Temporal analysis of social determinants associated with COVID-19 mortality (original) (raw)
Abstract
This study examines how social determinants associated with COVID-19 mortality change over time. Using US county-level data from July 5 and December 28, 2020, the effect of 19 high-risk factors on COVID-19 mortality rate was quantified at each time point with negative binomial mixed models. Then, these high-risk factors were used as controls in two association studies between 40 social determinants and COVID-19 mortality rates using data from the same time points. The results indicate that counties with certain ethnic minorities and age groups, immigrants, prevalence of diseases like pediatric asthma and diabetes and cardiovascular disease, socioeconomic inequalities, and higher social association are associated with increased COVID-19 mortality rates. Meanwhile, more mental health providers, access to exercise, higher income, chronic lung disease in adults, suicide, and excessive drinking are associated with decreased mortality. Our temporal analysis also reveals a possible decreasing impact of socioeconomic disadvantage and air quality, and an increasing effect of factors like age, which suggests that public health policies may have been effective in protecting disadvantaged populations over time or that analysis utilizing earlier data may have exaggerated certain effects. Overall, we continue to recognize that social inequality still places disadvantaged groups at risk, and we identify possible relationships between lung disease, mental health, and COVID-19 that need to be explored on a clinical level.
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References (70)
- Elissa M Abrams and Stanley J Szefler. 2020. COVID-19 and the impact of social determinants of health. The Lancet. Respiratory Medicine (2020).
- Faheem Ahmed, Na'eem Ahmed, Christopher Pissarides, and Joseph Stiglitz. 2020. Why inequality could spread COVID-19. The Lancet. Public Health 5, 5 (2020), e240.
- Umed A Ajani, Earl S Ford, and Ali H Mokdad. 2005. Examining the coverage of influenza vaccination among people with cardiovascular disease in the United States. American Heart Journal 149, 2 (2005), 254-259.
- Kassandra I Alcaraz, Tracy L Wiedt, Elvan C Daniels, K Robin Yabroff, Carmen E Guerra, and Richard C Wender. 2020. Understanding and addressing social determinants to advance cancer health equity in the United States: A blueprint for practice, research, and policy. CA: A Cancer Journal for Clinicians 70, 1 (2020), 31-46.
- D Amicizia, RT Micale, BM Pennati, F Zangrillo, M Iovine, E Lecini, F Marchini, PL Lai, and D Panatto. 2019. Burden of typhoid fever and cholera: similarities and differences. Prevention strategies for European travelers to endemic/epidemic areas. Journal of Preventive Medicine and Hygiene 60, 4 (2019), E271.
- American Lung Association. 2020. Estimated prevalence and incidence of lung disease. Retrieved December 28, 2020 from https://bit.ly/2OKx6Yg
- Yoav Benjamini and Yosef Hochberg. 1995. Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society: Series B (Methodological) 57, 1 (1995), 289-300.
- Ray D Bollman and William Reimer. 2009. Demographics, employment, in- come, and networks: Differential characteristics of rural populations. Journal of Agromedicine 14, 2 (2009), 132-141.
- Paula Braveman and Laura Gottlieb. 2014. The social determinants of health: It's time to consider the causes of the causes. Public health reports 129, 1_suppl2 (2014), 19-31.
- US Census Bureau. 2021. American Community Survey Data. Retrieved December 28, 2020 from https://bit.ly/3uIbxqm
- Raffaella Calati, Chiara Ferrari, Marie Brittner, Osmano Oasi, Emilie Olié, André F Carvalho, and Philippe Courtet. 2019. Suicidal thoughts and behaviors and social isolation: A narrative review of the literature. Journal of affective disorders 245 (2019), 653-667.
- Center for Disease Control and Prevention. 2020. Provisional death counts for coronavirus disease (COVID-19). Retrieved December 28, 2020 from https: //bit.ly/3lm9955
- Yousef Chavehpour, Arash Rashidian, Abraha Woldemichael, and Amirhossein Takian. 2019. Inequality in geographical distribution of hospitals and hospital beds in densely populated metropolitan cities of Iran. BMC health services research 19, 1 (2019), 1-8.
