Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score

This monocentric, retrospective, two-stage observational study aimed to recognize the risk factors for a poor outcome in patients hospitalized with SARS-CoV-2 infection, and to develop and validate a risk score that identifies subjects at risk of worsening, death, or both. The data of patients with...

Full description

Bibliographic Details
Main Authors: Alessia Cruciata, Lorenzo Volpicelli, Silvia Di Bari, Giancarlo Iaiani, Bruno Cirillo, Francesco Pugliese, Daniela Pellegrino, Gioacchino Galardo, Gloria Taliani
Format: Article
Language:English
Published: MDPI AG 2022-03-01
Series:Viruses
Subjects:
Online Access:https://www.mdpi.com/1999-4915/14/3/642
_version_ 1797440906331160576
author Alessia Cruciata
Lorenzo Volpicelli
Silvia Di Bari
Giancarlo Iaiani
Bruno Cirillo
Francesco Pugliese
Daniela Pellegrino
Gioacchino Galardo
Gloria Taliani
author_facet Alessia Cruciata
Lorenzo Volpicelli
Silvia Di Bari
Giancarlo Iaiani
Bruno Cirillo
Francesco Pugliese
Daniela Pellegrino
Gioacchino Galardo
Gloria Taliani
author_sort Alessia Cruciata
collection DOAJ
description This monocentric, retrospective, two-stage observational study aimed to recognize the risk factors for a poor outcome in patients hospitalized with SARS-CoV-2 infection, and to develop and validate a risk score that identifies subjects at risk of worsening, death, or both. The data of patients with SARS-CoV-2 infection during the first wave of the pandemic were collected and analyzed as a derivation cohort. Variables with predictive properties were used to construct a prognostic score, which was tried out on a validation cohort enrolled during the second wave. The derivation cohort included 494 patients; the median age was 62 and the overall fatality rate was 22.3%. In a multivariable analysis, age, oxygen saturation, neutrophil-to-lymphocyte ratio, C-reactive protein and lactate dehydrogenase were independent predictors of death and composed the score. A cutoff value of 3 demonstrated a sensitivity (Se), specificity (Sp), positive predictive value (PPV) and negative predictive value (NPV) of 93.5%, 68.5%, 47.4% and 97.2% for death, and 84.9%, 84.5%, 79.6% and 87.9% for worsening, respectively. The validation cohort included 415 subjects. The score application showed a Se, Sp, PPV and NPV of 93.4%, 61.6%, 29.5% and 98.1% for death, and 81%, 76.3%, 72.1% and 84.1% for worsening, respectively. We propose a new clinical, easy and reliable score to predict the outcome in hospitalized SARS-CoV-2 patients.
first_indexed 2024-03-09T12:15:12Z
format Article
id doaj.art-c2055256570d49ea8cce74ef224aefe1
institution Directory Open Access Journal
issn 1999-4915
language English
last_indexed 2024-03-09T12:15:12Z
publishDate 2022-03-01
publisher MDPI AG
record_format Article
series Viruses
spelling doaj.art-c2055256570d49ea8cce74ef224aefe12023-11-30T22:47:31ZengMDPI AGViruses1999-49152022-03-0114364210.3390/v14030642Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 ScoreAlessia Cruciata0Lorenzo Volpicelli1Silvia Di Bari2Giancarlo Iaiani3Bruno Cirillo4Francesco Pugliese5Daniela Pellegrino6Gioacchino Galardo7Gloria Taliani8Infectious and Tropical Medicine Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyInfectious and Tropical Medicine Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyInfectious and Tropical Medicine Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyInfectious and Tropical Medicine Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyDepartment of Surgery “Pietro Valdoni”, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyDepartment of General Surgery and Surgical Specialities “Paride Stefanini”, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyPulmonology, Respiratory and Critical Care Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyMedical Emergency Unit, Department of Emergency, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyInfectious and Tropical Medicine Unit, Department of Public Health and Infectious Diseases, “Policlinico Umberto I” Hospital, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, ItalyThis monocentric, retrospective, two-stage observational study aimed to recognize the risk factors for a poor outcome in patients hospitalized with SARS-CoV-2 infection, and to develop and validate a risk score that identifies subjects at risk of worsening, death, or both. The data of patients with SARS-CoV-2 infection during the first wave of the pandemic were collected and analyzed as a derivation cohort. Variables with predictive properties were used to construct a prognostic score, which was tried out on a validation cohort enrolled during the second wave. The derivation cohort included 494 patients; the median age was 62 and the overall fatality rate was 22.3%. In a multivariable analysis, age, oxygen saturation, neutrophil-to-lymphocyte ratio, C-reactive protein and lactate dehydrogenase were independent predictors of death and composed the score. A cutoff value of 3 demonstrated a sensitivity (Se), specificity (Sp), positive predictive value (PPV) and negative predictive value (NPV) of 93.5%, 68.5%, 47.4% and 97.2% for death, and 84.9%, 84.5%, 79.6% and 87.9% for worsening, respectively. The validation cohort included 415 subjects. The score application showed a Se, Sp, PPV and NPV of 93.4%, 61.6%, 29.5% and 98.1% for death, and 81%, 76.3%, 72.1% and 84.1% for worsening, respectively. We propose a new clinical, easy and reliable score to predict the outcome in hospitalized SARS-CoV-2 patients.https://www.mdpi.com/1999-4915/14/3/642SARS-CoV-2COVID-19risk of deathrisk of worseningclinical scoreprognostic score
spellingShingle Alessia Cruciata
Lorenzo Volpicelli
Silvia Di Bari
Giancarlo Iaiani
Bruno Cirillo
Francesco Pugliese
Daniela Pellegrino
Gioacchino Galardo
Gloria Taliani
Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
Viruses
SARS-CoV-2
COVID-19
risk of death
risk of worsening
clinical score
prognostic score
title Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
title_full Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
title_fullStr Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
title_full_unstemmed Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
title_short Risk of Seven-Day Worsening and Death: A New Clinically Derived COVID-19 Score
title_sort risk of seven day worsening and death a new clinically derived covid 19 score
topic SARS-CoV-2
COVID-19
risk of death
risk of worsening
clinical score
prognostic score
url https://www.mdpi.com/1999-4915/14/3/642
work_keys_str_mv AT alessiacruciata riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT lorenzovolpicelli riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT silviadibari riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT giancarloiaiani riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT brunocirillo riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT francescopugliese riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT danielapellegrino riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT gioacchinogalardo riskofsevendayworseninganddeathanewclinicallyderivedcovid19score
AT gloriataliani riskofsevendayworseninganddeathanewclinicallyderivedcovid19score