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WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales

Abstract

Background: The WHO ordinal severity scale has been used to predict mortality and guide trials in COVID-19. However, it has its limitations.

Objective: The present study aims to compare three classificatory and predictive models: the WHO ordinal severity scale, the model based on inflammation grades, and the hybrid model.

Design: Retrospective cohort study with patient data collected and followed up from March 1, 2020, to May 1, 2021, from the nationwide SEMI-COVID-19 Registry. The primary study outcome was in-hospital mortality. As this was a hospital-based study, the patients included corresponded to categories 3 to 7 of the WHO ordinal scale. Categories 6 and 7 were grouped in the same category.

Key Results: A total of 17,225 patients were included in the study. Patients classified as high risk in each of the WHO categories according to the degree of inflammation were as follows: 63.8% vs. 79.9% vs. 90.2% vs. 95.1% (p<0.001). In-hospital mortality for WHO ordinal scale categories 3 to 6/7 was as follows: 0.8% vs. 24.3% vs. 45.3% vs. 34% (p<0.001). In-hospital mortality for the combined categories of ordinal scale 3a to 5b was as follows: 0.4% vs. 1.1% vs. 11.2% vs. 27.5% vs. 35.5% vs. 41.1% (p<0.001). The predictive regression model for in-hospital mortality with our proposed combined ordinal scale reached an AUC=0.871, superior to the two models separately.

Conclusions: The present study proposes a new severity grading scale for COVID-19 hospitalized patients. In our opinion, it is the most informative, representative, and predictive scale in COVID-19 patients to date.

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References
1.
Gordon A, Mouncey P, Al-Beidh F, Rowan K, Nichol A, Arabi Y . Interleukin-6 Receptor Antagonists in Critically Ill Patients with Covid-19. N Engl J Med. 2021; 384(16):1491-1502. PMC: 7953461. DOI: 10.1056/NEJMoa2100433. View

2.
Horby P, Lim W, Emberson J, Mafham M, Bell J, Linsell L . Dexamethasone in Hospitalized Patients with Covid-19. N Engl J Med. 2020; 384(8):693-704. PMC: 7383595. DOI: 10.1056/NEJMoa2021436. View

3.
Lora-Tamayo J, Maestro G, Lalueza A, Rubio-Rivas M, Villarreal Paul G, Fernandez F . Early Lopinavir/ritonavir does not reduce mortality in COVID-19 patients: Results of a large multicenter study. J Infect. 2021; 82(6):276-316. PMC: 7877892. DOI: 10.1016/j.jinf.2021.02.011. View

4.
Fine M, Auble T, Yealy D, Hanusa B, Weissfeld L, Singer D . A prediction rule to identify low-risk patients with community-acquired pneumonia. N Engl J Med. 1997; 336(4):243-50. DOI: 10.1056/NEJM199701233360402. View

5.
. Tocilizumab in patients admitted to hospital with COVID-19 (RECOVERY): a randomised, controlled, open-label, platform trial. Lancet. 2021; 397(10285):1637-1645. PMC: 8084355. DOI: 10.1016/S0140-6736(21)00676-0. View