- Pasqualina M Coffey, Anna P Ralph, and Vicki L Krause. 2018. The role of social determinants of health in the risk and prevention of group A streptococcal infection, acute rheumatic fever and rheumatic heart disease: a systematic review. PLoS Neglected Tropical Diseases 12, 6 (2018), e0006577.
- Christie MJL Cooksey, Erica K Berggren, and Jennifer Lee. 2010. Chlamydia trachomatis Infection in minority adolescent women: a public health challenge. Obstetrical & gynecological survey 65, 11 (2010), 729.
- County Health Rankings Roadmaps. [n.d.]. Severe housing problems. Retrieved December 28, 2020 from https://bit.ly/34v0FCj
- Matheus Pelinski da Silveira, Kimberly Kamila da Silva Fagundes, Matheus Ribeiro Bizuti, Édina Starck, Renata Calciolari Rossi, and Débora Tavares de Resende e Silva. 2020. Physical exercise as a tool to help the immune system against COVID- 19: an integrative review of the current literature. Clinical and experimental medicine (2020), 1-14.
- Shayom Debopadhaya, Ariella D Sprague, Hongxi Mou, Tiburon L Benavides, Sarah M Ahn, Cole A Reschke, John S Erickson, and Kristin P Bennett. 2020. Social Determinants Associated with COVID-19 Mortality in the United States. medRxiv (2020).
- Ensheng Dong, Hongru Du, and Lauren Gardner. 2020. An interactive web-based dashboard to track COVID-19 in real time. Lancet Infectious Diseases 20, 5 (2020), 533-534.
- John D. Omura Krista Proia James W. Stephens Erin K. Sauber-Schatz Eva Lei- dman, Lindsey M. Duca. [n.d.]. COVID-19 Trends Among Persons Aged 0-24 Years -United States, March 1-December 12, 2020. Retrieved December 28, 2020 from https://bit.ly/3a35iFU
- Erin M Fahle and Sean F Reardon. 2018. How much do test scores vary among school districts? New estimates using population data, 2009-2015. Educational Researcher 47, 4 (2018), 221-234.
- Rebecca K Fielding-Miller, Maria E Sundaram, and Kimberly Brouwer. 2020. Social determinants of COVID-19 mortality at the county level. medRxiv (2020).
- Centers for Disease Control and Prevention. [n.d.]. Cases in the U.S. Retrieved December 28, 2020 from https://bit.ly/32pwzOh
- Centers for Disease Control and Prevention. 2020. What Are the Risk Factors for Breast Cancer? Retrieved December 28, 2020 from https://bit.ly/3t8gSa8
- Centers for Disease Control and Prevention. 2021. Do I need to take extra precautions against COVID-19? Retrieved December 28, 2020 from https: //bit.ly/3ldEqa7
- Centers for Disease Control and Prevention. 2021. Health equity considerations and racial and ethnic minority groups. Retrieved December 28, 2020 from https://bit.ly/3hr7AAm
- Centers for Disease Control and Prevention. 2021. People with moderate to severe asthma. Retrieved December 28, 2020 from https://bit.ly/2YuvHGO
- Centers for Disease Control and Prevention. 2021. Ways to stop HIV Stigma and Discrimination. Retrieved December 28, 2020 from https://bit.ly/3uDqCtt
- Julia Foutz, Anthony Damico, Ellen Squires, and Rachel Garfield. 2018. The uninsured: A primer-key facts about health insurance and the uninsured under the Affordable Care Act. Kaiser Family Foundation 14 (2018). https://bit.ly/ 2Ensge3
- Michael T French, Jenny F Homer, Ioana Popovici, and Philip K Robins. 2015. What you do in high school matters: High school GPA, educational attainment, and labor market earnings as a young adult. Eastern Economic Journal 41, 3 (2015), 370-386.
- Stephen J Genuis and Shelagh K Genuis. 2004. Managing the sexually transmitted disease pandemic: a time for reevaluation. American Journal of Obstetrics and Gynecology 191, 4 (2004), 1103-1112.
