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Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation
BACKGROUND: The “opioid crisis” has been responsible for hundreds of thousands deaths in the US, and is at risk of dissemination worldwide. Within-country studies have demonstrated that the rise of opioid use disorders (OUD) is linked to increased access to opioid prescriptions and to so-called “dis...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10577998/ https://www.ncbi.nlm.nih.gov/pubmed/37845722 http://dx.doi.org/10.1186/s12992-023-00980-3 |
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author | Barbalat, Guillaume Reddy, Geeta Franck, Nicolas |
author_facet | Barbalat, Guillaume Reddy, Geeta Franck, Nicolas |
author_sort | Barbalat, Guillaume |
collection | PubMed |
description | BACKGROUND: The “opioid crisis” has been responsible for hundreds of thousands deaths in the US, and is at risk of dissemination worldwide. Within-country studies have demonstrated that the rise of opioid use disorders (OUD) is linked to increased access to opioid prescriptions and to so-called “diseases of despair”. Both have been related to the emergence of globalization policies since the 1980s. First, globalized countries have seen a reorganization of healthcare practices towards quick and easy answers to complex needs, including increased opioid prescriptions. Second, despair has gained those suffering from the mutations of socio-economic systems and working conditions that have accompanied globalization policies (e.g. delocalization, deindustrialization, and the decline of social services). Here, using data with high quality ratings from the Global Burden of Disease database, we evaluated the country-based association between four levels of globalization and the burden of OUD 2019. RESULTS: The sample included 87 countries. Taking into account potential country-level confounders, we found that countries with the highest level of globalization were associated with a 31% increase in the burden of OUD 2019 compared to those with the lowest level of globalization (mean log difference: 0.31; 95%CI, 0.04–0.57; p = 0.02). Additional analyses showed a significant effect for low back pain (mean log difference: 0.07; 95%CI, 0.02–0.12; p = 0.007). In contrast, despite sharing some of the risk factors of OUD, other mental and substance use disorders did not show any significant relationship with globalization. Finally, socio-cultural de jure globalization, which compiles indicators related to gender equality, human capital and civil rights, was specifically associated with the burden of OUD (mean log difference: 0.49; 95%CI: 0.23,0.75; p < 0.001). CONCLUSIONS: These findings suggest that OUD may have inherent underpinnings linked to globalization, and more particularly socio-cultural aspects of globalization. Key factors may be increased rights to access prescriptions, as well as increased feelings of despair related to the erosion of local cultures and widening educational gaps. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12992-023-00980-3. |
format | Online Article Text |
id | pubmed-10577998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-105779982023-10-17 Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation Barbalat, Guillaume Reddy, Geeta Franck, Nicolas Global Health Research BACKGROUND: The “opioid crisis” has been responsible for hundreds of thousands deaths in the US, and is at risk of dissemination worldwide. Within-country studies have demonstrated that the rise of opioid use disorders (OUD) is linked to increased access to opioid prescriptions and to so-called “diseases of despair”. Both have been related to the emergence of globalization policies since the 1980s. First, globalized countries have seen a reorganization of healthcare practices towards quick and easy answers to complex needs, including increased opioid prescriptions. Second, despair has gained those suffering from the mutations of socio-economic systems and working conditions that have accompanied globalization policies (e.g. delocalization, deindustrialization, and the decline of social services). Here, using data with high quality ratings from the Global Burden of Disease database, we evaluated the country-based association between four levels of globalization and the burden of OUD 2019. RESULTS: The sample included 87 countries. Taking into account potential country-level confounders, we found that countries with the highest level of globalization were associated with a 31% increase in the burden of OUD 2019 compared to those with the lowest level of globalization (mean log difference: 0.31; 95%CI, 0.04–0.57; p = 0.02). Additional analyses showed a significant effect for low back pain (mean log difference: 0.07; 95%CI, 0.02–0.12; p = 0.007). In contrast, despite sharing some of the risk factors of OUD, other mental and substance use disorders did not show any significant relationship with globalization. Finally, socio-cultural de jure globalization, which compiles indicators related to gender equality, human capital and civil rights, was specifically associated with the burden of OUD (mean log difference: 0.49; 95%CI: 0.23,0.75; p < 0.001). CONCLUSIONS: These findings suggest that OUD may have inherent underpinnings linked to globalization, and more particularly socio-cultural aspects of globalization. Key factors may be increased rights to access prescriptions, as well as increased feelings of despair related to the erosion of local cultures and widening educational gaps. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12992-023-00980-3. BioMed Central 2023-10-16 /pmc/articles/PMC10577998/ /pubmed/37845722 http://dx.doi.org/10.1186/s12992-023-00980-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Barbalat, Guillaume Reddy, Geeta Franck, Nicolas Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title | Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title_full | Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title_fullStr | Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title_full_unstemmed | Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title_short | Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation |
title_sort | association of globalization with the burden of opioid use disorders 2019. a country-level analysis using targeted maximum likelihood estimation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10577998/ https://www.ncbi.nlm.nih.gov/pubmed/37845722 http://dx.doi.org/10.1186/s12992-023-00980-3 |
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