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Prompt Predicting of Early Clinical Deterioration of Moderate-to-Severe COVID-19 Patients: Usefulness of a Combined Score Using IL-6

27 Pages Posted: 7 May 2020

See all articles by Alessandra Vultaggio

Alessandra Vultaggio

Azienda Ospedaliero-Universitaria Careggi

Emanuele Vivarelli

Careggi University Hospital of Florence - Immunoallergology Unit

Gianni Virgili

Azienda Ospedaliero-Universitaria Careggi - Department of Ophthalmology

Ersilia Lucenteforte

University of Pisa - Department of Clinical and Experimental Medicine

Alessandro Bartoloni

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Carlo Nozzoli

Careggi University Hospital of Florence - Internal Medicine Unit 1

Alessandro Morettini

Careggi University Hospital of Florence - Internal Medicine Unit 2

Andrea Berni

Careggi University Hospital of Florence - Internal Medicine Unit 3

Danilo Malandrino

Careggi University Hospital of Florence - Internal Medicine Unit 3

Oliviero Rossi

Careggi University Hospital of Florence - Immunoallergology Unit

Francesca Nencini

Careggi University Hospital of Florence - Immunoallergology Unit

Filippo Pieralli

Careggi University Hospital of Florence - Intermediate Care Unit

Adriano Peris

Careggi University Hospital of Florence - Intensive Care Unit and Regional ECMO Referral Centre

Filippo Lagi

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Giulia Scocchera

Careggi University Hospital of Florence - Internal Medicine Unit 2

Michele Spinicci

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Michele Trotta

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Marcello Mazzetti

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Paola Parronchi

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Lorenzo Cosmi

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Francesco Liotta

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Paolo Fontanari

Careggi University Hospital of Florence - Cardiac Anesthesia and Intensive Care Unit

Alessio Mazzoni

Careggi University Hospital of Florence - Flow Cytometry Ciagnostic Centre and Immunotherapy (CDCI)

Lorenzo Salvati

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Enrico Maggi

Careggi University Hospital of Florence - Cardiac Anesthesia and Intensive Care Unit

Francesco Annunziato

Careggi University Hospital of Florence - Flow Cytometry Ciagnostic Centre and Immunotherapy (CDCI)

Fabio Almerigogna

Careggi University Hospital of Florence - Immunoallergology Unit

Andrea Matucci

Azienda Ospedaliero-Universitaria Careggi

More...

Abstract

Background: The immune response to SARS-CoV-2 is essential for control and resolution of infection, but when dysregulated it may cause immunopathology. Inflammatory cytokine storm in severe cases of novel coronavirus disease (COVID-19) is associated with extensive lung tissue damage that may rapidly evolve towards severe respiratory failure. Laboratory hallmarks in COVID-19 patients are decreased white cell blood counts, lymphocytopenia, increased D-dimer and C reactive protein (CRP). The aim of our study was to evaluate the usefulness of testing serum IL-6, alone and together with other serological and clinical biomarkers, to predict short-term negative clinical course of COVID-19 patients admitted to a non critical hospital setting.

Methods: This is an observational retrospective study including 208 patients with COVID-19, classified as moderate (n=91, 43.8%) or severe (n=117, 56.2%), with no immediate need of ventilatory assistance. Clinical and laboratory findings were reviewed and analysed by using survival analysis and logistic regression modelling with a LASSO procedure for variable selection. In particular, we used 3-day worsening as an outcome in a logistic model to generate a prognostic score.

Findings: In our case series, 131/208 patients (62.9%) displayed abnormal IL-6 serum level (>10 pg/ml) (mean value ± SD: 27±40.9). Clinical worsening including death (n=16) and the need for non-invasive mechanical ventilation or ICU (n=46) occurred in 62 patients, of whom 45 worsened within 3 days after admission. The risk of clinical worsening was progressively enhanced along with increasing quartiles of IL-6 levels at admission [Hazard Ratio (HR): 8.2, 95%CI: 2.5 – 27.3 for the highest vs. lowest quartile]. Although IL-6 moderately correlated with other parameters, the multivariate logistic model showed that IL-6 (p=0.002), SaO2/FiO2 ratio (p<0.001) and CRP (p=0.014) were the best predictors for clinical deterioration in the first 3 days after admission. The combined score yielded an AUC=0.887 (95%CI 0.838 – 0.935) and also showed good performance to predict 2-day (AUC=0.885), 4-day (AUC=0.873) and 7-day worsening (AUC= 0.857). Finally, a nomogram predicting the probability of 3-day worsening was generated.

