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Multistate Modeling of COVID-19 Patients Using a Large Multicentric Prospective Cohort of Critically Ill Patients
- 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.
- Subjects :
- intensive unit care
medicine.medical_specialty
medicine.medical_treatment
lcsh:Medicine
030204 cardiovascular system & hematology
survival
Article
law.invention
03 medical and health sciences
0302 clinical medicine
acute respiratory distress disease
law
[SDV.MHEP.MI]Life Sciences [q-bio]/Human health and pathology/Infectious diseases
Internal medicine
medicine
Extracorporeal membrane oxygenation
Intubation
030212 general & internal medicine
Prospective cohort study
Mechanical ventilation
[SDV.MHEP.ME] Life Sciences [q-bio]/Human health and pathology/Emerging diseases
[SDV.MHEP.ME]Life Sciences [q-bio]/Human health and pathology/Emerging diseases
Proportional hazards model
business.industry
Hazard ratio
lcsh:R
General Medicine
Intensive care unit
3. Good health
[SDV.SPEE] Life Sciences [q-bio]/Santé publique et épidémiologie
Breathing
[SDV.MHEP.MI] Life Sciences [q-bio]/Human health and pathology/Infectious diseases
[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie
business
Subjects
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⟩