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A Bayesian strategy for the asymptomatic healthcare worker

Oscar Jolobe
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DOI: https://doi.org/10.7861/clinmed.Let.20.5.9
Clin Med September 2020
Oscar Jolobe
Manchester Medical Society, Manchester, UK
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Editor – The mean corpuscular volume, age, platelets and eosinophils (MAPE) strategy proposed by the Formica et al might help to resolve the conundrum of the false negative reverse transcriptase polymerase chain reaction-based test (so-called antigen test) for SARS-CoV-2 and the transiently negative antigen test for that infection (ie COVID-19) in some healthcare workers.1–4 The conundrum can only be resolved by a Bayesian diagnostic strategy.

The conundrum is compounded by the phenomenon of the transiently negative antigen test.3 This phenomenon was elucidated by Kucirka et al who showed that over a 4-day period before the onset of symptoms, the probability of a false negative antigen test result in an infected person decreases from 100% to 67% on day 4. On the day of symptom onset, the median false negative rate can be as high as 38% (95% confidence interval (CI) 18–65%). This decreases to 20% (95% CI 12–30%) 3 days after symptom onset.3

Accordingly, when routine testing is undertaken among healthcare workers, a complementary strategy would be an evaluation of C-reactive protein (CRP) as well as MAPE. In one retrospective study, a high-sensitivity CRP level equal to or greater than 4 mg/L was present in 95.0%, 52.2%, 74.7% and 86.7% of COVID-19 patients as opposed to 87.2%, 28.8%, 31.3% and 45.2% of controls, respectively. The sensitivity of CRP was improved by using that parameter in combination with eosinopenia. The combination of eosinopenia and elevated CRP yielded a sensitivity of 67.9% and a specificity of 78.2% for the diagnosis of COVID-19 infection. The area under the curve amounted to 0.730.5

Given that in a retrospective study of 27 COVID-19 patients, the size of the lung lesions detected by computed tomography (CT) of the chest also showed a correlation with CRP, the detection rate of infected persons with falsely negative antigen tests might, arguably, be further improved by the combined strategy of evaluation of MAPE (which includes eosinopenia), CRP and CT of the chest; the latter utilised only in those subjects with high CRP.6 The combination of MAPE, raised CRP, and CT-identifiable lung pathology would powerfully enhance the pre-test probability of COVID-19 infection. The deciding factor for triage of healthcare workers with a negative test result would be the weight of pre-test probability.

  • © Royal College of Physicians 2020. All rights reserved.

References

  1. ↵
    1. Formica V
    , Minieri M, Bernardini S, et al. Complete blood count might help to identify subjects with high probability of testing positive to SARS-CoV-2. Clin Med 2020;20:e114–9.
    OpenUrlAbstract/FREE Full Text
  2. ↵
    1. Woloshin S
    , Patel N, Kesselheim AS. False negative tests for SARS-CoV-2 infection. Challenges and Implications. N Engl J Med 2020;383:e38.
    OpenUrl
  3. ↵
    1. Kucirka LM
    , Lauer SA, Laeyendecker O. Variation in false-negative rate of reverse transciptase polymerase chain reaction-based SARS-CoV-2 tests by time since exposure. Ann Intern Med 2020:M20–1495. [Epub ahead of print].
  4. ↵
    1. Arons MM
    , Hatfield KM, Reddy SC, et al. Presymptomatic SARS-CoV-2 infections and transmission in a skilled nursing facility. N Engl J Med 2020;382;2081–90.
    OpenUrlCrossRefPubMed
  5. ↵
    1. Li Q
    , Ding X, Xia G, et al. Eosinopenia and elevated C-reactive protein facilitate triage of COVID-19 patients in fever clinic: A retrospective case-control study. EClinicalMedicine 2020;3:100375.
    OpenUrl
  6. ↵
    1. Wang L.
    C-reactive protein levels in the early stage of COVID-19. Med Mal Infect 2020;50:332–4.
    OpenUrlPubMed
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A Bayesian strategy for the asymptomatic healthcare worker
Oscar Jolobe
Clinical Medicine Sep 2020, 20 (5) e139-e140; DOI: 10.7861/clinmed.Let.20.5.9

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A Bayesian strategy for the asymptomatic healthcare worker
Oscar Jolobe
Clinical Medicine Sep 2020, 20 (5) e139-e140; DOI: 10.7861/clinmed.Let.20.5.9
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