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Phenotype and endotype based treatment of preschool wheeze.

Sormeh SalehianLouise J FlemingSejal SaglaniAdnan Custovic
Published in: Expert review of respiratory medicine (2023)
Distinct clusters (phenotypes) of severe PSW are characterized by different underlying mechanisms, some shared and some unique. ML-based methodologies applied to clinical, biomarker, and environmental data can help design tools to differentiate children with PSW that continues into adulthood, from those in whom wheezing resolves, identifying mechanisms underpinning persistence and resolution. This may help identify novel therapeutic targets, inform mechanistic studies, and serve as a foundation for stratification in future interventional therapeutic trials.
Keyphrases
  • young adults
  • electronic health record
  • depressive symptoms
  • early onset
  • big data
  • single molecule
  • machine learning
  • risk assessment
  • human health
  • case control
  • drug induced
  • data analysis