The Tip of the Iceberg: Pathway Biology Must Anchor the Next Generation of Critical Care Trials

Logan R Van Nynatten1, Douglas D Fraser2, Tristan Look-Hong1

  • 1Division of Critical Care Medicine, Western University, London, ON, Canada.

Insights

Critical care trials often fail due to patient heterogeneity. This study proposes a new pathway-focused approach using multiomics and machine learning to precisely match patients with targeted therapies for better outcomes.

Area of Science:

  • Critical care medicine
  • Translational research
  • Precision medicine

Background:

  • Treatment effect heterogeneity is a major challenge in critical care research, leading to numerous failed clinical trials.
  • Current syndromic diagnoses (e.g., sepsis) and limited biomarker panels fail to capture the molecular complexity and distinct patient responses to interventions.