K-mer applied in Mycobacterium tuberculosis genome cluster analysis

Detalhes bibliográficos
Autor(a) principal: Ferreira, Leila Maria
Data de Publicação: 2022
Outros Autores: Sáfadi, Thelma, Ferreira, Juliano Lino
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFLA
Texto Completo: http://repositorio.ufla.br/jspui/handle/1/55190
Resumo: According to studies carried out, approximately 10 million people developed tuberculosis in 2018. Of this total, 1.5 million people died from the disease. To study the behavior of the genome sequences of Mycobacterium tuberculosis (MTB), the bacterium responsible for the development of tuberculosis (TB), an analysis was performed using k-mers (DNA word frequency). The k values ranged from 1 to 10, because the analysis was performed on the full length of the sequences, where each sequence is composed of approximately 4 million base pairs, k values above 10, the analysis is interrupted, as consequence of the program's capacity. The aim of this work was to verify the formation of the phylogenetic tree in each k-mer analyzed. The results showed the formation of distinct groups in some k-mers analyzed, taking into account the threshold line. However, in all groups, the multidrug-resistant (MDR) and extensively drug-resistant (XDR) strains remained together and separated from the other strains.
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spelling K-mer applied in Mycobacterium tuberculosis genome cluster analysisK-mer aplicado na análise de agrupamento de genomas de Mycobacterium tuberculosisMycobacterium tuberculosisDNA word frequencySimilar sequencesTuberculosisFrequência de palavras do DNAGenomaSequências similaresTuberculoseAccording to studies carried out, approximately 10 million people developed tuberculosis in 2018. Of this total, 1.5 million people died from the disease. To study the behavior of the genome sequences of Mycobacterium tuberculosis (MTB), the bacterium responsible for the development of tuberculosis (TB), an analysis was performed using k-mers (DNA word frequency). The k values ranged from 1 to 10, because the analysis was performed on the full length of the sequences, where each sequence is composed of approximately 4 million base pairs, k values above 10, the analysis is interrupted, as consequence of the program's capacity. The aim of this work was to verify the formation of the phylogenetic tree in each k-mer analyzed. The results showed the formation of distinct groups in some k-mers analyzed, taking into account the threshold line. However, in all groups, the multidrug-resistant (MDR) and extensively drug-resistant (XDR) strains remained together and separated from the other strains.De acordo com estudos realizados, cerca de 10 milhões de pessoas desenvolveram tuberculose em 2018. Desse total, 1,5 milhão de pessoas morreram devido à doença. Procurando estudar o comportamento das sequências do genoma da Mycobacteruim tuberculosis (MTB), bactéria responsável por desenvolver a Tuberculose (TB), foi realizada uma análise aplicando o k-mer (frequência de palavras do DNA). Os valores de k variaram de 1 a 10, pois devido a análise ter sido feita no comprimento total das sequencias, onde cada sequencia é composta por aproximadamente 4 milhões de pares de bases, valores de k acima de 10, a análise é interrompida, como consequência da capacidade do programa. O intuito do trabalho foi de verificar a formação da árvore filogenética em cada k-mer analisado. Os resultados obtidos evidenciaram a formação de grupos distintos em alguns k-mers analisados, levando-se em consideração a linha de corte. Entretanto, em todos os grupos formados as cepas multidroga resistente (MDR) e extensivamente resistente à droga (XDR) permaneceram juntas e separadas das demais cepas.Instituto Internacional de Ecologia2022-09-23T20:42:16Z2022-09-23T20:42:16Z2024info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfFERREIRA, L. M.; SÁFADI, T.; FERREIRA, J. L. K-mer applied in Mycobacterium tuberculosis genome cluster analysis. Brazilian Journal of Biology, São Carlos, v. 84, e258258, 2022. DOI: 10.1590/1519-6984.258258.http://repositorio.ufla.br/jspui/handle/1/55190Brazilian Journal of Biologyreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLAAttribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessFerreira, Leila MariaSáfadi, ThelmaFerreira, Juliano Linoeng2022-09-23T20:42:16Zoai:localhost:1/55190Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2022-09-23T20:42:16Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false
