Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies
Tuberculosis, caused by <i>Mycobacterium tuberculosis</i> (<i>Mtb</i>), remains one of the top ten causes of death worldwide and the main cause of mortality from a single infectious agent. The upsurge of multi- and extensively-drug resistant tuberculosis cases calls for an ur...
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doaj-2803b9ccbeb34a7eaebe80b2ee18bfd32020-11-25T01:30:14ZengMDPI AGMolecules1420-30492020-01-0125345610.3390/molecules25030456molecules25030456Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship StudiesCátia Teixeira0Cristina Ventura1José R. B. Gomes2Paula Gomes3Filomena Martins4LAQV-REQUIMTE, Departamento de Química e Bioquímica da Faculdade de Ciências da Universidade do Porto, P-4169-007 Porto, PortugalInstituto Superior de Educação e Ciências, P-1750-142 Lisboa, PortugalCICECO, Departamento de Química, Universidade de Aveiro, P-3810-193 Aveiro, PortugalLAQV-REQUIMTE, Departamento de Química e Bioquímica da Faculdade de Ciências da Universidade do Porto, P-4169-007 Porto, PortugalCentro de Química e Bioquímica (CQB), Centro de Química Estrutural (CQE), Faculdade de Ciências da Universidade de Lisboa, P-1749-016 Lisboa, PortugalTuberculosis, caused by <i>Mycobacterium tuberculosis</i> (<i>Mtb</i>), remains one of the top ten causes of death worldwide and the main cause of mortality from a single infectious agent. The upsurge of multi- and extensively-drug resistant tuberculosis cases calls for an urgent need to develop new and more effective antitubercular drugs. As the cinnamoyl scaffold is a privileged and important pharmacophore in medicinal chemistry, some studies were conducted to find novel cinnamic acid derivatives (CAD) potentially active against tuberculosis. In this context, we have engaged in the setting up of a quantitative structure−activity relationships (QSAR) strategy to: (i) derive through multiple linear regression analysis a statistically significant model to describe the antitubercular activity of CAD towards wild-type <i>Mtb</i>; and (ii) identify the most relevant properties with an impact on the antitubercular behavior of those derivatives. The best-found model involved only geometrical and electronic CAD related properties and was successfully challenged through strict internal and external validation procedures. The physicochemical information encoded by the identified descriptors can be used to propose specific structural modifications to design better CAD antitubercular compounds.https://www.mdpi.com/1420-3049/25/3/456antitubercular agentscinnamic acidsmulti-linear regression analysis<i>mycobacterium tuberculosis</i>qsar model |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Cátia Teixeira Cristina Ventura José R. B. Gomes Paula Gomes Filomena Martins |
spellingShingle |
Cátia Teixeira Cristina Ventura José R. B. Gomes Paula Gomes Filomena Martins Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies Molecules antitubercular agents cinnamic acids multi-linear regression analysis <i>mycobacterium tuberculosis</i> qsar model |
author_facet |
Cátia Teixeira Cristina Ventura José R. B. Gomes Paula Gomes Filomena Martins |
author_sort |
Cátia Teixeira |
title |
Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies |
title_short |
Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies |
title_full |
Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies |
title_fullStr |
Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies |
title_full_unstemmed |
Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies |
title_sort |
cinnamic derivatives as antitubercular agents: characterization by quantitative structure–activity relationship studies |
publisher |
MDPI AG |
series |
Molecules |
issn |
1420-3049 |
publishDate |
2020-01-01 |
description |
Tuberculosis, caused by <i>Mycobacterium tuberculosis</i> (<i>Mtb</i>), remains one of the top ten causes of death worldwide and the main cause of mortality from a single infectious agent. The upsurge of multi- and extensively-drug resistant tuberculosis cases calls for an urgent need to develop new and more effective antitubercular drugs. As the cinnamoyl scaffold is a privileged and important pharmacophore in medicinal chemistry, some studies were conducted to find novel cinnamic acid derivatives (CAD) potentially active against tuberculosis. In this context, we have engaged in the setting up of a quantitative structure−activity relationships (QSAR) strategy to: (i) derive through multiple linear regression analysis a statistically significant model to describe the antitubercular activity of CAD towards wild-type <i>Mtb</i>; and (ii) identify the most relevant properties with an impact on the antitubercular behavior of those derivatives. The best-found model involved only geometrical and electronic CAD related properties and was successfully challenged through strict internal and external validation procedures. The physicochemical information encoded by the identified descriptors can be used to propose specific structural modifications to design better CAD antitubercular compounds. |
topic |
antitubercular agents cinnamic acids multi-linear regression analysis <i>mycobacterium tuberculosis</i> qsar model |
url |
https://www.mdpi.com/1420-3049/25/3/456 |
work_keys_str_mv |
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