Evaluation of genome similarities using independent components
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFLA |
Texto Completo: | http://repositorio.ufla.br/jspui/handle/1/46660 |
Resumo: | We propose the use of independent component analysis to find similarities of genomes. Considering different numbers of independent components, the complete linkage method was used to identify groups based on the estimated coefficients of the mixing matrix. The sequences analyzed correspond to the strains of the Mycobacterium tuberculosis genome, ten sequences were analyzed, obtained from the National Center for Biotechnology Information (NCBI, 2017). The GC-content of each sequence was evaluated using a sliding window of 10,000 bases. The clustering analysis using the independent components of the analyzed sequences was essential to verify the dissimilarity of the sequences. |
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Evaluation of genome similarities using independent componentsGC-contentMycobacterium tuberculosis genomesCluster analysisGenomas de Mycobacterium tuberculosisAnálise de clusterWe propose the use of independent component analysis to find similarities of genomes. Considering different numbers of independent components, the complete linkage method was used to identify groups based on the estimated coefficients of the mixing matrix. The sequences analyzed correspond to the strains of the Mycobacterium tuberculosis genome, ten sequences were analyzed, obtained from the National Center for Biotechnology Information (NCBI, 2017). The GC-content of each sequence was evaluated using a sliding window of 10,000 bases. The clustering analysis using the independent components of the analyzed sequences was essential to verify the dissimilarity of the sequences.Universidade Federal de Lavras2021-07-06T16:51:10Z2021-07-06T16:51:10Z2020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfSÁFADI, T.; FERREIRA, L. M. Evaluation of genome similarities using independent components. Revista Brasileira de Biometria, Lavras, v. 38, n. 1, p. 92-101, 2020.http://repositorio.ufla.br/jspui/handle/1/46660Revista Brasileira de Biometriareponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLAAttribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessSáfadi, ThelmaFerreira, Leila Mariaeng2023-05-26T19:36:31Zoai:localhost:1/46660Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2023-05-26T19:36:31Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false |
dc.title.none.fl_str_mv |
Evaluation of genome similarities using independent components |
title |
Evaluation of genome similarities using independent components |
spellingShingle |
Evaluation of genome similarities using independent components Sáfadi, Thelma GC-content Mycobacterium tuberculosis genomes Cluster analysis Genomas de Mycobacterium tuberculosis Análise de cluster |
title_short |
Evaluation of genome similarities using independent components |
title_full |
Evaluation of genome similarities using independent components |
title_fullStr |
Evaluation of genome similarities using independent components |
title_full_unstemmed |
Evaluation of genome similarities using independent components |
title_sort |
Evaluation of genome similarities using independent components |
author |
Sáfadi, Thelma |
author_facet |
Sáfadi, Thelma Ferreira, Leila Maria |
author_role |
author |
author2 |
Ferreira, Leila Maria |
author2_role |
author |
dc.contributor.author.fl_str_mv |
Sáfadi, Thelma Ferreira, Leila Maria |
dc.subject.por.fl_str_mv |
GC-content Mycobacterium tuberculosis genomes Cluster analysis Genomas de Mycobacterium tuberculosis Análise de cluster |
topic |
GC-content Mycobacterium tuberculosis genomes Cluster analysis Genomas de Mycobacterium tuberculosis Análise de cluster |
description |
We propose the use of independent component analysis to find similarities of genomes. Considering different numbers of independent components, the complete linkage method was used to identify groups based on the estimated coefficients of the mixing matrix. The sequences analyzed correspond to the strains of the Mycobacterium tuberculosis genome, ten sequences were analyzed, obtained from the National Center for Biotechnology Information (NCBI, 2017). The GC-content of each sequence was evaluated using a sliding window of 10,000 bases. The clustering analysis using the independent components of the analyzed sequences was essential to verify the dissimilarity of the sequences. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020 2021-07-06T16:51:10Z 2021-07-06T16:51:10Z |
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 |
SÁFADI, T.; FERREIRA, L. M. Evaluation of genome similarities using independent components. Revista Brasileira de Biometria, Lavras, v. 38, n. 1, p. 92-101, 2020. http://repositorio.ufla.br/jspui/handle/1/46660 |
identifier_str_mv |
SÁFADI, T.; FERREIRA, L. M. Evaluation of genome similarities using independent components. Revista Brasileira de Biometria, Lavras, v. 38, n. 1, p. 92-101, 2020. |
url |
http://repositorio.ufla.br/jspui/handle/1/46660 |
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 |
Universidade Federal de Lavras |
publisher.none.fl_str_mv |
Universidade Federal de Lavras |
dc.source.none.fl_str_mv |
Revista Brasileira de Biometria 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 |
_version_ |
1815439368225030144 |