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The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation
The 24-loci mycobacterial interspersed repetitive unit-variable number tandem repeat (MIRU-VNTR) genotyping has been used as an international standard method for Mycobacterium tuberculosis (Mtb) genotyping. However, different optimized VNTR loci sets for improving the discrimination of specific Mtb...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9493315/ https://www.ncbi.nlm.nih.gov/pubmed/36160200 http://dx.doi.org/10.3389/fmicb.2022.978355 |
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author | Hadifar, Shima Kargarpour Kamakoli, Mansour Eybpoosh, Sana Nakhaeizadeh, Mehran Kargarpour Kamakoli, Mohammad Ali Ebrahimifard, Nasim Fateh, Abolfazl Siadat, Seyed Davar Vaziri, Farzam |
author_facet | Hadifar, Shima Kargarpour Kamakoli, Mansour Eybpoosh, Sana Nakhaeizadeh, Mehran Kargarpour Kamakoli, Mohammad Ali Ebrahimifard, Nasim Fateh, Abolfazl Siadat, Seyed Davar Vaziri, Farzam |
author_sort | Hadifar, Shima |
collection | PubMed |
description | The 24-loci mycobacterial interspersed repetitive unit-variable number tandem repeat (MIRU-VNTR) genotyping has been used as an international standard method for Mycobacterium tuberculosis (Mtb) genotyping. However, different optimized VNTR loci sets for improving the discrimination of specific Mtb genotypes have been proposed. In this regard, we investigated the efficacy of accumulation of the percentage differences (APDs) compared with the least absolute shrinkage and selection operator (LASSO) regression strategy to identify a customized genotype-specific VNTR loci set which provides a resolution comparable to 24-loci MIRU-VNTR in divergent Mtb populations. We utilized Spoligotyping and 24-loci MIRU-VNTR typing for genotyping 306 Mtb isolates. The APD and LASSO regression approaches were used to identify a customized VNTR set in our studied isolates. Besides, the Hunter-Gaston discriminatory index (HGDI), sensitivity, and specificity of each selected loci set were calculated based on both strategies. The selected loci based on LASSO regression compared with APD-based loci showed a better discriminatory power for identifying all studied genotypes except for T genotype, which APD-based loci showed promising discriminative power. Our findings suggested the LASSO regression rather than the APD approach is more effective in the determination of possible discriminative VNTR loci set to precise discrimination of our studied Mtb population and may be beneficial to be used in finding reduced number loci sets in other Mtb genotypes or sublineages. Moreover, we proposed customized genotype-specific MIRU-VNTR loci sets based on the LASSO regression and APD approaches for precise Mtb strains identification. As the proposed VNTR sets offered a comparable discriminatory power to the standard 24 MIRU-VNTR loci set could be promising alternatives to the standard genotyping for using in resource-limited settings. |
format | Online Article Text |
id | pubmed-9493315 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94933152022-09-23 The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation Hadifar, Shima Kargarpour Kamakoli, Mansour Eybpoosh, Sana Nakhaeizadeh, Mehran Kargarpour Kamakoli, Mohammad Ali Ebrahimifard, Nasim Fateh, Abolfazl Siadat, Seyed Davar Vaziri, Farzam Front Microbiol Microbiology The 24-loci mycobacterial interspersed repetitive unit-variable number tandem repeat (MIRU-VNTR) genotyping has been used as an international standard method for Mycobacterium tuberculosis (Mtb) genotyping. However, different optimized VNTR loci sets for improving the discrimination of specific Mtb genotypes have been proposed. In this regard, we investigated the efficacy of accumulation of the percentage differences (APDs) compared with the least absolute shrinkage and selection operator (LASSO) regression strategy to identify a customized genotype-specific VNTR loci set which provides a resolution comparable to 24-loci MIRU-VNTR in divergent Mtb populations. We utilized Spoligotyping and 24-loci MIRU-VNTR typing for genotyping 306 Mtb isolates. The APD and LASSO regression approaches were used to identify a customized VNTR set in our studied isolates. Besides, the Hunter-Gaston discriminatory index (HGDI), sensitivity, and specificity of each selected loci set were calculated based on both strategies. The selected loci based on LASSO regression compared with APD-based loci showed a better discriminatory power for identifying all studied genotypes except for T genotype, which APD-based loci showed promising discriminative power. Our findings suggested the LASSO regression rather than the APD approach is more effective in the determination of possible discriminative VNTR loci set to precise discrimination of our studied Mtb population and may be beneficial to be used in finding reduced number loci sets in other Mtb genotypes or sublineages. Moreover, we proposed customized genotype-specific MIRU-VNTR loci sets based on the LASSO regression and APD approaches for precise Mtb strains identification. As the proposed VNTR sets offered a comparable discriminatory power to the standard 24 MIRU-VNTR loci set could be promising alternatives to the standard genotyping for using in resource-limited settings. Frontiers Media S.A. 2022-09-08 /pmc/articles/PMC9493315/ /pubmed/36160200 http://dx.doi.org/10.3389/fmicb.2022.978355 Text en Copyright © 2022 Hadifar, Kargarpour Kamakoli, Eybpoosh, Nakhaeizadeh, Kargarpour Kamakoli, Ebrahimifard, Fateh, Siadat and Vaziri. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Hadifar, Shima Kargarpour Kamakoli, Mansour Eybpoosh, Sana Nakhaeizadeh, Mehran Kargarpour Kamakoli, Mohammad Ali Ebrahimifard, Nasim Fateh, Abolfazl Siadat, Seyed Davar Vaziri, Farzam The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title | The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title_full | The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title_fullStr | The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title_full_unstemmed | The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title_short | The shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for Mycobacterium tuberculosis differentiation |
title_sort | shortcut of mycobacterial interspersed repetitive unit-variable number tandem repeat typing for mycobacterium tuberculosis differentiation |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9493315/ https://www.ncbi.nlm.nih.gov/pubmed/36160200 http://dx.doi.org/10.3389/fmicb.2022.978355 |
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