Specific Risk Factors for Fatal Outcome in Critically Ill COVID-19 Patients: Results from a European Multicenter Study.

COVID-19 SARS-CoV-2 comorbidities critically ill patients lasso regression nomogram risk factors

Journal

Journal of clinical medicine
ISSN: 2077-0383
Titre abrégé: J Clin Med
Pays: Switzerland
ID NLM: 101606588

Informations de publication

Date de publication:
27 Aug 2021
Historique:
received: 24 07 2021
revised: 23 08 2021
accepted: 25 08 2021
entrez: 10 9 2021
pubmed: 11 9 2021
medline: 11 9 2021
Statut: epublish

Résumé

(1) Background: The aim of our study was to identify specific risk factors for fatal outcome in critically ill COVID-19 patients. (2) Methods: Our data set consisted of 840 patients enclosed in the LEOSS registry. Using lasso regression for variable selection, a multifactorial logistic regression model was fitted to the response variable survival. Specific risk factors and their odds ratios were derived. A nomogram was developed as a graphical representation of the model. (3) Results: 14 variables were identified as independent factors contributing to the risk of death for critically ill COVID-19 patients: age (OR 1.08, CI 1.06-1.10), cardiovascular disease (OR 1.64, CI 1.06-2.55), pulmonary disease (OR 1.87, CI 1.16-3.03), baseline Statin treatment (0.54, CI 0.33-0.87), oxygen saturation (unit = 1%, OR 0.94, CI 0.92-0.96), leukocytes (unit 1000/μL, OR 1.04, CI 1.01-1.07), lymphocytes (unit 100/μL, OR 0.96, CI 0.94-0.99), platelets (unit 100,000/μL, OR 0.70, CI 0.62-0.80), procalcitonin (unit ng/mL, OR 1.11, CI 1.05-1.18), kidney failure (OR 1.68, CI 1.05-2.70), congestive heart failure (OR 2.62, CI 1.11-6.21), severe liver failure (OR 4.93, CI 1.94-12.52), and a quick SOFA score of 3 (OR 1.78, CI 1.14-2.78). The nomogram graphically displays the importance of these 14 factors for mortality. (4) Conclusions: There are risk factors that are specific to the subpopulation of critically ill COVID-19 patients.

Identifiants

pubmed: 34501301
pii: jcm10173855
doi: 10.3390/jcm10173855
pmc: PMC8432209
pii:
doi:

Types de publication

Journal Article

Langues

eng

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Auteurs

David Meintrup (D)

Faculty of Engineering and Management, University of Applied Sciences Ingolstadt, 85049 Ingolstadt, Germany.

Stefan Borgmann (S)

Department of Infectious Diseases and Infection Control, Ingolstadt Hospital, 85049 Ingolstadt, Germany.

Karlheinz Seidl (K)

Department of Cardiology, Ingolstadt Hospital, 85049 Ingolstadt, Germany.

Melanie Stecher (M)

Department I for Internal Medicine, University Hospital of Cologne, University of Cologne, 50937 Cologne, Germany.
German Center for Infection Research (DZIF), Partner-Site Bonn-Cologne, 50937 Cologne, Germany.

Carolin E M Jakob (CEM)

Department I for Internal Medicine, University Hospital of Cologne, University of Cologne, 50937 Cologne, Germany.
German Center for Infection Research (DZIF), Partner-Site Bonn-Cologne, 50937 Cologne, Germany.

Lisa Pilgram (L)

Department of Internal Medicine, Hematology and Oncology, Goethe University Frankfurt, 60323 Frankfurt, Germany.

Christoph D Spinner (CD)

Department of Internal Medicine II, University Hospital Rechts Der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany.
German Center for Infection Research (DZIF), 38106 Brunswick, Germany.

Siegbert Rieg (S)

Department of Medicine II, University of Freiburg, 79106 Freiburg, Germany.

Nora Isberner (N)

Division of Infectious Diseases, Department of Internal Medicine II, University Hospital Würzburg, 97080 Würzburg, Germany.

Martin Hower (M)

Department of Pneumology, Infectious Diseases, Internal Medicine and Intensive Care, Klinikum Dortmund gGmbH, 44137 Dortmund, Germany.

Maria Vehreschild (M)

Department of Infectious Diseases, University Hospital Frankfurt, 60590 Frankfurt, Germany.

Siri Göpel (S)

Department of Internal Medicine I, University Hospital Tübingen, 72076 Tübingen, Germany.
German Center for Infection Research (DZIF), Clinical Research Unit for Healthcare Associated Infections, 72076 Tübingen, Germany.

Frank Hanses (F)

Emergency Department and Department for Infection Control and Infectious Diseases, University Hospital Regensburg, 93053 Regensburg, Germany.

Martina Nowak-Machen (M)

Department of Anaesthesia and Intensive Care Medicine, Ingolstadt Hospital, 85049 Ingolstadt, Germany.
Department of Anesthesiology and Intensive Care Medicine, Teaching Faculty, University Hospital Tübingen, Eberhard-Karls-University, 72076 Tübingen, Germany.

Classifications MeSH