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Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe

This work aims to explain the behavior of the multi-drug resistance (MDR) percentage of Pseudomonas aeruginosa in Europe, through multivariate statistical analysis and machine learning validation, using data from the European Antimicrobial Resistance Surveillance System, the World Health Organizatio...

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Autores principales: Riaño-Moreno, Julián, Romero-Leiton, Jhoana P., Prieto, Kernel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8868180/
https://www.ncbi.nlm.nih.gov/pubmed/35203815
http://dx.doi.org/10.3390/antibiotics11020212
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author Riaño-Moreno, Julián
Romero-Leiton, Jhoana P.
Prieto, Kernel
author_facet Riaño-Moreno, Julián
Romero-Leiton, Jhoana P.
Prieto, Kernel
author_sort Riaño-Moreno, Julián
collection PubMed
description This work aims to explain the behavior of the multi-drug resistance (MDR) percentage of Pseudomonas aeruginosa in Europe, through multivariate statistical analysis and machine learning validation, using data from the European Antimicrobial Resistance Surveillance System, the World Health Organization, and the World Bank. We ran a multidimensional data panel regression analysis and used machine learning techniques to validate a pooling panel data case. The results of our analysis showed that the most important variables explaining the MDR phenomena across European countries are governance variables, such as corruption control and the rule of law. The models proposed in this study showed the complexity of the antibiotic drugs resistance problem. The efforts controlling MDR P. aeruginosa, as a well-known Healthcare-Associated Infection (HCAI), should be focused on solving national governance problems that impact resource distribution, in addition to individual guidelines, such as promoting the appropriate use of antibiotics.
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spelling pubmed-88681802022-02-25 Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe Riaño-Moreno, Julián Romero-Leiton, Jhoana P. Prieto, Kernel Antibiotics (Basel) Article This work aims to explain the behavior of the multi-drug resistance (MDR) percentage of Pseudomonas aeruginosa in Europe, through multivariate statistical analysis and machine learning validation, using data from the European Antimicrobial Resistance Surveillance System, the World Health Organization, and the World Bank. We ran a multidimensional data panel regression analysis and used machine learning techniques to validate a pooling panel data case. The results of our analysis showed that the most important variables explaining the MDR phenomena across European countries are governance variables, such as corruption control and the rule of law. The models proposed in this study showed the complexity of the antibiotic drugs resistance problem. The efforts controlling MDR P. aeruginosa, as a well-known Healthcare-Associated Infection (HCAI), should be focused on solving national governance problems that impact resource distribution, in addition to individual guidelines, such as promoting the appropriate use of antibiotics. MDPI 2022-02-08 /pmc/articles/PMC8868180/ /pubmed/35203815 http://dx.doi.org/10.3390/antibiotics11020212 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Riaño-Moreno, Julián
Romero-Leiton, Jhoana P.
Prieto, Kernel
Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title_full Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title_fullStr Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title_full_unstemmed Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title_short Contribution of Governance and Socioeconomic Factors to the P. aeruginosa MDR in Europe
title_sort contribution of governance and socioeconomic factors to the p. aeruginosa mdr in europe
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8868180/
https://www.ncbi.nlm.nih.gov/pubmed/35203815
http://dx.doi.org/10.3390/antibiotics11020212
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