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Identification of pediatric septic shock subclasses based on genome-wide expression profiling.
Hector R Wong1, Natalie Cvijanovich, Richard Lin
1Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA. hector.wong@cchmc.org
BMC Medicine
|July 24, 2009
Summary
Genome-wide expression profiling identified distinct biological subclasses in pediatric septic shock. These subclasses exhibit clinically relevant phenotypes, paving the way for targeted therapies.
Area of Science:
- Genomics
- Pediatric critical care medicine
- Systems biology
Background:
- Septic shock is a complex syndrome with likely underlying biological subclasses.
- Identifying these subclasses is crucial for developing targeted therapies.
- This study explored genome-wide expression profiling to discover pediatric septic shock subclasses.
Purpose of the Study:
- To test the hypothesis that pediatric septic shock can be classified into distinct biological subclasses using genome-wide expression profiling.
- To identify and characterize these subclasses based on gene expression patterns.
- To correlate identified subclasses with clinical phenotypes.
Main Methods:
- Genome-wide expression profiling of whole blood RNA from 98 children with septic shock.
- Bioinformatic approaches including unsupervised hierarchical clustering and k-means clustering for subclass discovery.
- Statistical analyses (ANOVA, Bonferroni correction) to identify differentially regulated genes and cross-validation for predictive gene identification.
Main Results:
- Three putative subclasses (A, B, C) were identified.
- 6,934 differentially regulated genes were found across subclasses, forming 10 coordinately regulated gene clusters.
- Subclass A patients were younger, had higher illness severity, and higher mortality, with repressed adaptive immune and glucocorticoid receptor signaling pathways.
Conclusions:
- Genome-wide expression profiling successfully identified distinct subclasses of pediatric septic shock.
- These subclasses possess clinically relevant phenotypic differences.
- This approach provides a foundation for developing more targeted therapeutic strategies for pediatric septic shock.