Techniques - methods Humans Multilocus Sequence Typing - methods Nanopore Sequencing - methods Reproducibility of Results Sequence Analysis, DNA - methods |
title | A multicenter study on accuracy and reproducibility of nanopore sequencing-based genotyping of bacterial pathogens |
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