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Identifying organ dysfunction trajectory-based subphenotypes in critically ill patients with COVID-19
Chang Su1, Zhenxing Xu1, Katherine Hoffman1
1Department of Population Health Sciences, Weill Cornell Medicine, 425 E 61 St., New York, NY, 10065, USA.
Severe COVID-19 patients exhibit distinct worsening and recovering subphenotypes post-intubation, identified by Sequential Organ Failure Assessment (SOFA) score trajectories. These subphenotypes predict patient outcomes more accurately than initial illness severity.
Area of Science:
- Critical Care Medicine
- Infectious Diseases
- Pathophysiology
Background:
- COVID-19 respiratory failure presents a uniform insult, allowing study of differential host responses.
- Understanding COVID-19 subphenotypes is crucial for elucidating severe disease pathophysiology.
Purpose of the Study:
- To identify and characterize distinct subphenotypes of critical COVID-19 illness.
- To analyze subphenotypes based on the post-intubation trajectory of Sequential Organ Failure Assessment (SOFA) scores.
Main Methods:
- Utilized intubated COVID-19 patient data from two New York City hospitals for development and validation cohorts.
- Employed hierarchical agglomerative clustering with Dynamic Time Warping to analyze SOFA score trajectories within mild, intermediate, and severe baseline strata.
- Grouped patients based on baseline post-intubation SOFA scores.
Main Results:
- Identified distinct worsening and recovering subphenotypes within each baseline severity stratum.
- Worsening subphenotypes demonstrated significantly higher mortality rates compared to recovering subphenotypes across all strata.
- Distinct pathophysiologic biomarkers, including inflammation and hemophagocytic lymphohistiocytosis, were associated with progression at different baseline severity levels.
Conclusions:
- Clear worsening and recovering subphenotypes of COVID-19 respiratory failure exist post-intubation.
- These subphenotypes are more predictive of patient outcomes than baseline illness severity.
- Heterogeneous pathobiology in COVID-19 progression is suggested by distinct biomarkers at differential baseline severity.
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