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Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data

Scarcity of ventilators during COVID-19 pandemic has urged public health authorities to develop prioritization recommendations and guidelines with the real-time decision-making process based on the resources and contexts. Nevertheless, patients with COVID-19 who will benefit the most from ventilatio...

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Autores principales: Abbasi-Kangevari, Mohsen, Ghanbari, Ali, Malekpour, Mohammad-Reza, Ghamari, Seyyed-Hadi, Azadnajafabad, Sina, Saeedi Moghaddam, Sahar, Keykhaei, Mohammad, Haghshenas, Rosa, Golestani, Ali, Rashidi, Mohammad-Mahdi, Rezaei, Nazila, Ghasemi, Erfan, Rezaei, Negar, Jamshidi, Hamid Reza, Larijani, Bagher
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318022/
https://www.ncbi.nlm.nih.gov/pubmed/37400560
http://dx.doi.org/10.1038/s41598-023-37912-5
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author Abbasi-Kangevari, Mohsen
Ghanbari, Ali
Malekpour, Mohammad-Reza
Ghamari, Seyyed-Hadi
Azadnajafabad, Sina
Saeedi Moghaddam, Sahar
Keykhaei, Mohammad
Haghshenas, Rosa
Golestani, Ali
Rashidi, Mohammad-Mahdi
Rezaei, Nazila
Ghasemi, Erfan
Rezaei, Negar
Jamshidi, Hamid Reza
Larijani, Bagher
author_facet Abbasi-Kangevari, Mohsen
Ghanbari, Ali
Malekpour, Mohammad-Reza
Ghamari, Seyyed-Hadi
Azadnajafabad, Sina
Saeedi Moghaddam, Sahar
Keykhaei, Mohammad
Haghshenas, Rosa
Golestani, Ali
Rashidi, Mohammad-Mahdi
Rezaei, Nazila
Ghasemi, Erfan
Rezaei, Negar
Jamshidi, Hamid Reza
Larijani, Bagher
author_sort Abbasi-Kangevari, Mohsen
collection PubMed
description Scarcity of ventilators during COVID-19 pandemic has urged public health authorities to develop prioritization recommendations and guidelines with the real-time decision-making process based on the resources and contexts. Nevertheless, patients with COVID-19 who will benefit the most from ventilation therapy have not been well-defined yet. Thus, the objective of this study was to investigate the benefit of ventilation therapy among various patient groups with COVID-19 admitted to hospitals, based on the real-world data of hospitalized adult patients. Data used in the longitudinal study included 599,340 records of hospitalized patients who were admitted from February 2020 to June 2021. All participants were categorized based on sex, age, city of residence, the hospitals' affiliated university, and their date of hospitalization. Age groups were defined as 18–39, 40–64, and more than 65-year-old participants. Two models were used in this study: in the first model, participants were assessed by their probability of receiving ventilation therapy during hospitalization based on demographic and clinical factors using mixed-effects logistic regression. In the second model, the clinical benefit of receiving ventilation therapy among various patient groups was quantified while considering the probability of receiving ventilation therapy during hospital admission, as estimated in the first model. The interaction coefficient in the second model indicated the difference in the slope of the logit probability of recovery for a one-unit increase in the probability of receiving ventilation therapy between the patients who received ventilation compared to those who did not while considering other factors constant. The interaction coefficient was used as an indicator to quantify the benefit of ventilation reception and possibly be used as a criterion for comparison among various patient groups. Among participants, 60,113 (10.0%) cases received ventilation therapy, 85,158 (14.2%) passed away due to COVID-19, and 514,182 (85.8%) recovered. The mean (SD) age was 58.5 (18.3) [range = 18–114, being 58.3 (18.2) among women, and 58.6 (18.4) among men]. Among all groups with sufficient data for analysis, patients aged 40–64 years who had chronic respiratory diseases (CRD) and malignancy benefitted the most from ventilation therapy; followed by patients aged 65 + years who had malignancy, cardiovascular diseases (CVD), and diabetes (DM); and patients aged 18–39 years who had malignancy. Patients aged 65 + who had CRD and CVD gained the least benefit from ventilation therapy. Among patients with DM, patients aged 65 + years benefited from ventilation therapy, followed by 40–64 years. Among patients with CVD, patients aged 18–39 years benefited the most from ventilation therapy, followed by patients aged 40–64 years and 65 + years. Among patients with DM and CVD, patients aged 40–64 years benefited from ventilation therapy, followed by 65 + years. Among patients with no history of CRD, malignancy, CVD, or DM, patients aged 18–39 years benefited the most from ventilation therapy, followed by patients aged 40–64 years and 65 + years. This study promotes a new aspect of treating patients for ventilators as a scarce medical resource, considering whether ventilation therapy would improve the patient's clinical outcome. Should the prioritization guidelines for ventilators allocation take no notice of the real-world data, patients might end up being deprived of ventilation therapy, who could benefit the most from it. It could be suggested that rather than focusing on the scarcity of ventilators, guidelines focus on evidence-based decision-making algorithms to also take the usefulness of the intervention into account, whose beneficial effect is dependent on the selection of the right time in the right patient.
