Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications
A new family of alignment-free 3D descriptors based on TOMOCOMD-CARDD framework has been designed, namely 3D-linear indices. In this report, we have proposed the use of a generalized form of the geometric pairwise atom-atom distance matrix as structural information matrix. This matrix, denominated a...
- Autores:
- Tipo de recurso:
- Fecha de publicación:
- 2015
- Institución:
- Universidad Tecnológica de Bolívar
- Repositorio:
- Repositorio Institucional UTB
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.utb.edu.co:20.500.12585/9012
- Acceso en línea:
- https://hdl.handle.net/20.500.12585/9012
- Palabra clave:
- 3D-linear index
QSPR study
TOMOCOMD-CARDD
Variability analysis
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- restrictedAccess
- License
- http://creativecommons.org/licenses/by-nc-nd/4.0/
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dc.title.none.fl_str_mv |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
title |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
spellingShingle |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications 3D-linear index QSPR study TOMOCOMD-CARDD Variability analysis |
title_short |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
title_full |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
title_fullStr |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
title_full_unstemmed |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
title_sort |
Novel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applications |
dc.subject.keywords.none.fl_str_mv |
3D-linear index QSPR study TOMOCOMD-CARDD Variability analysis |
topic |
3D-linear index QSPR study TOMOCOMD-CARDD Variability analysis |
description |
A new family of alignment-free 3D descriptors based on TOMOCOMD-CARDD framework has been designed, namely 3D-linear indices. In this report, we have proposed the use of a generalized form of the geometric pairwise atom-atom distance matrix as structural information matrix. This matrix, denominated as non-stochastic, uses as matrix form of linear maps as well as their algebraic transformations: stochastic, double stochastic and mutual probabilities matrices. The methodology for 3D-QSAR studies is based on the combined use of global and local approaches. Principal component analysis reveals that the novel indices are capable of capturing structural information not codified by the indices implemented in the DRAGON’s software. Moreover, Shannon’s entropy based variability analysis comparing the 3D-linear indices with some relevant descriptors suggests that the former encode similar-to-better amount of structural information than these descriptors. Finally, a search for the best regressions for congeneric databases in QSPR modeling was performed. The overall results demonstrates satisfactory behavior. © 2015, Springer International Publishing Switzerland. |
publishDate |
2015 |
dc.date.issued.none.fl_str_mv |
2015 |
dc.date.accessioned.none.fl_str_mv |
2020-03-26T16:32:46Z |
dc.date.available.none.fl_str_mv |
2020-03-26T16:32:46Z |
dc.type.coarversion.fl_str_mv |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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info:eu-repo/semantics/article |
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info:eu-repo/semantics/publishedVersion |
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Artículo |
status_str |
publishedVersion |
dc.identifier.citation.none.fl_str_mv |
Journal of Mathematical Chemistry; Vol. 53, Núm. 9; pp. 2028-2064 |
dc.identifier.issn.none.fl_str_mv |
02599791 |
dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12585/9012 |
dc.identifier.doi.none.fl_str_mv |
10.1007/s10910-015-0533-3 |
dc.identifier.instname.none.fl_str_mv |
Universidad Tecnológica de Bolívar |
dc.identifier.reponame.none.fl_str_mv |
Repositorio UTB |
dc.identifier.orcid.none.fl_str_mv |
6506139148 55665599200 56724217800 55363486500 56189852800 56191215400 6602882448 |
identifier_str_mv |
Journal of Mathematical Chemistry; Vol. 53, Núm. 9; pp. 2028-2064 02599791 10.1007/s10910-015-0533-3 Universidad Tecnológica de Bolívar Repositorio UTB 6506139148 55665599200 56724217800 55363486500 56189852800 56191215400 6602882448 |
url |
https://hdl.handle.net/20.500.12585/9012 |
dc.language.iso.none.fl_str_mv |
eng |
language |
eng |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_16ec |
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http://creativecommons.org/licenses/by-nc-nd/4.0/ |
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Atribución-NoComercial 4.0 Internacional |
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Kluwer Academic Publishers |
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Kluwer Academic Publishers |
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2020-03-26T16:32:46Z2020-03-26T16:32:46Z2015Journal of Mathematical Chemistry; Vol. 53, Núm. 9; pp. 2028-206402599791https://hdl.handle.net/20.500.12585/901210.1007/s10910-015-0533-3Universidad Tecnológica de BolívarRepositorio UTB650613914855665599200567242178005536348650056189852800561912154006602882448A new family of alignment-free 3D descriptors based on TOMOCOMD-CARDD framework has been designed, namely 3D-linear indices. In this report, we have proposed the use of a generalized form of the geometric pairwise atom-atom distance matrix as structural information matrix. This matrix, denominated as non-stochastic, uses as matrix form of linear maps as well as their algebraic transformations: stochastic, double stochastic and mutual probabilities matrices. The methodology for 3D-QSAR studies is based on the combined use of global and local approaches. Principal component analysis reveals that the novel indices are capable of capturing structural information not codified by the indices implemented in the DRAGON’s software. Moreover, Shannon’s entropy based variability analysis comparing the 3D-linear indices with some relevant descriptors suggests that the former encode similar-to-better amount of structural information than these descriptors. Finally, a search for the best regressions for congeneric databases in QSPR modeling was performed. The overall results demonstrates satisfactory behavior. © 2015, Springer International Publishing Switzerland.Consejo de Desarrollo Científico, Humanístico y Tecnológico, Universidad del Zulia, CONDES: CC-0593-10 Ministerio de Ciencia e Innovación, MICINN: SAF2009-10399Recurso electrónicoapplication/pdfengKluwer Academic Publishershttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/restrictedAccessAtribución-NoComercial 4.0 Internacionalhttp://purl.org/coar/access_right/c_16echttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84940895558&doi=10.1007%2fs10910-015-0533-3&partnerID=40&md5=110f6f0a34ca458f52945b067ad8b9dbNovel global and local 3D atom-based linear descriptors of the Minkowski distance matrix: theory, diversity–variability analysis and QSPR applicationsinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionArtículohttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_2df8fbb13D-linear indexQSPR studyTOMOCOMD-CARDDVariability analysisCubillán, NéstorMarrero-Ponce Y.Ariza-Rico H.Barigye S.J.García-Jacas C.R.Valdes-Martini J.R.Alvarado Y.J.Clark, D.E., Pickett, S.D., (2000) Drug Discov. 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