Javascript must be enabled to continue!
A Systematic Review and Network Meta-Analysis for COVID-19 Treatments
View through CrossRef
AbstractBackgroundNumerous interventions for coronavirus disease 2019 (COVID-19) have been investigated by randomized controlled trials (RCTs). This systematic review and Bayesian network meta-analysis (NMA) aim to provide a comprehensive evaluation of efficacy of available treatments for COVID-19.MethodsWe searched for candidate COVID-19 studies in WHO COVID-19 Global Research Database, PubMed, PubMed Central, LitCovid, Proquest Central and Ovid up to December 19, 2020. RCTs for suspected or confirmed COVID-19 patients were included, regardless of publication status or demographic characteristics. Bayesian NMA with fixed effects was conducted to estimate the effect sizes using posterior means and 95% equal-tailed credible intervals (CrIs), while that with random effects was carried out as well for sensitivity analysis. Bayesian hierarchical models were used to estimate effect sizes of treatments grouped by their drug classifications.ResultsWe identified 96 eligible RCTs with a total of 51187 patients. Compared with the standard of care (SOC), this NMA showed that dexamethasone led to lower risk of mortality with an odds ratio (OR) of 0.85 (95% CrI [0.76, 0.95]; moderate certainty) and lower risk of mechanical ventilation (MV) with an OR of 0.68 (95% CrI [0.56, 0.83]; low certainty). For hospital discharge, remdesivir (OR 1.37, 95% CrI [1.15, 1.64]; moderate certainty), dexamethasone (OR 1.20, 95% CrI [1.08, 1.34]; low certainty), interferon beta (OR 2.15, 95% CrI [1.26, 3.74]; moderate certainty), tocilizumab (OR 1.40, 95% CrI [1.05, 1.89]; moderate certainty) and baricitinib plus remdesivir (OR 1.75, 95% CrI [1.28, 2.39]; moderate certainty) could all increase the discharge rate respectively. Recombinant human granulocyte colony-stimulating factor indicated lower risk of MV (OR 0.20, 95% CrI [0.10, 0.40]; moderate certainty); and patients receiving convalescent plasma resulted in better viral clearance (OR 2.28, 95% CrI [1.57, 3.34]; low certainty). About two-thirds of the studies included in this NMA were rated as high risk of bias, and the certainty of evidence was either low or very low for most of the comparisons.ConclusionThe Bayesian NMA identified superiority of several COVID-19 treatments over SOC in terms of mortality, requirement of MV, hospital discharge and viral clearance. These results provide a comprehensive comparison of current COVID-19 treatments and shed new light on further research and discovery of potential COVID-19 treatments.
Title: A Systematic Review and Network Meta-Analysis for COVID-19 Treatments
Description:
AbstractBackgroundNumerous interventions for coronavirus disease 2019 (COVID-19) have been investigated by randomized controlled trials (RCTs).
This systematic review and Bayesian network meta-analysis (NMA) aim to provide a comprehensive evaluation of efficacy of available treatments for COVID-19.
MethodsWe searched for candidate COVID-19 studies in WHO COVID-19 Global Research Database, PubMed, PubMed Central, LitCovid, Proquest Central and Ovid up to December 19, 2020.
RCTs for suspected or confirmed COVID-19 patients were included, regardless of publication status or demographic characteristics.
Bayesian NMA with fixed effects was conducted to estimate the effect sizes using posterior means and 95% equal-tailed credible intervals (CrIs), while that with random effects was carried out as well for sensitivity analysis.
Bayesian hierarchical models were used to estimate effect sizes of treatments grouped by their drug classifications.
ResultsWe identified 96 eligible RCTs with a total of 51187 patients.
Compared with the standard of care (SOC), this NMA showed that dexamethasone led to lower risk of mortality with an odds ratio (OR) of 0.
85 (95% CrI [0.
76, 0.
95]; moderate certainty) and lower risk of mechanical ventilation (MV) with an OR of 0.
68 (95% CrI [0.
56, 0.
83]; low certainty).
For hospital discharge, remdesivir (OR 1.