dc.title.none.fl_str_mv K-mer applied in Mycobacterium tuberculosis genome cluster analysis
K-mer aplicado na análise de agrupamento de genomas de Mycobacterium tuberculosis
title K-mer applied in Mycobacterium tuberculosis genome cluster analysis
spellingShingle K-mer applied in Mycobacterium tuberculosis genome cluster analysis
Ferreira, Leila Maria
Mycobacterium tuberculosis
DNA word frequency
Similar sequences
Tuberculosis
Frequência de palavras do DNA
Genoma
Sequências similares
Tuberculose
title_short K-mer applied in Mycobacterium tuberculosis genome cluster analysis
title_full K-mer applied in Mycobacterium tuberculosis genome cluster analysis
title_fullStr K-mer applied in Mycobacterium tuberculosis genome cluster analysis
title_full_unstemmed K-mer applied in Mycobacterium tuberculosis genome cluster analysis
title_sort K-mer applied in Mycobacterium tuberculosis genome cluster analysis
author Ferreira, Leila Maria
author_facet Ferreira, Leila Maria
Sáfadi, Thelma
Ferreira, Juliano Lino
author_role author
author2 Sáfadi, Thelma
Ferreira, Juliano Lino
author2_role author
author
dc.contributor.author.fl_str_mv Ferreira, Leila Maria
Sáfadi, Thelma
Ferreira, Juliano Lino
dc.subject.por.fl_str_mv Mycobacterium tuberculosis
DNA word frequency
Similar sequences
Tuberculosis
Frequência de palavras do DNA
Genoma
Sequências similares
Tuberculose
topic Mycobacterium tuberculosis
DNA word frequency
Similar sequences
Tuberculosis
Frequência de palavras do DNA
Genoma
Sequências similares
Tuberculose
description According to studies carried out, approximately 10 million people developed tuberculosis in 2018. Of this total, 1.5 million people died from the disease. To study the behavior of the genome sequences of Mycobacterium tuberculosis (MTB), the bacterium responsible for the development of tuberculosis (TB), an analysis was performed using k-mers (DNA word frequency). The k values ranged from 1 to 10, because the analysis was performed on the full length of the sequences, where each sequence is composed of approximately 4 million base pairs, k values above 10, the analysis is interrupted, as consequence of the program's capacity. The aim of this work was to verify the formation of the phylogenetic tree in each k-mer analyzed. The results showed the formation of distinct groups in some k-mers analyzed, taking into account the threshold line. However, in all groups, the multidrug-resistant (MDR) and extensively drug-resistant (XDR) strains remained together and separated from the other strains.
publishDate 2022
dc.date.none.fl_str_mv 2022-09-23T20:42:16Z
2022-09-23T20:42:16Z
2024
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv FERREIRA, L. M.; SÁFADI, T.; FERREIRA, J. L. K-mer applied in Mycobacterium tuberculosis genome cluster analysis. Brazilian Journal of Biology, São Carlos, v. 84, e258258, 2022. DOI: 10.1590/1519-6984.258258.
http://repositorio.ufla.br/jspui/handle/1/55190
identifier_str_mv FERREIRA, L. M.; SÁFADI, T.; FERREIRA, J. L. K-mer applied in Mycobacterium tuberculosis genome cluster analysis. Brazilian Journal of Biology, São Carlos, v. 84, e258258, 2022. DOI: 10.1590/1519-6984.258258.
url http://repositorio.ufla.br/jspui/handle/1/55190
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Instituto Internacional de Ecologia
publisher.none.fl_str_mv Instituto Internacional de Ecologia
dc.source.none.fl_str_mv Brazilian Journal of Biology
reponame:Repositório Institucional da UFLA
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str Repositório Institucional da UFLA
collection Repositório Institucional da UFLA
repository.name.fl_str_mv Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv nivaldo@ufla.br || repositorio.biblioteca@ufla.br
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