Interpretation: Combining clinical and laboratory findings (SaO2/FiO2 ratio, IL-6 and CRP) upon admission may be useful in the early identification of moderate-to-severe COVID-19 patients at high risk for further clinical deterioration.

Funding Statement: None.

Declaration of Interests: All the Authors declare no competing interests.

Ethics Approval Statement: The procedures followed in the study were approved by the Local Ethical Committee (protocol 16859).

Keywords: COVID-19; IL-6; Cytokine Storm; Sars-Cov2; Predictive Factors

Suggested Citation

Vultaggio, Alessandra and Vivarelli, Emanuele and Virgili, Gianni and Lucenteforte, Ersilia and Bartoloni, Alessandro and Nozzoli, Carlo and Morettini, Alessandro and Berni, Andrea and Malandrino, Danilo and Rossi, Oliviero and Nencini, Francesca and Pieralli, Filippo and Peris, Adriano and Lagi, Filippo and Scocchera, Giulia and Spinicci, Michele and Trotta, Michele and Mazzetti, Marcello and Parronchi, Paola and Cosmi, Lorenzo and Liotta, Francesco and Fontanari, Paolo and Mazzoni, Alessio and Salvati, Lorenzo and Maggi, Enrico and Annunziato, Francesco and Almerigogna, Fabio and Matucci, Andrea, Prompt Predicting of Early Clinical Deterioration of Moderate-to-Severe COVID-19 Patients: Usefulness of a Combined Score Using IL-6 (4/16/2020). Available at SSRN: https://ssrn.com/abstract=3578768 or http://dx.doi.org/10.2139/ssrn.3578768

Alessandra Vultaggio (Contact Author)

Azienda Ospedaliero-Universitaria Careggi

Firenze, 50134
Italy

Emanuele Vivarelli

Careggi University Hospital of Florence - Immunoallergology Unit

Florence
Italy

Gianni Virgili

Azienda Ospedaliero-Universitaria Careggi - Department of Ophthalmology ( email )

Florence
Italy

Ersilia Lucenteforte

University of Pisa - Department of Clinical and Experimental Medicine

Lungarno Pacinotti, 43
Pisa PI, 56126
Italy

Alessandro Bartoloni

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit ( email )

Florence
Italy

Carlo Nozzoli

Careggi University Hospital of Florence - Internal Medicine Unit 1

Florence
Italy

Alessandro Morettini

Careggi University Hospital of Florence - Internal Medicine Unit 2

Florence
Italy

Andrea Berni

Careggi University Hospital of Florence - Internal Medicine Unit 3

Florence
Italy

Danilo Malandrino

Careggi University Hospital of Florence - Internal Medicine Unit 3

Florence
Italy

Oliviero Rossi

Careggi University Hospital of Florence - Immunoallergology Unit

Florence
Italy

Francesca Nencini

Careggi University Hospital of Florence - Immunoallergology Unit

Florence
Italy

Filippo Pieralli

Careggi University Hospital of Florence - Intermediate Care Unit

Rome
Italy

Adriano Peris

Careggi University Hospital of Florence - Intensive Care Unit and Regional ECMO Referral Centre

Florence
Italy

Filippo Lagi

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Florence
Italy

Giulia Scocchera

Careggi University Hospital of Florence - Internal Medicine Unit 2

Florence
Italy

Michele Spinicci

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Florence
Italy

Michele Trotta

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Florence
Italy

Marcello Mazzetti

Careggi University Hospital of Florence - Infectious and Tropical Diseases Unit

Florence
Italy

Paola Parronchi

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Florence
Italy

Lorenzo Cosmi

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Florence
Italy

Francesco Liotta

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Florence
Italy

Paolo Fontanari

Careggi University Hospital of Florence - Cardiac Anesthesia and Intensive Care Unit

Florence
Italy

Alessio Mazzoni

Careggi University Hospital of Florence - Flow Cytometry Ciagnostic Centre and Immunotherapy (CDCI)

Florence
Italy

Lorenzo Salvati

Careggi University Hospital of Florence - Immunology and Cell Therapy Unit

Florence
Italy

Enrico Maggi

Careggi University Hospital of Florence - Cardiac Anesthesia and Intensive Care Unit

Florence
Italy

Francesco Annunziato

Careggi University Hospital of Florence - Flow Cytometry Ciagnostic Centre and Immunotherapy (CDCI)

Florence
Italy

Fabio Almerigogna

Careggi University Hospital of Florence - Immunoallergology Unit

Florence
Italy

Andrea Matucci

Azienda Ospedaliero-Universitaria Careggi

Firenze, 50134
Italy

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