ArticlePLoS medicine2021
Cardiometabolic risk factors for COVID-19 susceptibility and severity: A Mendelian randomization analysis.
Article in PLoS medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 85 papers, 8 of them syntheses that pooled it.
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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.
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Who cites it
85 citing papers in PubMed, 8 syntheses or guidelines pooled it, 188 citations in OpenAlex.
- Challenges in interpreting Mendelian randomization studies with a disease as the exposure: Using COVID-19 liability studies as an exemplar.European journal of human genetics : EJHG · 2025Pooled it
- Causal association of COVID-19 with brain structure changes: Findings from a non-overlapping 2-sample Mendelian randomization study.Journal of the neurological sciences · 2023Pooled it
- Risk phenotypes of diabetes and association with COVID-19 severity and death: an update of a living systematic review and meta-analysis.Diabetologia · 2023Pooled it
- Biomarkers Associated With Severe COVID-19 Among Populations With High Cardiometabolic Risk: A 2-Sample Mendelian Randomization Study.JAMA network open · 2023Pooled it
- An updated meta-analysis of Chinese herbal medicine for the prevention of COVID-19 based on Western-Eastern medicine.Frontiers in pharmacology · 2023Pooled it
- Identifying factors contributing to increased susceptibility to COVID-19 risk: a systematic review of Mendelian randomization studies.International journal of epidemiology · 2022Pooled it
- Mendelian Randomization Analysis Reveals No Causal Relationship Between Nonalcoholic Fatty Liver Disease and Severe COVID-19.Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association · 2022Pooled it
- COVID-19 infection and body weight: A deleterious liaison in a J-curve relationship.Obesity research & clinical practicePooled it
- Impact of the COVID-19 pandemic on the global burden of pertussis: An analysis of trends and the emergence of an immunity gap.Human vaccines & immunotherapeutics · 2026Article
- Common genetic mechanisms between obesity and COVID-19 severity: unravelling pleiotropic loci and biological pathways.Royal Society open science · 2026Article
- Comment on "Association of Body Mass Index With SARS-CoV-2 Infection in Inflammatory Arthritis Patients Receiving Biologic Therapy: Singapore National Biologics Register Findings".International journal of rheumatic diseases · 2026Article
- Machine learning, whole genome sequencing, and Mendelian randomization support a role of CRP on COVID-19 severity.Molecular medicine (Cambridge, Mass.) · 2026Article
- SARS-CoV-2 intra-host viral diversity associated with host innate and vaccine-induced immunity in an obese mouse model.BMC infectious diseases · 2026Article
- A scoping review: the impact of nutritional status on the efficacy, effectiveness, and immunogenicity of COVID-19 vaccines.Tropical diseases, travel medicine and vaccines · 2025Review
- Investigation of the causal relationship of saturated fat acids on heart stroke: evidence from two-sample Mendelian randomization.BMC nutrition · 2025Article
- Gastroesophageal reflux disease increases predisposition to severe COVID-19: Insights from integrated Mendelian randomization and genetic analysis.Annals of human genetics · 2025Article
- Adiposity and mortality among intensive care patients with COVID-19 and non-COVID-19 respiratory conditions: a cross-context comparison study in the UK.BMC medicine · 2024Article
- Mendelian Randomization Studies in Atherosclerotic Cardiovascular Diseases.Journal of lipid and atherosclerosis · 2024Review
- Article
- A network meta-analysis of association between cardiometabolic risk factors and COVID-19 outcome severity.Journal of diabetes · 2023Article
25 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors at 1 institution in 1 country.
Funding
Abstract
backgroundEpidemiological studies report associations of diverse cardiometabolic conditions including obesity with COVID-19 illness, but causality has not been established. We sought to evaluate the associations of 17 cardiometabolic traits with COVID-19 susceptibility and severity using 2-sample Mendelian randomization (MR) analyses. METHODS AND
findingsWe selected genetic variants associated with each exposure, including body mass index (BMI), at p < 5 × 10-8 from genome-wide association studies (GWASs). We then calculated inverse-variance-weighted averages of variant-specific estimates using summary statistics for susceptibility and severity from the COVID-19 Host Genetics Initiative GWAS meta-analyses of population-based cohorts and hospital registries comprising individuals with self-reported or genetically inferred European ancestry. Susceptibility was defined as testing positive for COVID-19 and severity was defined as hospitalization with COVID-19 versus population controls (anyone not a case in contributing cohorts). We repeated the analysis for BMI with effect estimates from the UK Biobank and performed pairwise multivariable MR to estimate the direct effects and indirect effects of BMI through obesity-related cardiometabolic diseases. Using p < 0.05/34 tests = 0.0015 to declare statistical significance, we found a nonsignificant association of genetically higher BMI with testing positive for COVID-19 (14,134 COVID-19 cases/1,284,876 controls, p = 0.002; UK Biobank: odds ratio 1.06 [95% CI 1.02, 1.10] per kg/m2; p = 0.004]) and a statistically significant association with higher risk of COVID-19 hospitalization (6,406 hospitalized COVID-19 cases/902,088 controls, p = 4.3 × 10-5; UK Biobank: odds ratio 1.14 [95% CI 1.07, 1.21] per kg/m2, p = 2.1 × 10-5). The implied direct effect of BMI was abolished upon conditioning on the effect on type 2 diabetes, coronary artery disease, stroke, and chronic kidney disease. No other cardiometabolic exposures tested were associated with a higher risk of poorer COVID-19 outcomes. Small study samples and weak genetic instruments could have limited the detection of modest associations, and pleiotropy may have biased effect estimates away from the null.
conclusionsIn this study, we found genetic evidence to support higher BMI as a causal risk factor for COVID-19 susceptibility and severity. These results raise the possibility that obesity could amplify COVID-19 disease burden independently or through its cardiometabolic consequences and suggest that targeting obesity may be a strategy to reduce the risk of severe COVID-19 outcomes.
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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.