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Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study

BACKGROUND: Antimicrobial resistance is widely considered an urgent global health issue due to associated mortality and disability, societal and healthcare costs. AIM: To estimate the past, current and projected future proportion of infections resistant to treatment for eight priority antibiotic-bac...

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Autores principales: Cravo Oliveira Hashiguchi, Tiago, Ait Ouakrim, Driss, Padget, Michael, Cassini, Alessandro, Cecchini, Michele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: European Centre for Disease Prevention and Control (ECDC) 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6530255/
https://www.ncbi.nlm.nih.gov/pubmed/31115312
http://dx.doi.org/10.2807/1560-7917.ES.2019.24.20.1800445
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author Cravo Oliveira Hashiguchi, Tiago
Ait Ouakrim, Driss
Padget, Michael
Cassini, Alessandro
Cecchini, Michele
author_facet Cravo Oliveira Hashiguchi, Tiago
Ait Ouakrim, Driss
Padget, Michael
Cassini, Alessandro
Cecchini, Michele
author_sort Cravo Oliveira Hashiguchi, Tiago
collection PubMed
description BACKGROUND: Antimicrobial resistance is widely considered an urgent global health issue due to associated mortality and disability, societal and healthcare costs. AIM: To estimate the past, current and projected future proportion of infections resistant to treatment for eight priority antibiotic-bacterium combinations from 2000 to 2030 for 52 countries. METHODS: We collated data from a variety of sources including ResistanceMap and World Bank. Feature selection algorithms and multiple imputation were used to produce a complete historical dataset. Forecasts were derived from an ensemble of three models: exponential smoothing, linear regression and random forest. The latter two were informed by projections of antibiotic consumption, out-of-pocket medical spending, populations aged 64 years and older and under 15 years and real gross domestic product. We incorporated three types of uncertainty, producing 150 estimates for each country-antibiotic-bacterium-year. RESULTS: Average resistance proportions across antibiotic-bacterium combinations could grow moderately from 17% to 18% within the Organisation for Economic Co-operation and Development (OECD; growth in 64% of uncertainty sets), from 18% to 19% in the European Union/European Economic Area (EU/EEA; growth in 87% of uncertainty sets) and from 29% to 31% in Group of Twenty (G20) countries (growth in 62% of uncertainty sets) between 2015 and 2030. There is broad heterogeneity in levels and rates of change across countries and antibiotic-bacterium combinations from 2000 to 2030. CONCLUSION: If current trends continue, resistance proportions are projected to marginally increase in the coming years. The estimates indicate there is significant heterogeneity in resistance proportions across countries and antibiotic-bacterium combinations.
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spelling pubmed-65302552019-06-10 Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study Cravo Oliveira Hashiguchi, Tiago Ait Ouakrim, Driss Padget, Michael Cassini, Alessandro Cecchini, Michele Euro Surveill Research BACKGROUND: Antimicrobial resistance is widely considered an urgent global health issue due to associated mortality and disability, societal and healthcare costs. AIM: To estimate the past, current and projected future proportion of infections resistant to treatment for eight priority antibiotic-bacterium combinations from 2000 to 2030 for 52 countries. METHODS: We collated data from a variety of sources including ResistanceMap and World Bank. Feature selection algorithms and multiple imputation were used to produce a complete historical dataset. Forecasts were derived from an ensemble of three models: exponential smoothing, linear regression and random forest. The latter two were informed by projections of antibiotic consumption, out-of-pocket medical spending, populations aged 64 years and older and under 15 years and real gross domestic product. We incorporated three types of uncertainty, producing 150 estimates for each country-antibiotic-bacterium-year. RESULTS: Average resistance proportions across antibiotic-bacterium combinations could grow moderately from 17% to 18% within the Organisation for Economic Co-operation and Development (OECD; growth in 64% of uncertainty sets), from 18% to 19% in the European Union/European Economic Area (EU/EEA; growth in 87% of uncertainty sets) and from 29% to 31% in Group of Twenty (G20) countries (growth in 62% of uncertainty sets) between 2015 and 2030. There is broad heterogeneity in levels and rates of change across countries and antibiotic-bacterium combinations from 2000 to 2030. CONCLUSION: If current trends continue, resistance proportions are projected to marginally increase in the coming years. The estimates indicate there is significant heterogeneity in resistance proportions across countries and antibiotic-bacterium combinations. European Centre for Disease Prevention and Control (ECDC) 2019-05-16 /pmc/articles/PMC6530255/ /pubmed/31115312 http://dx.doi.org/10.2807/1560-7917.ES.2019.24.20.1800445 Text en This article is copyright of the authors or their affiliated institutions, 2019. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution (CC BY 4.0) Licence. You may share and adapt the material, but must give appropriate credit to the source, provide a link to the licence, and indicate if changes were made.
spellingShingle Research
Cravo Oliveira Hashiguchi, Tiago
Ait Ouakrim, Driss
Padget, Michael
Cassini, Alessandro
Cecchini, Michele
Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title_full Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title_fullStr Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title_full_unstemmed Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title_short Resistance proportions for eight priority antibiotic-bacterium combinations in OECD, EU/EEA and G20 countries 2000 to 2030: a modelling study
title_sort resistance proportions for eight priority antibiotic-bacterium combinations in oecd, eu/eea and g20 countries 2000 to 2030: a modelling study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6530255/
https://www.ncbi.nlm.nih.gov/pubmed/31115312
http://dx.doi.org/10.2807/1560-7917.ES.2019.24.20.1800445
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