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Revising Host Phenotypes of Sepsis Using Microbiology
Huiying Zhao1,2,3, Jason N Kennedy2,3, Shu Wang4
1Department of Critical Care Medicine, Peking University People's Hospital, Beijing, China.
Frontiers in Medicine
|November 22, 2021
Summary
Integrating pathogen data into sepsis classification significantly altered patient phenotypes, improving model accuracy. This host-pathogen model refinement impacts understanding of sepsis heterogeneity and treatment responses.
Area of Science:
- Critical Care Medicine
- Infectious Diseases
- Bioinformatics and Computational Biology
Background:
- Sepsis exhibits significant heterogeneity in pathogens, host responses, organ dysfunction, and outcomes.
- Existing clinical and biological sepsis phenotypes lack the integration of crucial pathogen data.
- The impact of microbiological variables on sepsis classification remains largely unexplored.
Purpose of the Study:
- To investigate the role of pathogen data in classifying sepsis phenotypes.
- To compare sepsis phenotypes derived from clinical data alone versus combined clinical and microbiological data.
- To analyze the impact of phenotype reclassification on treatment effects, specifically for recombinant human activated protein C (rhAPC).
Main Methods:
- Secondary analysis of the PROWESS study data involving 1,690 severe sepsis patients.
- Latent class analysis (LCA) was employed to identify distinct sepsis phenotypes.
- Two models were developed: a 'host model' using only clinical variables and a 'host-pathogen model' incorporating clinical and microbiological data (infection site, pathogen type, antimicrobial resistance).
Main Results:
- Latent class modeling identified 4 distinct phenotypes in both the host and host-pathogen models.
- Incorporating microbiological data led to a phenotype reassignment for 46% of patients, increasing model probability (0.95 to 0.97).
- Phenotype characteristics, particularly for 'beta' (abdominal infections) and 'gamma' (pulmonary infections) types, were significantly refined by pathogen data, influencing coagulation marker levels and 28-day mortality differences.
Conclusions:
- Sepsis phenotype classification is significantly modified by the inclusion of microbiological data alongside clinical variables.
- The host-pathogen model enhances cluster cohesiveness and homogeneity, providing a more accurate representation of sepsis heterogeneity.
- Refined phenotypes alter the observed treatment effects of rhAPC, highlighting the importance of pathogen-specific classification for personalized medicine.
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