Modelling the Association between Vitamin D Deficiency and Incidence of Covid-19 Infection Adjusting for the Confounders and Unobserved Heterogeneity

Article


Hoque, Zahirul, Hossain, Shahadut, Hasan, Masud, Hoque, Irfanul and Haque, Afrozul. 2023. "Modelling the Association between Vitamin D Deficiency and Incidence of Covid-19 Infection Adjusting for the Confounders and Unobserved Heterogeneity." Journal of Applied Probability and Statistics. 18 (1), pp. 19-33.
Article Title

Modelling the Association between Vitamin D Deficiency and Incidence of Covid-19 Infection Adjusting for the Confounders and Unobserved Heterogeneity

ERA Journal ID41643
Article CategoryArticle
AuthorsHoque, Zahirul, Hossain, Shahadut, Hasan, Masud, Hoque, Irfanul and Haque, Afrozul
Journal TitleJournal of Applied Probability and Statistics
Journal Citation18 (1), pp. 19-33
Number of Pages15
Year2023
PublisherIslamic Countries Society of Statistical Sciences (ISOSS)
Place of PublicationPakistan
ISSN1930-6792
Web Address (URL)http://japs.isoss.net/April23.htm
Abstract

This study quantifies the relation between vitamin D and the incidence of coronavirus disease 2019 (COVID-19) infection after controlling for the common observable concomitant variables and unobserved confounding variables. The agegender specific vitamin D level, obesity rates, COVID-19 infection and related data were retrieved from published sources. Mixed-effects negative binomial regression model was used to quantify the adjusted association of vitamin D on COVID-19 infection rate. People with normal serum vitamin D level possessed 48% lower risk of being infected from COVID-19 (incidence rate ratio (IRR) = 0.517; 95% confidence interval (CI): 0.297, 0.899) as compared to those having deficiency. The elderly males (aged over 60 years) possessed 28% higher risk of being infected by COVID-19 (IRR=1.28; 95% CI: 0.963, 1.703). A significantly lower COVID-19 infection rate was observed among people with normal level of vitamin D (> 50 nmol/L) compared to those with vitamin D deficiency after adjusting for the observable confounding variables and for the country level heterogeneity. In conclusion, the findings of this research suggest an inverse relationship between vitamin D and COVID-19 infection, and hence raising serum vitamin D to normal level can reduce COVID-19 infection significantly.

KeywordsCOVID-19
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 20204206. Public health
Public Notes

Files associated with this item cannot be displayed due to copyright restrictions.

Byline AffiliationsSchool of Mathematics, Physics and Computing
Health Canada, Canada
Australian National University
Griffith University
Jamia Hamdard, India
Permalink -

https://research.usq.edu.au/item/z3qyv/modelling-the-association-between-vitamin-d-deficiency-and-incidence-of-covid-19-infection-adjusting-for-the-confounders-and-unobserved-heterogeneity

  • 56
    total views
  • 1
    total downloads
  • 1
    views this month
  • 0
    downloads this month