37, 95% CrI [1.
15, 1.
64]; moderate certainty), dexamethasone (OR 1.
20, 95% CrI [1.
08, 1.
34]; low certainty), interferon beta (OR 2.
15, 95% CrI [1.
26, 3.
74]; moderate certainty), tocilizumab (OR 1.
40, 95% CrI [1.
05, 1.
89]; moderate certainty) and baricitinib plus remdesivir (OR 1.
75, 95% CrI [1.
28, 2.
39]; moderate certainty) could all increase the discharge rate respectively.
Recombinant human granulocyte colony-stimulating factor indicated lower risk of MV (OR 0.
20, 95% CrI [0.
10, 0.
40]; moderate certainty); and patients receiving convalescent plasma resulted in better viral clearance (OR 2.
28, 95% CrI [1.
57, 3.
34]; low certainty).
About two-thirds of the studies included in this NMA were rated as high risk of bias, and the certainty of evidence was either low or very low for most of the comparisons.
ConclusionThe Bayesian NMA identified superiority of several COVID-19 treatments over SOC in terms of mortality, requirement of MV, hospital discharge and viral clearance.
These results provide a comprehensive comparison of current COVID-19 treatments and shed new light on further research and discovery of potential COVID-19 treatments.
Related Results
Evaluating the Science to Inform the Physical Activity Guidelines for Americans Midcourse Report
Evaluating the Science to Inform the Physical Activity Guidelines for Americans Midcourse Report
Abstract
The Physical Activity Guidelines for Americans (Guidelines) advises older adults to be as active as possible. Yet, despite the well documented benefits of physical a...
Do evidence summaries increase health policy‐makers' use of evidence from systematic reviews? A systematic review
Do evidence summaries increase health policy‐makers' use of evidence from systematic reviews? A systematic review
This review summarizes the evidence from six randomized controlled trials that judged the effectiveness of systematic review summaries on policymakers' decision making, or the most...
Meta-Representations as Representations of Processes
Meta-Representations as Representations of Processes
In this study, we explore how the notion of meta-representations in Higher-Order Theories (HOT) of consciousness can be implemented in computational models. HOT suggests that consc...
COVID-19 PANDEMIC AND MANAGEMENT OF HYPERTENSION
COVID-19 PANDEMIC AND MANAGEMENT OF HYPERTENSION
Dear Editor,
In December 2019, a new virus which is known as SARS-COV-2 (COVID-19) was identified. In a short period, this virus spread rapidly and caused significant morbidities a...
Using Primary Care Text Data and Natural Language Processing to Monitor COVID-19 in Toronto, Canada
Using Primary Care Text Data and Natural Language Processing to Monitor COVID-19 in Toronto, Canada
AbstractObjectiveTo investigate whether a rule-based natural language processing (NLP) system, applied to primary care clinical text data, can be used to monitor COVID-19 viral act...
The burden of persistent symptoms after COVID-19 (long COVID): A Meta-analysis of controlled studies in children and adults
The burden of persistent symptoms after COVID-19 (long COVID): A Meta-analysis of controlled studies in children and adults
Abstract
Background
Previous meta-analyses estimating the prevalence of the post-COVID-19 condition (PCC) were confounded by the lack of negative control groups. This may r...
The burden of persistent symptoms after COVID-19 (long COVID): a meta-analysis of controlled studies in children and adults
The burden of persistent symptoms after COVID-19 (long COVID): a meta-analysis of controlled studies in children and adults
AbstractBackgroundPrevious meta-analyses estimating the prevalence of the post-COVID-19 condition (PCC) were confounded by the lack of negative control groups. This may result in a...
Incidence and Predictors of tuberculosis among HIV patients after initiation of ART treatment in Ethiopia: A systematic review and Meta-analysis
Incidence and Predictors of tuberculosis among HIV patients after initiation of ART treatment in Ethiopia: A systematic review and Meta-analysis
Abstract
Background: Tuberculosis is the oldest infectious disease and it is still the leading cause of morbidity and mortality worldwide. Even though, several primary stud...

