A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools

Morey‑León, Gabriel - Mejía-Ponce, Paulina M. - Granda Pardo, Juan Carlos - Muñoz-Mawyin, Karen - Fernández‑Cadena, Juan Carlos - García-Moreira, Evelyn - Andrade‑Molina, Derly - Licona-Cassani, Cuauhtémoc - Berná, Luisa

Resumen:

Tuberculosis (TB) is among the deadliest diseases worldwide, and its impact is mainly due to the continuous emergence of resistant isolates during treatment due to the laborious process of resistance diagnosis, nonadherence to treatment and circulation of previously resistant isolates of Mycobacterium tuberculosis. In this study, we evaluated the performance and functionalities of web-based tools, including Mykrobe, TB-profiler, PhyResSE, KvarQ, and SAM-TB, for detecting resistance in 88 Ecuadorian isolates of Mycobacterium tuberculosis drug susceptibility tested previously. Statistical analysis was used to determine the correlation between genomic and phenotypic analysis. Our results showed that with the exception of KvarQ, all tools had the highest correlation with the conventional drug susceptibility test (DST) for global resistance detection (98% agreement and 0.941 Cohen’s kappa), while SAM-TB, PhyResSE, TB-profiler and Mykrobe had better correlations with DST for first-line drug analysis individually. We also identified that in our study, only 50% of mutations characterized by the web-based tools in the rpoB, katG, embB, pncA, gyrA and rrs regions were canonical and included in the World Health Organization (WHO) catalogue. Our findings suggest that SAM-TB, PhyResSE, TB-profiler and Mykrobe were efficient in determining canonical resistance-related mutations, but more analysis is needed to improve second-line detection. Improving surveillance programs using whole-genome sequencing tools for first-line drugs, MDR-TB and XDR-TB is essential to understand the molecular epidemiology of TB in Ecuador.


Detalles Bibliográficos
2023
Mycobacterium tuberculosis
Extensively drug-resistant tuberculosis
Antibiotic resistance
Mutation detection
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/42927
Acceso abierto
Licencia Creative Commons Atribución (CC - By 4.0)
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author Morey‑León, Gabriel
author2 Mejía-Ponce, Paulina M.
Granda Pardo, Juan Carlos
Muñoz-Mawyin, Karen
Fernández‑Cadena, Juan Carlos
García-Moreira, Evelyn
Andrade‑Molina, Derly
Licona-Cassani, Cuauhtémoc
Berná, Luisa
author2_role author
author
author
author
author
author
author
author
author_facet Morey‑León, Gabriel
Mejía-Ponce, Paulina M.
Granda Pardo, Juan Carlos
Muñoz-Mawyin, Karen
Fernández‑Cadena, Juan Carlos
García-Moreira, Evelyn
Andrade‑Molina, Derly
Licona-Cassani, Cuauhtémoc
Berná, Luisa
author_role author
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dc.contributor.filiacion.none.fl_str_mv Morey‑León Gabriel, Universidad de la República (Uruguay).
Mejía-Ponce Paulina M.
Granda Pardo Juan Carlos
Muñoz-Mawyin Karen
Fernández‑Cadena Juan Carlos
García-Moreira Evelyn
Andrade‑Molina Derly
Licona-Cassani Cuauhtémoc
Berná Luisa, Universidad de la República (Uruguay). Facultad de Ciencias. Instituto de Biología.
dc.creator.none.fl_str_mv Morey‑León, Gabriel
Mejía-Ponce, Paulina M.
