Pediatric sepsis phenotypes for enhanced therapeutics: An application of clustering to electronic health records.
Ioannis KoutroulisTom VelezTony WangSeife YohannesJessica E GalarragaJoseph A MoralesRobert J FreishtatJames M ChamberlainPublished in: Journal of the American College of Emergency Physicians open (2022)
Compared to K-means, which is commonly used in clustering studies, LCA appears to be a more robust, clinically useful statistical tool in analyzing a heterogeneous pediatric sepsis cohort toward informing targeted therapies. Additional prospective studies are needed to validate clinical utility of predictive models that target derived pediatric sepsis phenotypes in emergency department settings.