ArticleJMIR public health and surveillance2021
Diet, Nutrition, Obesity, and Their Implications for COVID-19 Mortality: Development of a Marginalized Two-Part Model for Semicontinuous Data.
Article in JMIR public health and surveillance, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 45 citations in OpenAlex.
- Trial
- COVID-19 mortality and nutrition through predictive modeling and optimization based on grid search.Scientific reports · 2025Article
- Marginalized two part model for analyzing multilevel semicontinuous medical costs in Iranian households.Scientific reports · 2025Article
- The association between dietary fat quality and quantity and hospitalization duration in COVID-19 in Iranian patients: a cross-sectional study.Frontiers in nutrition · 2025Article
- Effect of aberrant fructose metabolism following SARS-CoV-2 infection on colorectal cancer patients' poor prognosis.PLoS computational biology · 2024Article
- The Intersection Between COVID-19, Cardiovascular Disease, and Diet: a Review.Current atherosclerosis reports · 2023Review
- Effects of Antidepressants on COVID-19 Outcomes: Retrospective Study on Large-Scale Electronic Health Record Data.Interactive journal of medical research · 2023Article
- Susceptibility of Fat Tissue to SARS-CoV-2 Infection in Female hACE2 Mouse Model.International journal of molecular sciences · 2023Article
- Modifiable contributing factors to COVID-19: A comprehensive review.Food and chemical toxicology : an international journal published for the British Industrial Biological Research Association · 2023Review
- Dietary, comorbidity, and geo-economic data fusion for explainable COVID-19 mortality prediction.Expert systems with applications · 2022Article
- Zero-augmented beta-prime model for multilevel semi-continuous data: a Bayesian inference.BMC medical research methodology · 2022Observational
- Mediterranean Diet Reduces Social Isolation and Anxiety in Adult Female Nonhuman Primates.Nutrients · 2022Article
- Therapeutic activity of fucoidan and carrageenan as marine algal polysaccharides against viruses.3 Biotech · 2022Review
- Influence of Nutritional Intakes in Japan and the United States on COVID-19 Infection.Nutrients · 2022Article
- Metabolic and nutritional triggers associated with increased risk of liver complications in SARS-CoV-2.World journal of hepatology · 2022Review
- Contributing factors common to COVID‑19 and gastrointestinal cancer.Oncology reports · 2022Review
- Changes in dietary habits and weight status during the COVID-19 pandemic and its association with socioeconomic status among Iranians adults.Frontiers in public health · 2022Article
- Nutritional risk factors for SARS-CoV-2 infection: a prospective study within the NutriNet-Santé cohort.BMC medicine · 2021Article
- Nutritional and lifestyle changes required for minimizing the recovery period in home quarantined COVID-19 patients of Punjab, Pakistan.Food science & nutrition · 2021Article
- COVID-19, an Incentive to Tackle Sugar in Hospitals and at Home.Journal of the Endocrine Society · 2021Review
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundNutrition is not a treatment for COVID-19, but it is a modifiable contributor to the development of chronic disease, which is highly associated with COVID-19 severe illness and deaths. A well-balanced diet and healthy patterns of eating strengthen the immune system, improve immunometabolism, and reduce the risk of chronic disease and infectious diseases.
objectiveThis study aims to assess the effect of diet, nutrition, obesity, and their implications for COVID-19 mortality among 188 countries by using new statistical marginalized two-part models.
methodsWe globally evaluated the distribution of diet and nutrition at the national level while considering the variations between different World Health Organization regions. The effects of food supply categories and obesity on (as well as associations with) the number of deaths and the number of recoveries were reported globally by estimating coefficients and conducting color maps.
resultsThe findings show that a 1% increase in supplementation of pulses reduced the odds of having a zero death by 4-fold (OR 4.12, 95% CI 11.97-1.42). In addition, a 1% increase in supplementation of animal products and meat increased the odds of having a zero death by 1.076-fold (OR 1.076, 95% CI 1.01-1.15) and 1.13-fold (OR 1.13, 95% CI 1.0-1.28), respectively. Tree nuts reduced the odds of having a zero death, and vegetables increased the number of deaths. Globally, the results also showed that populations (countries) who consume more eggs, cereals excluding beer, spices, and stimulants had the greatest impact on the recovery of patients with COVID-19. In addition, populations that consume more meat, vegetal products, sugar and sweeteners, sugar crops, animal fats, and animal products were associated with more death and less recoveries in patients. The effect of consuming sugar products on mortality was considerable, and obesity has affected increased death rates and reduced recovery rates.
conclusionsAlthough there are differences in dietary patterns, overall, unbalanced diets are a health threat across the world and not only affect death rates but also the quality of life. To achieve the best results in preventing nutrition-related pandemic diseases, strategies and policies should fully recognize the essential role of both diet and obesity in determining good nutrition and optimal health. Policies and programs must address the need for change at the individual level and make modifications in society and the environment to make healthier choices accessible and preferable.
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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.