- GlobalEpidemics. [n.d.]. July 6, 2020: State testing targets. Retrieved December 28, 2020 from https://bit.ly/3j6OzUf
- David Gunnell, Louis Appleby, Ella Arensman, Keith Hawton, Ann John, Nav Kapur, Murad Khan, Rory C O'Connor, Jane Pirkis, Eric D Caine, et al. 2020. Sui- cide risk and prevention during the COVID-19 pandemic. The Lancet Psychiatry 7, 6 (2020), 468-471.
- Laura L Hall, Liou Xu, Salaheddin M Mahmud, Gary A Puckrein, Ed W Thommes, and Ayman Chit. 2020. A Map of Racial and Ethnic Disparities in Influenza Vaccine Uptake in the Medicare Fee-for-Service Program. Advances in Therapy 37, 5 (2020), 2224-2235.
- Carrie Henning-Smith and Katy B Kozhimannil. 2018. Rural-Urban Differences in Risk Factors for Motor Vehicle Fatalities. Health Equity 2, 1 (2018), 260-263.
- Asha Z Ivey-Stephenson, Alex E Crosby, Shane PD Jack, Tadesse Haileyesus, and Marcie-jo Kresnow-Sedacca. 2017. Suicide trends among and within urbanization levels by sex, race/ethnicity, age group, and mechanism of death-United States, 2001-2015. MMWR Surveillance Summaries 66, 18 (2017), 1.
- Alison Knopf. 2020. Alcohol and isolation: Experts comment on drinking behavior during COVID-19. Alcoholism & Drug Abuse Weekly 32, 13 (2020), 1-4.
- Jungeun Olivia Lee, Rick Kosterman, Tiffany M Jones, Todd I Herrenkohl, Isaac C Rhew, Richard F Catalano, and J David Hawkins. 2016. Mechanisms linking high school graduation to health disparities in young adulthood: A longitudinal analysis of the role of health behaviours, psychosocial stressors, and health insurance. Public health 139 (2016), 61-69.
- Shuai Li and Xinyang Hua. 2020. The closer to the Europe Union headquarters, the higher risk of COVID-19? Cautions regarding ecological studies of COVID-19. medRxiv (2020).
- Lisa Lockerd Maragakis. 2020. Coronavirus, Social and Physical Distancing and Self-Quarantine. Retrieved December 28, 2020 from https://bit.ly/3pBed8a
- Amory Martin, Maryia Markhvida, Stéphane Hallegatte, and Brian Walsh. 2020. Socio-economic impacts of COVID-19 on household consumption and poverty. Economics of disasters and climate change 4, 3 (2020), 453-479.
- Lee R Mobley, Pedro Amaral, Tzy-Mey Kuo, Mei Zhou, and Srimoyee Bose. 2017. Medicare modernization and diffusion of endoscopy in FFS Medicare. Health Economics Review 7, 1 (2017), 13.
- Jodi Oakman, Natasha Kinsman, Rwth Stuckey, Melissa Graham, and Victoria Weale. 2020. A rapid review of mental and physical health effects of working at home: how do we optimise health? BMC Public Health 20, 1 (2020), 1-13.
- Department of Health and Human Services. 2021. Guidelines for the Use of Antiretrovirals Agents in Adults and Adolescents with HIV. Retrieved December 28, 2020 from https://bit.ly/2PT8kFO
- World Health Organization. 2016. What are the health risks related to overcrowd- ing? Retrieved December 28, 2020 from https://bit.ly/3j3VVYu
- Kwame Owusu-Edusei Jr, Harrell W Chesson, Thomas L Gift, Guoyu Tao, Reena Mahajan, Marie Cheryl Bañez Ocfemia, and Charlotte K Kent. 2013. The estimated direct medical cost of selected sexually transmitted infections in the United States, 2008. Sexually transmitted diseases 40, 3 (2013), 197-201.
- R Core Team. 2019. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.R-project. org/
- J Raifman, K Nocka, D Jones, J Bor, S Lipson, J Jay, and P Chan. [n.d.].