Granda Pardo, Juan Carlos
Muñoz-Mawyin, Karen
Fernández‑Cadena, Juan Carlos
García-Moreira, Evelyn
Andrade‑Molina, Derly
Licona-Cassani, Cuauhtémoc
Berná, Luisa
dc.date.accessioned.none.fl_str_mv 2024-03-05T13:52:20Z
dc.date.available.none.fl_str_mv 2024-03-05T13:52:20Z
dc.date.issued.none.fl_str_mv 2023
dc.description.abstract.none.fl_txt_mv Tuberculosis (TB) is among the deadliest diseases worldwide, and its impact is mainly due to the continuous emergence of resistant isolates during treatment due to the laborious process of resistance diagnosis, nonadherence to treatment and circulation of previously resistant isolates of Mycobacterium tuberculosis. In this study, we evaluated the performance and functionalities of web-based tools, including Mykrobe, TB-profiler, PhyResSE, KvarQ, and SAM-TB, for detecting resistance in 88 Ecuadorian isolates of Mycobacterium tuberculosis drug susceptibility tested previously. Statistical analysis was used to determine the correlation between genomic and phenotypic analysis. Our results showed that with the exception of KvarQ, all tools had the highest correlation with the conventional drug susceptibility test (DST) for global resistance detection (98% agreement and 0.941 Cohen’s kappa), while SAM-TB, PhyResSE, TB-profiler and Mykrobe had better correlations with DST for first-line drug analysis individually. We also identified that in our study, only 50% of mutations characterized by the web-based tools in the rpoB, katG, embB, pncA, gyrA and rrs regions were canonical and included in the World Health Organization (WHO) catalogue. Our findings suggest that SAM-TB, PhyResSE, TB-profiler and Mykrobe were efficient in determining canonical resistance-related mutations, but more analysis is needed to improve second-line detection. Improving surveillance programs using whole-genome sequencing tools for first-line drugs, MDR-TB and XDR-TB is essential to understand the molecular epidemiology of TB in Ecuador.
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dc.identifier.citation.es.fl_str_mv Morey‑León, G, Mejía-Ponce, P, Granda Pardo, J. "A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools". Plos One. [en línea] 2023, 18(12): e0294670. 20 h. DOI: 10.1371/journal.pone.0294670.
dc.identifier.doi.none.fl_str_mv 10.1371/journal.pone.0294670
dc.identifier.issn.none.fl_str_mv 1932-6203
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/42927
dc.language.iso.none.fl_str_mv en
eng
dc.publisher.es.fl_str_mv PLOS
dc.relation.ispartof.es.fl_str_mv Plos One, 2023, 18(12): e0294670.
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución (CC - By 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.es.fl_str_mv Mycobacterium tuberculosis
Extensively drug-resistant tuberculosis
Antibiotic resistance
Mutation detection
dc.title.none.fl_str_mv A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
dc.type.es.fl_str_mv Artículo
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
description Tuberculosis (TB) is among the deadliest diseases worldwide, and its impact is mainly due to the continuous emergence of resistant isolates during treatment due to the laborious process of resistance diagnosis, nonadherence to treatment and circulation of previously resistant isolates of Mycobacterium tuberculosis. In this study, we evaluated the performance and functionalities of web-based tools, including Mykrobe, TB-profiler, PhyResSE, KvarQ, and SAM-TB, for detecting resistance in 88 Ecuadorian isolates of Mycobacterium tuberculosis drug susceptibility tested previously. Statistical analysis was used to determine the correlation between genomic and phenotypic analysis. Our results showed that with the exception of KvarQ, all tools had the highest correlation with the conventional drug susceptibility test (DST) for global resistance detection (98% agreement and 0.941 Cohen’s kappa), while SAM-TB, PhyResSE, TB-profiler and Mykrobe had better correlations with DST for first-line drug analysis individually. We also identified that in our study, only 50% of mutations characterized by the web-based tools in the rpoB, katG, embB, pncA, gyrA and rrs regions were canonical and included in the World Health Organization (WHO) catalogue. Our findings suggest that SAM-TB, PhyResSE, TB-profiler and Mykrobe were efficient in determining canonical resistance-related mutations, but more analysis is needed to improve second-line detection. Improving surveillance programs using whole-genome sequencing tools for first-line drugs, MDR-TB and XDR-TB is essential to understand the molecular epidemiology of TB in Ecuador.
eu_rights_str_mv openAccess
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identifier_str_mv Morey‑León, G, Mejía-Ponce, P, Granda Pardo, J. "A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools". Plos One. [en línea] 2023, 18(12): e0294670. 20 h. DOI: 10.1371/journal.pone.0294670.
