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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8868180 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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