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Multistate Modeling of COVID-19 Patients Using a Large Multicentric Prospective Cohort of Critically Ill Patients

Authors :
Jean-François Timsit
Corinne Alberti
Etienne de Montmollin
Claire Dupuis
Mathilde Neuville
Moreno Ursino
Lila Bouadma
Nicolas Terzi
Shidasp Shiami
Jean Reignier
Marc Gainnier
Virginie Laurent
Bruno Mourvillier
Dany Golgran-Toledano
Niccolò Buetti
Bertrand Souweine
Yves Cohen
Stéphane Ruckly
Centre de Recherche des Cordeliers (CRC (UMR_S_1138 / U1138))
École pratique des hautes études (EPHE)
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Université de Paris (UP)
CHU Clermont-Ferrand
Infection, Anti-microbiens, Modélisation, Evolution (IAME (UMR_S_1137 / U1137))
Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Paris (UP)-Université Sorbonne Paris Nord
AP-HP - Hôpital Bichat - Claude Bernard [Paris]
Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)
Groupe Hospitalier Intercommunal Le Raincy-Montfermeil
Hôpital Foch [Suresnes]
Marqueurs cardiovasculaires en situation de stress (MASCOT (UMR_S_942 / U942))
Institut National de la Santé et de la Recherche Médicale (INSERM)-Groupe Hospitalier Saint Louis - Lariboisière - Fernand Widal [Paris]
Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Centre National de la Recherche Scientifique (CNRS)-Université de Paris (UP)-Université Sorbonne Paris Nord
UFR Santé, Médecine et Biologie Humaine (UFR SMBH)
Université Sorbonne Paris Nord
Hôpital Avicenne [AP-HP]
Centre Hospitalier Universitaire de Reims (CHU Reims)
Hôpital de la Timone [CHU - APHM] (TIMONE)
Centre Hospitalier de Versailles André Mignot (CHV)
Hypoxie : Physiopathologie Respiratoire et Cardiovasculaire (HP2)
Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Grenoble Alpes (UGA)
Centre hospitalier universitaire de Nantes (CHU Nantes)
Epidémiologie Clinique et Evaluation Economique Appliquées aux Populations Vulnérables (ECEVE (U1123 / UMR_S_1123))
Institut National de la Santé et de la Recherche Médicale (INSERM)-AP-HP Hôpital universitaire Robert-Debré [Paris]
Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Université de Paris (UP)
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Université Paris Cité (UPCité)
Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris Cité (UPCité)-Université Sorbonne Paris Nord
Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Université Sorbonne Paris Nord
Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Université Paris Cité (UPCité)
HAL-SU, Gestionnaire
Source :
Journal of Clinical Medicine, Volume 10, Issue 3, Journal of Clinical Medicine, MDPI, 2021, 10 (3), pp.544. ⟨10.3390/jcm10030544⟩, Journal of Clinical Medicine, Vol 10, Iss 544, p 544 (2021), Journal of Clinical Medicine, 2021, 10 (3), pp.544. ⟨10.3390/jcm10030544⟩
Publication Year :
2021
Publisher :
MDPI, 2021.

Abstract

International audience; The mortality of COVID-19 patients in the intensive care unit (ICU) is influenced by their state at admission. We aimed to model COVID-19 acute respiratory distress syndrome state transitions from ICU admission to day 60 outcome and to evaluate possible prognostic factors. We analyzed a prospective French database that includes critically ill COVID-19 patients. A six-state multistate model was built and 17 transitions were analyzed either using a non-parametric approach or a Cox proportional hazard model. Corticosteroids and IL-antagonists (tocilizumab and anakinra) effects were evaluated using G-computation. We included 382 patients in the analysis: 243 patients were admitted to the ICU with non-invasive ventilation, 116 with invasive mechanical ventilation, and 23 with extracorporeal membrane oxygenation. The predicted 60-day mortality was 25.9% (95% CI: 21.8%–30.0%), 44.7% (95% CI: 48.8%–50.6%), and 59.2% (95% CI: 49.4%–69.0%) for a patient admitted in these three states, respectively. Corticosteroids decreased the risk of being invasively ventilated (hazard ratio (HR) 0.59, 95% CI: 0.39–0.90) and IL-antagonists increased the probability of being successfully extubated (HR 1.8, 95% CI: 1.02–3.17). Antiviral drugs did not impact any transition. In conclusion, we observed that the day-60 outcome in COVID-19 patients is highly dependent on the first ventilation state upon ICU admission. Moreover, we illustrated that corticosteroid and IL-antagonists may influence the intubation duration.

Details

Language :
English
ISSN :
20770383
Volume :
10
Issue :
3
Database :
OpenAIRE
Journal :
Journal of Clinical Medicine
Accession number :
edsair.doi.dedup.....676e4409db0c2889d076f2c8a6a42751
Full Text :
https://doi.org/10.3390/jcm10030544⟩