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spelling Morey‑León Gabriel, Universidad de la República (Uruguay).Mejía-Ponce Paulina M.Granda Pardo Juan CarlosMuñoz-Mawyin KarenFernández‑Cadena Juan CarlosGarcía-Moreira EvelynAndrade‑Molina DerlyLicona-Cassani CuauhtémocBerná Luisa, Universidad de la República (Uruguay). Facultad de Ciencias. Instituto de Biología.2024-03-05T13:52:20Z2024-03-05T13:52:20Z2023Morey‑León, G, Mejía-Ponce, P, Granda Pardo, J. "A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools". Plos One. [en línea] 2023, 18(12): e0294670. 20 h. DOI: 10.1371/journal.pone.0294670.1932-6203https://hdl.handle.net/20.500.12008/4292710.1371/journal.pone.0294670Tuberculosis (TB) is among the deadliest diseases worldwide, and its impact is mainly due to the continuous emergence of resistant isolates during treatment due to the laborious process of resistance diagnosis, nonadherence to treatment and circulation of previously resistant isolates of Mycobacterium tuberculosis. In this study, we evaluated the performance and functionalities of web-based tools, including Mykrobe, TB-profiler, PhyResSE, KvarQ, and SAM-TB, for detecting resistance in 88 Ecuadorian isolates of Mycobacterium tuberculosis drug susceptibility tested previously. Statistical analysis was used to determine the correlation between genomic and phenotypic analysis. Our results showed that with the exception of KvarQ, all tools had the highest correlation with the conventional drug susceptibility test (DST) for global resistance detection (98% agreement and 0.941 Cohen’s kappa), while SAM-TB, PhyResSE, TB-profiler and Mykrobe had better correlations with DST for first-line drug analysis individually. We also identified that in our study, only 50% of mutations characterized by the web-based tools in the rpoB, katG, embB, pncA, gyrA and rrs regions were canonical and included in the World Health Organization (WHO) catalogue. Our findings suggest that SAM-TB, PhyResSE, TB-profiler and Mykrobe were efficient in determining canonical resistance-related mutations, but more analysis is needed to improve second-line detection. Improving surveillance programs using whole-genome sequencing tools for first-line drugs, MDR-TB and XDR-TB is essential to understand the molecular epidemiology of TB in Ecuador.Submitted by Pintos Natalia (nataliapintosmvd@gmail.com) on 2024-03-01T15:35:52Z No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) 10.1371journal.pone.0294670.pdf: 1322750 bytes, checksum: 80e9a58a1c780ced5d46b05ac1f35b65 (MD5)Approved for entry into archive by Faget Cecilia (lfaget@fcien.edu.uy) on 2024-03-05T12:33:15Z (GMT) No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) 10.1371journal.pone.0294670.pdf: 1322750 bytes, checksum: 80e9a58a1c780ced5d46b05ac1f35b65 (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@seciu.edu.uy) on 2024-03-05T13:52:20Z (GMT). No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) 10.1371journal.pone.0294670.pdf: 1322750 bytes, checksum: 80e9a58a1c780ced5d46b05ac1f35b65 (MD5) Previous issue date: 202320 h.application/pdfenengPLOSPlos One, 2023, 18(12): e0294670.Las obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución (CC - By 4.0)Mycobacterium tuberculosisExtensively drug-resistant tuberculosisAntibiotic resistanceMutation detectionA precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics toolsArtículoinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaMorey‑León, GabrielMejía-Ponce, Paulina M.Granda Pardo, Juan CarlosMuñoz-Mawyin, KarenFernández‑Cadena, Juan CarlosGarcía-Moreira, EvelynAndrade‑Molina, DerlyLicona-Cassani, CuauhtémocBerná, LuisaLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/42927/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; 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- Universidad de la Repúblicafalse
spellingShingle A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
Morey‑León, Gabriel
Mycobacterium tuberculosis
Extensively drug-resistant tuberculosis
Antibiotic resistance
Mutation detection
status_str publishedVersion
title A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
title_full A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
title_fullStr A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
title_full_unstemmed A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
title_short A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
title_sort A precision overview of genomic resistance screening in Ecuadorian isolates of Mycobacterium tuberculosis using web-based bioinformatics tools
topic Mycobacterium tuberculosis
Extensively drug-resistant tuberculosis
Antibiotic resistance
Mutation detection
url https://hdl.handle.net/20.500.12008/42927