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Title: Education attainment, intelligence and COVID-19 : a mendelian randomization study
Authors: Li, GHY 
Lam, SKK
Wong, ICK
Chu, JKP
Cheung, CL
Issue Date: Nov-2021
Source: Journal of clinical medicine, Nov. 2021, v. 10, no. 21, 4870
Abstract: Background: Evidence of socioeconomic inequality in COVID-19-related outcomes is emerging, with a higher risk of infection and mortality observed among individuals with lower education attainment. We aimed to evaluate the potential interventions against COVID-19 from the socioeconomic perspective, including improvement in education and intelligence.
Methods: With a two-sample Mendelian randomization approach using summary statistics from the largest genome-wide association meta-analysis, univariable analysis was adopted to evaluate the total causal effects of genetically determined education attainment and intelligence on COVID-19 outcomes. Multivariable analysis was performed to dissect the potential mechanisms.
Results: Genetic predisposition to higher education attainment by 1 SD (4.2 years) was independently associated with reduced risk of COVID- 19 severity (OR = 0.508 [95% CI: 0.417–0.617]; p < 0.001). Genetically higher education attainment also lowered the risk of COVID-19 hospitalization (0.685 [0.593–0.791]; p < 0.001), but the association was attenuated after adjustment for beta estimates of intelligence in multivariable analysis. Genetically higher intelligence was associated with reduced risk of COVID-19 hospitalization (0.780 [0.655–0.930]; p = 0.006), with attenuation of association after adjustment for education attainment. Null association was observed for genetically determined education attainment and intelligence with SARS-CoV-2 infection.
Conclusion: Education may act independently and jointly with intelligence in improving the COVID-19 outcomes. Improving education may potentially alleviate the COVID-19-related health inequality.
Keywords: Education
Intelligence
SARS-CoV-2
COVID-19
Mendelian randomization
Publisher: Molecular Diversity Preservation International (MDPI)
Journal: Journal of clinical medicine 
EISSN: 2077-0383
DOI: 10.3390/jcm10214870
Rights: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/).
The following publication Li, G. H. Y., Lam, S. K. K., Wong, I. C. K., Chu, J. K. P., & Cheung, C. L. (2021). Education attainment, intelligence and Covid-19: a Mendelian randomization study. Journal of clinical medicine, 10(21), 4870 is available at https://doi.org/10.3390/jcm10214870
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