Export as

Related outputs

The effect of laparoscopic vertical sleeve gastrectomy and laparoscopic roux-en-Y gastric bypass on gastroesophageal reflux disease: An updated meta-analysis and systematic review of 5-year post-operative data from randomized controlled trials.
Memon, Muhammed Ashraf, Osland, Emma, Yunus, Rossita Mohamad, Hoque, Zahirul, Alam, Khorshed and Khan, Shahjahan. 2024. "The effect of laparoscopic vertical sleeve gastrectomy and laparoscopic roux-en-Y gastric bypass on gastroesophageal reflux disease: An updated meta-analysis and systematic review of 5-year post-operative data from randomized controlled trials." Surgical Endoscopy: surgical and interventional techniques. https://doi.org/10.1007/s00464-024-11303-x
Gastroesophageal reflux disease following laparoscopic vertical sleeve gastrectomy and laparoscopic roux-en-Y gastric bypass: meta-analysis and systematic review of 5-year data
Memon, Muhammed A, Osland, Emma, Yunus, Rossita M, Alam, Khorshed, Hoque, Zahirul and Khan, Shahjahan. 2024. "Gastroesophageal reflux disease following laparoscopic vertical sleeve gastrectomy and laparoscopic roux-en-Y gastric bypass: meta-analysis and systematic review of 5-year data." Diseases of the Esophagus. 37 (3), pp. 593-617. https://doi.org/10.1093/dote/doad063
Differences in levels of E. coli contamination of point of use drinking water in Bangladesh
Hasan, Md. Masud, Hoque, Zahirul, Kabir, Enamul and Hossain, Shahadut. 2022. "Differences in levels of E. coli contamination of point of use drinking water in Bangladesh." PLoS One. 17 (5), pp. 1-12. https://doi.org/10.1371/journal.pone.0267386
Prevalence of acute respiratory infections among children in India: Regional inequalities and risk factors
Hasan, Md Masud, Saha, Kamal Kumar, Yunus, Rossita Mohamad and Alam, Khorshed. 2022. "Prevalence of acute respiratory infections among children in India: Regional inequalities and risk factors." Maternal and Child Health Journal. 26, pp. 1594-1602. https://doi.org/10.1007/s10995-022-03424-3
Age-specific prevalence and predictors of tobacco consumption among male adults in India: subnational inequality and associated risk factors
Hasan, Md Masud, Quazi, Ali, Sarangapani, Nivarthi and Alam, Khorshed. 2023. "Age-specific prevalence and predictors of tobacco consumption among male adults in India: subnational inequality and associated risk factors." Journal of Public Health: Zeitschrift fuer Gesundheitswissenschaften. 31 (3), p. pages445–455. https://doi.org/10.1007/s10389-021-01507-z
Yield, profitability, and prospects of irrigated Boro rice cultivation in the North-West region of Bangladesh
Mainuddin, Mohammed, Alam, Md. Mahbubul, Maniruzzaman, Md., Kabir, Md. Jahangir, Mojid, Mohammad A., Hasan, Md. Masud, Schmidt, Erik J. and Islam, Md. Towfiqul. 2021. "Yield, profitability, and prospects of irrigated Boro rice cultivation in the North-West region of Bangladesh." PLoS One. 16 (4), pp. 1-23. https://doi.org/10.1371/journal.pone.0250897
Response-based multiple imputation method for minimizing the impact of covariate detection limit in logistic regression
Hossain, Shahadut, Hoque, Zahirul and Wesolowski, Jacek. 2021. "Response-based multiple imputation method for minimizing the impact of covariate detection limit in logistic regression." Communications in Statistics: Theory and Methods. 50 (2), pp. 371-386. https://doi.org/10.1080/03610926.2019.1635699
Inequality in access to improved drinking water sources and childhood diarrhoea in low- and middle-income countries
Hasan, Md Masud and Alam, Khorshed. 2020. "Inequality in access to improved drinking water sources and childhood diarrhoea in low- and middle-income countries." International Journal of Hygiene and Environmental Health. 226. https://doi.org/10.1016/j.ijheh.2020.113493
Preliminary Test Methodology in View of Asymmetry with Elliptically Contoured Distribution
Arashi, M. and Hoque, Z.. 2020. "Preliminary Test Methodology in View of Asymmetry with Elliptically Contoured Distribution." Journal of Applied Probability and Statistics. 15 (1), pp. 101-112.
CO2-induced mechanical behaviour of Hawkesbury sandstone in the Gosford basin: an experimental study
Rathnaweera, T. D., Ranjith, P. G., Perera, M. S. A., Haque, A., Lashin, A., Al Arifi, Nassir, Chandrasekharam, D., Yang, S. Q., Xu, T., Wang, S. H. and Yasar, E.. 2015. "CO2-induced mechanical behaviour of Hawkesbury sandstone in the Gosford basin: an experimental study." Materials Science and Engineering A. 641, pp. 123-137. https://doi.org/10.1016/j.msea.2015.05.029
Shrinkage Estimator of Regression Model Under Asymmetric Loss