- COVID-19 US state policy database (CUSP). Retrieved December 28, 2020 from https: //bit.ly/34scadM
- County Health Rankings Roadmaps. [n.d.]. Food Insecurity. Retrieved December 28, 2020 from https://bit.ly/3mBAgdj
- County Health Rankings Roadmaps. [n.d.]. HIV prevalence*. Retrieved December 28, 2020 from https://bit.ly/2EpmaKd
- County Health Rankings Roadmaps. [n.d.]. Long Commute Driving Alone. Retrieved December 28, 2020 from https://bit.ly/3uNDNrX
- County Health Rankings Roadmaps. [n.d.]. Preventable hospital stays. Retrieved December 28, 2020 from http://bit.ly/31VVIi4
- County Health Rankings Roadmaps. [n.d.]. Rankings Data and Documentation. Retrieved December 28, 2020 from https://bit.ly/3wLRpph
- County Health Rankings Roadmaps. [n.d.]. Severe Housing Cost Burden. Re- trieved December 28, 2020 from https://bit.ly/2Qjk8kn
- County Health Rankings Roadmaps. [n.d.]. Social Associations. Retrieved December 28, 2020 from https://bit.ly/3d6wqWg
- Timothy W Russell, Joel Hellewell, Sam Abbott, CI Jarvis, K van Zandvoort, CMMID nCov working group, S Flasche, AJ Kucharski, et al. 2020. Using a delay- adjusted case fatality ratio to estimate under-reporting. Centre for Mathematical Modeling of Infectious Diseases Repository (2020).
- Azizi A Seixas, Lloyd Gyamfi, Valerie Newsome, Gabrielle Ranger-Murdock, Mark Butler, Diana Margot Rosenthal, Ferdinand Zizi, Irini Youssef, Samy I McFarlane, and Girardin Jean-Louis. 2018. Moderating effects of sleep duration on diabetes risk among cancer survivors: Analysis of the National Health Interview Survey in the USA. Cancer management and research 10 (2018), 4575.
- Ankur Singh, Lyrian Daniel, Emma Baker, and Rebecca Bentley. 2019. Housing disadvantage and poor mental health: a systematic review. American Journal of Preventive Medicine 57, 2 (2019), 262-272.
- American Cancer Society. 2019. Report: Social determinants must be addressed to advance health equity. Retrieved December 28, 2020 from https://bit.ly/2YvgzsE
- Fan Tian and Jay Pan. 2021. Hospital bed supply and inequality as determinants of maternal mortality in China between 2004 and 2016. International journal for equity in health 20, 1 (2021), 1-15.
- The New York Times. [n.d.]. Coronavirus in the U.S.: Latest Map and Case Count. Retrieved December 28, 2020 from https://nyti.ms/3s7stF9
- Jack V Tu and Dennis T Ko. 2008. Ecological studies and cardiovascular outcomes research. Circulation 118, 24 (2008), 2588-2593.
- Russell M Viner, Elizabeth M Ozer, Simon Denny, Michael Marmot, Michael Resnick, Adesegun Fatusi, and Candace Currie. 2012. Adolescence and the social determinants of health. The lancet 379, 9826 (2012), 1641-1652.
- Kristian Wahlbeck, Johanna Cresswell-Smith, Peija Haaramo, and Johannes Parkkonen. 2017. Interventions to mitigate the effects of poverty and inequality on mental health. Social psychiatry and psychiatric epidemiology 52, 5 (2017), 505-514.
- Abraham Wald. 1943. Tests of statistical hypotheses concerning several param- eters when the number of observations is large. Trans. Amer. Math. Soc. 54, 3 (1943), 426-482.
- CDC WONDER. 2020. National Center for Health Statistics Mortality Data on CDC WONDER. Retrieved December 28, 2020 from https://bit.ly/32iI4aF
- Xiao Wu, Rachel C Nethery, Benjamin M Sabath, Danielle Braun, and Francesca Dominici. 2020. Exposure to air pollution and COVID-19 mortality in the United States. medRxiv (2020).
- Xinyan Zhang, Himel Mallick, Zaixiang Tang, Lei Zhang, Xiangqin Cui, Andrew K Benson, and Nengjun Yi. 2017. Negative binomial mixed models for analyzing microbiome count data. BMC Bioinformatics 18, 1 (2017), 4.
- Jie Zong and Jeanne Batalova. 2015. The limited English proficient population in the United States. Migration Policy Institute of Washington, D.C. (2015).