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Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus
Online Chemical Modeling Environment (OCHEM) was used for QSAR analysis of a set of ionic liquids (ILs) tested against multi-drug resistant (MDR) clinical isolate Acinetobacter baumannii and Staphylococcus aureus strains. The predictive accuracy of regression models has coefficient of determination...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827895/ https://www.ncbi.nlm.nih.gov/pubmed/33429999 http://dx.doi.org/10.3390/ijms22020563 |
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author | Semenyuta, Ivan V. Trush, Maria M. Kovalishyn, Vasyl V. Rogalsky, Sergiy P. Hodyna, Diana M. Karpov, Pavel Xia, Zhonghua Tetko, Igor V. Metelytsia, Larisa O. |
author_facet | Semenyuta, Ivan V. Trush, Maria M. Kovalishyn, Vasyl V. Rogalsky, Sergiy P. Hodyna, Diana M. Karpov, Pavel Xia, Zhonghua Tetko, Igor V. Metelytsia, Larisa O. |
author_sort | Semenyuta, Ivan V. |
collection | PubMed |
description | Online Chemical Modeling Environment (OCHEM) was used for QSAR analysis of a set of ionic liquids (ILs) tested against multi-drug resistant (MDR) clinical isolate Acinetobacter baumannii and Staphylococcus aureus strains. The predictive accuracy of regression models has coefficient of determination q(2) = 0.66 − 0.79 with cross-validation and independent test sets. The models were used to screen a virtual chemical library of ILs, which was designed with targeted activity against MDR Acinetobacter baumannii and Staphylococcus aureus strains. Seven most promising ILs were selected, synthesized, and tested. Three ILs showed high activity against both these MDR clinical isolates. |
format | Online Article Text |
id | pubmed-7827895 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78278952021-01-25 Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus Semenyuta, Ivan V. Trush, Maria M. Kovalishyn, Vasyl V. Rogalsky, Sergiy P. Hodyna, Diana M. Karpov, Pavel Xia, Zhonghua Tetko, Igor V. Metelytsia, Larisa O. Int J Mol Sci Article Online Chemical Modeling Environment (OCHEM) was used for QSAR analysis of a set of ionic liquids (ILs) tested against multi-drug resistant (MDR) clinical isolate Acinetobacter baumannii and Staphylococcus aureus strains. The predictive accuracy of regression models has coefficient of determination q(2) = 0.66 − 0.79 with cross-validation and independent test sets. The models were used to screen a virtual chemical library of ILs, which was designed with targeted activity against MDR Acinetobacter baumannii and Staphylococcus aureus strains. Seven most promising ILs were selected, synthesized, and tested. Three ILs showed high activity against both these MDR clinical isolates. MDPI 2021-01-08 /pmc/articles/PMC7827895/ /pubmed/33429999 http://dx.doi.org/10.3390/ijms22020563 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Semenyuta, Ivan V. Trush, Maria M. Kovalishyn, Vasyl V. Rogalsky, Sergiy P. Hodyna, Diana M. Karpov, Pavel Xia, Zhonghua Tetko, Igor V. Metelytsia, Larisa O. Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title | Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title_full | Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title_fullStr | Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title_full_unstemmed | Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title_short | Structure-Activity Relationship Modeling and Experimental Validation of the Imidazolium and Pyridinium Based Ionic Liquids as Potential Antibacterials of MDR Acinetobacter baumannii and Staphylococcus aureus |
title_sort | structure-activity relationship modeling and experimental validation of the imidazolium and pyridinium based ionic liquids as potential antibacterials of mdr acinetobacter baumannii and staphylococcus aureus |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827895/ https://www.ncbi.nlm.nih.gov/pubmed/33429999 http://dx.doi.org/10.3390/ijms22020563 |
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