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spelling pubmed-103180222023-07-05 Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data Abbasi-Kangevari, Mohsen Ghanbari, Ali Malekpour, Mohammad-Reza Ghamari, Seyyed-Hadi Azadnajafabad, Sina Saeedi Moghaddam, Sahar Keykhaei, Mohammad Haghshenas, Rosa Golestani, Ali Rashidi, Mohammad-Mahdi Rezaei, Nazila Ghasemi, Erfan Rezaei, Negar Jamshidi, Hamid Reza Larijani, Bagher Sci Rep Article Scarcity of ventilators during COVID-19 pandemic has urged public health authorities to develop prioritization recommendations and guidelines with the real-time decision-making process based on the resources and contexts. Nevertheless, patients with COVID-19 who will benefit the most from ventilation therapy have not been well-defined yet. Thus, the objective of this study was to investigate the benefit of ventilation therapy among various patient groups with COVID-19 admitted to hospitals, based on the real-world data of hospitalized adult patients. Data used in the longitudinal study included 599,340 records of hospitalized patients who were admitted from February 2020 to June 2021. All participants were categorized based on sex, age, city of residence, the hospitals' affiliated university, and their date of hospitalization. Age groups were defined as 18–39, 40–64, and more than 65-year-old participants. Two models were used in this study: in the first model, participants were assessed by their probability of receiving ventilation therapy during hospitalization based on demographic and clinical factors using mixed-effects logistic regression. In the second model, the clinical benefit of receiving ventilation therapy among various patient groups was quantified while considering the probability of receiving ventilation therapy during hospital admission, as estimated in the first model. The interaction coefficient in the second model indicated the difference in the slope of the logit probability of recovery for a one-unit increase in the probability of receiving ventilation therapy between the patients who received ventilation compared to those who did not while considering other factors constant. The interaction coefficient was used as an indicator to quantify the benefit of ventilation reception and possibly be used as a criterion for comparison among various patient groups. Among participants, 60,113 (10.0%) cases received ventilation therapy, 85,158 (14.2%) passed away due to COVID-19, and 514,182 (85.8%) recovered. The mean (SD) age was 58.5 (18.3) [range = 18–114, being 58.3 (18.2) among women, and 58.6 (18.4) among men]. Among all groups with sufficient data for analysis, patients aged 40–64 years who had chronic respiratory diseases (CRD) and malignancy benefitted the most from ventilation therapy; followed by patients aged 65 + years who had malignancy, cardiovascular diseases (CVD), and diabetes (DM); and patients aged 18–39 years who had malignancy. Patients aged 65 + who had CRD and CVD gained the least benefit from ventilation therapy. Among patients with DM, patients aged 65 + years benefited from ventilation therapy, followed by 40–64 years. Among patients with CVD, patients aged 18–39 years benefited the most from ventilation therapy, followed by patients aged 40–64 years and 65 + years. Among patients with DM and CVD, patients aged 40–64 years benefited from ventilation therapy, followed by 65 + years. Among patients with no history of CRD, malignancy, CVD, or DM, patients aged 18–39 years benefited the most from ventilation therapy, followed by patients aged 40–64 years and 65 + years. This study promotes a new aspect of treating patients for ventilators as a scarce medical resource, considering whether ventilation therapy would improve the patient's clinical outcome. Should the prioritization guidelines for ventilators allocation take no notice of the real-world data, patients might end up being deprived of ventilation therapy, who could benefit the most from it. It could be suggested that rather than focusing on the scarcity of ventilators, guidelines focus on evidence-based decision-making algorithms to also take the usefulness of the intervention into account, whose beneficial effect is dependent on the selection of the right time in the right patient. Nature Publishing Group UK 2023-07-03 /pmc/articles/PMC10318022/ /pubmed/37400560 http://dx.doi.org/10.1038/s41598-023-37912-5 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/) .
spellingShingle Article
Abbasi-Kangevari, Mohsen
Ghanbari, Ali
Malekpour, Mohammad-Reza
Ghamari, Seyyed-Hadi
Azadnajafabad, Sina
Saeedi Moghaddam, Sahar
Keykhaei, Mohammad
Haghshenas, Rosa
Golestani, Ali
Rashidi, Mohammad-Mahdi
Rezaei, Nazila
Ghasemi, Erfan
Rezaei, Negar
Jamshidi, Hamid Reza
Larijani, Bagher
Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title_full Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title_fullStr Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title_full_unstemmed Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title_short Exploring the clinical benefit of ventilation therapy across various patient groups with COVID-19 using real-world data
title_sort exploring the clinical benefit of ventilation therapy across various patient groups with covid-19 using real-world data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318022/
https://www.ncbi.nlm.nih.gov/pubmed/37400560
http://dx.doi.org/10.1038/s41598-023-37912-5
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