Hoque, Zahirul, Wesolowski, Jacek and Hossain, Shahadut. 2018. "Shrinkage Estimator of Regression Model Under Asymmetric Loss." Communications in Statistics: Theory and Methods. 47 (22), pp. 5547-5557. https://doi.org/10.1080/03610926.2017.1397169
Performance of preliminary test estimator under linex loss function
Hoque, Zahirul, Khan, Shahjahan and Wesolowski, Jacek. 2009. "Performance of preliminary test estimator under linex loss function." Communications in Statistics: Theory and Methods. 38 (2), pp. 252-261. https://doi.org/10.1080/03610920802192471
James-Stein estimators for the mean vector of a multivariate normal population based on independent samples from two normal populations with common covariance structure
Khan, Shahjahan and Hoque, Zahirul. 2002. "James-Stein estimators for the mean vector of a multivariate normal population based on independent samples from two normal populations with common covariance structure." Pakistan Journal of Statistics. 18 (3), pp. 359-381.
Estimation of the slope parameter for linear regression model with uncertain prior information
Khan, Shahjahan, Hoque, Zahirul and Saleh, A. K. Md. Ehsanes. 2002. "Estimation of the slope parameter for linear regression model with uncertain prior information." Journal of Statistical Research. 36, pp. 55- 73.
A better alternative to non-parametric approaches for adjusting for covariate measurement errors in logistic regression.
Hossain, Shahadut, Hoque, Zahirul and Hasan, A. H. M. Saidul. 2016. "A better alternative to non-parametric approaches for adjusting for covariate measurement errors in logistic regression." Communications in Statistics: Simulation and Computation. 45 (8), pp. 2659-2677. https://doi.org/10.1080/03610918.2014.917675
Education and Health for Human Security in MMCs: Achievements and the Third Sector Interventions
Hossain, Shahadut and Hoque, Zahirul. 2015. "Education and Health for Human Security in MMCs: Achievements and the Third Sector Interventions ." Hasan, Samiul (ed.) Human Security and Philanthropy: Islamic Perspectives and Muslim Majority Country Practices. United States. Springer. pp. 263-288
Improved Estimation in regression with Varying Penalty
Hoque, Zahirul and Hossain, Shahadut. 2012. "Improved Estimation in regression with Varying Penalty." Journal of Statistical Theory and Practice. 6, pp. 260-273. https://doi.org/10.1080/15598608.2012.673878
Observed data based estimator and both observed data and prior information based estimator under asymmetric losses
Hoque, Zahirul, Wesolowski, Jacek and Khan, Shahjahan. 2007. "Observed data based estimator and both observed data and prior information based estimator under asymmetric losses." American Journal of Mathematical and Management Sciences. 27 (1-2), pp. 93-110. https://doi.org/10.1080/01966324.2007.10737690
Edgeworth size corrected W, LR and LM test in the formation of the preliminary test estimator
Khan, Shahjahan, Hoque, Zahirul and Billah, Baki. 2006. "Edgeworth size corrected W, LR and LM test in the formation of the preliminary test estimator." Journal of Statistical Research. 40 (2), pp. 55-64.
On the Size Corrected Tests in Improved Estimation
Hoque, Z., Billah, B. and Khan, S.. 2005. "On the Size Corrected Tests in Improved Estimation." Calcutta Statistical Association Bulletin. 57 (3-4), pp. 143-160. https://doi.org/10.1177/0008068320050301
Estimation of the intercept parameter for linear regression model with uncertain non-sample prior information
Khan, Shahjahan, Hoque, Zahirul and Saleh, A. K. Md. E.. 2005. "Estimation of the intercept parameter for linear regression model with uncertain non-sample prior information." Statistical Papers. 46 (3), pp. 379-395. https://doi.org/10.1007/bf02762840
Improved meta analysis using predicted relative risk
Khan, Shahjahan and Hasan, Md Masud. 2008. "Improved meta analysis using predicted relative risk." Chowdhury, Abdul Hannan, Khan, Shahjahan, Ahmed, Nasar U., Rahman, M. Saydur and Kibria, B. M. Golam (ed.) 2008 International Conference on Recent Development in Statistical Sciences. Dhaka, Bangladesh 26 - 27 Dec 2008 Dhaka, Bangladesh.
Improved estimation for linear models under different loss functions
Hoque, Zahirul. 2004. Improved estimation for linear models under different loss functions. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
Improved Estimation in Linear Dynamic Regression Model
Hoque, Zahirul and Gerlach, Richard. 2005. "Improved Estimation in Linear Dynamic Regression Model." Journal of Applied Statistical Science. 17 (2), pp. 309-314.
Preliminary test estimators for the multivariate normal mean based on the modified W, LR and LM tests
Khan, S. and Hoque, Z.. 2003. "Preliminary test estimators for the multivariate normal mean based on the modified W, LR and LM tests." Journal of Statistical Research. 37 (1), pp. 43-55.