Factors associated with COVID-19 viral and antibody test positivity and assessment of test concordance: a retrospective cohort study using electronic health records from the USA
- PMID: 34598988
- PMCID: PMC8488284
- DOI: 10.1136/bmjopen-2021-051707
Factors associated with COVID-19 viral and antibody test positivity and assessment of test concordance: a retrospective cohort study using electronic health records from the USA
Abstract
Objectives: To identify factors associated with COVID-19 test positivity and assess viral and antibody test concordance.
Design: Observational retrospective cohort study.
Setting: Optum de-identified electronic health records including over 700 hospitals and 7000 clinics in the USA.
Participants: There were 891 754 patients who had a COVID-19 test identified in their electronic health record between 20 February 2020 and 10 July 2020.
Primary and secondary outcome measures: Per cent of viral and antibody tests positive for COVID-19 ('positivity rate'); adjusted ORs for factors associated with COVID-19 viral and antibody test positivity; and per cent concordance between positive viral and subsequent antibody test results.
Results: Overall positivity rate was 9% (70 472 of 771 278) and 12% (11 094 of 91 741) for viral and antibody tests, respectively. Positivity rate was inversely associated with the number of individuals tested and decreased over time across regions and race/ethnicities. Antibody test concordance among patients with an initial positive viral test was 91% (71%-95% depending on time between tests). Among tests separated by at least 2 weeks, discordant results occurred in 7% of patients and 9% of immunocompromised patients. Factors associated with increased odds of viral and antibody positivity in multivariable models included: male sex, Hispanic or non-Hispanic black or Asian race/ethnicity, uninsured or Medicaid insurance and Northeast residence. We identified a negative dose effect between the number of comorbidities and viral and antibody test positivity. Paediatric patients had reduced odds (OR=0.60, 95% CI 0.57 to 0.64) of a positive viral test but increased odds (OR=1.90, 95% CI 1.62 to 2.23) of a positive antibody test compared with those aged 18-34 years old.
Conclusions: This study identified sociodemographic and clinical factors associated with COVID-19 test positivity and provided real-world evidence demonstrating high antibody test concordance among viral-positive patients.
Keywords: COVID-19; epidemiology; infectious diseases; molecular diagnostics; public health.
© Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.
Conflict of interest statement
Competing interests: LL, MHS, SR, DSK and LT are employed by and hold shares in Genentech. FY is employed by and holds shares in Roche Diagnostics.
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References
-
- Centers for Disease Control and Prevention . CDC data covid tracker. Available: https://covid.cdc.gov/covid-data-tracker/#cases_casesper100klast7days [Accessed 22 Jun 2021].
-
- Johns Hopkins University Medicine Coronavirus Resource Center . COVID-19 data in motion: current date. Available: https://coronavirus.jhu.edu/ [Accessed 22 Jun 2021].
-
- U.S Food and Drug Administration . In vitro diagnostics EUAs. individual EUAs for molecular diagnostic tests for SARS-CoV-2. Available: https://www.fda.gov/medical-devices/coronavirus-disease-2019-covid-19-em... [Accessed 10 Dec 2020].
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