SynthesisPloS one2021
Population risk factors for severe disease and mortality in COVID-19: A global systematic review and meta-analysis.
Synthesis in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05181696 (Radiographic Severity Scoring System and Clinical and Laboratory Evolution of COVID-19 Pneumonia), which is not on this map. Cited by 329 papers, 8 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Radiographic Severity Scoring System and Clinical and Laboratory Evolution of COVID-19 Pneumonia
Who cites it
329 citing papers in PubMed, 8 syntheses or guidelines pooled it, 552 citations in OpenAlex.
- Predictors of mortality in severe pneumonia patients: a systematic review and meta-analysis.Systematic reviews · 2024Pooled it
- Individual risk factors associated with SARS-CoV-2 infection during Alpha variant in high-income countries: a systematic review and meta-analysis.Frontiers in public health · 2024Pooled it
- Nirmatrelvir combined with ritonavir for preventing and treating COVID-19.The Cochrane database of systematic reviews · 2023Pooled it
- Risk of SARS-CoV-2 infection, severe COVID-19 illness and COVID-19 mortality in people with pre-existing mental disorders: an umbrella review.BMC psychiatry · 2023Pooled it
- The impact of chronic rhinosinusitis on COVID-19 risk and outcomes: A systematic review and meta-analysis.Frontiers in immunology · 2023Pooled it
- Prognostic factors for mortality, intensive care unit and hospital admission due to SARS-CoV-2: a systematic review and meta-analysis of cohort studies in Europe.European respiratory review : an official journal of the European Respiratory Society · 2022Pooled it
- Risk of serious COVID-19 outcomes among adults and children with moderate-to-severe asthma: a systematic review and meta-analysis.European respiratory review : an official journal of the European Respiratory Society · 2022Pooled it
- Detailed stratified GWAS analysis for severe COVID-19 in four European populations.Human molecular genetics · 2022Pooled it
- Trial
- Observational
- Convalescent plasma for persistent symptomatic COVID-19 infection in immune-suppressed patients - a case series.Infectious medicine · 2026Article
- The Association Between Peak IL-6 Levels, In-Hospital Mortality, and Selected Risk Factors in Patients Hospitalized for COVID-19 at the Temporary Hospital in Gdansk-A Retrospective Cohort Study.Journal of clinical medicine · 2026Article
- Folic Acid and Endothelial Dysfunction in COVID-19.Life (Basel, Switzerland) · 2026Review
- DNAm landscape up to 4 months post SARS-CoV-2 infection: insights from four population-based cohorts.Clinical epigenetics · 2026Article
- Physicians' perspectives on the perceived increase in respiratory infections post-COVID-19 in Pakistan: a qualitative study.BMC infectious diseases · 2026Article
- Life's Essential 8 and Risk of Severe COVID-19 Among Adults Without Clinical Cardiovascular Disease: The C4R Study.Journal of the American Heart Association · 2026Article
- Temporal Evolution of the Impact of CKD on COVID-19 Outcomes : A 5-Year Nationwide Analysis.Kidney360 · 2026Article
- Chronic Conditions as Risk Factors for COVID-19-Associated Hospitalization Among Adults, 2020-2023.American journal of preventive medicine · 2026Article
- Article
- Article
269 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
aimCOVID-19 clinical presentation is heterogeneous, ranging from asymptomatic to severe cases. While there are a number of early publications relating to risk factors for COVID-19 infection, low sample size and heterogeneity in study design impacted consolidation of early findings. There is a pressing need to identify the factors which predispose patients to severe cases of COVID-19. For rapid and widespread risk stratification, these factors should be easily obtainable, inexpensive, and avoid invasive clinical procedures. The aim of our study is to fill this knowledge gap by systematically mapping all the available evidence on the association of various clinical, demographic, and lifestyle variables with the risk of specific adverse outcomes in patients with COVID-19.
methodsThe systematic review was conducted using standardized methodology, searching two electronic databases (PubMed and SCOPUS) for relevant literature published between 1st January 2020 and 9th July 2020. Included studies reported characteristics of patients with COVID-19 while reporting outcomes relating to disease severity. In the case of sufficient comparable data, meta-analyses were conducted to estimate risk of each variable.
resultsSeventy-six studies were identified, with a total of 17,860,001 patients across 14 countries. The studies were highly heterogeneous in terms of the sample under study, outcomes, and risk measures reported. A large number of risk factors were presented for COVID-19. Commonly reported variables for adverse outcome from COVID-19 comprised patient characteristics, including age >75 (OR: 2.65, 95% CI: 1.81-3.90), male sex (OR: 2.05, 95% CI: 1.39-3.04) and severe obesity (OR: 2.57, 95% CI: 1.31-5.05). Active cancer (OR: 1.46, 95% CI: 1.04-2.04) was associated with increased risk of severe outcome. A number of common symptoms and vital measures (respiratory rate and SpO2) also suggested elevated risk profiles.
conclusionsBased on the findings of this study, a range of easily assessed parameters are valuable to predict elevated risk of severe illness and mortality as a result of COVID-19, including patient characteristics and detailed comorbidities, alongside the novel inclusion of real-time symptoms and vital measurements.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.