Distinct clinical clusters of paediatric patients with status epilepticus: Retrospective cohort study

Richard J Burman1, Anne Steinberg1, Jamie Norris2

  • 1Department of Pediatric Neurology, University Children's Hospital Zurich and University of Zurich, Zurich, Switzerland.

Insights

Paediatric status epilepticus presents with distinct clinical subgroups, identifiable through routine data. Machine learning clustering helps refine risk stratification and guide treatment decisions for better outcomes in children with status epilepticus.

Area of Science:

  • Pediatric Neurology
  • Epileptology
  • Clinical Data Science

Background:

  • Status epilepticus in children is a critical neurological emergency.
  • Understanding distinct clinical presentations and outcomes is vital for effective management.
  • Current classification may not fully capture the heterogeneity of paediatric status epilepticus.

Purpose of the Study:

  • To characterize clinical features, management, and outcomes of paediatric status epilepticus.
  • To identify distinct clinical subgroups using machine learning approaches.
  • To explore the predictive value of clinical metrics for mortality.

Main Methods:

  • Retrospective single-centre cohort study of 642 paediatric status epilepticus admissions.
  • Analysis of 467 patients using descriptive statistics and machine learning.
  • K-means clustering to identify subgroups; LASSO regression for mortality prediction.

Main Results:

  • Identified three distinct clinical subgroups: 'febrile seizure', 'para-infectious', and 'known epilepsy' clusters.
  • Age-related differences in aetiology (acute symptomatic vs. pre-existing epilepsy).
  • Out-of-hospital treatment and shorter onset-to-treatment latency correlated with better response and reduced intensive care needs.

Conclusions:

  • Paediatric status epilepticus exhibits clinically distinct, data-identifiable subgroups.
  • Data-driven clinical clustering can refine risk stratification.
  • This approach aids in informed clinical decision-making for paediatric status epilepticus.
Abstract

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