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Cluster analysis identifies a pathophysiologically distinct subpopulation with increased serum leptin levels and severe obstructive sleep apnea.

Yutaka KozuYusuke KurosawaShiho YamadaAsami FukudaMari HikichiHisato HiranumaToshiki AkahoshiYasuhiro Gon
Published in: Sleep & breathing = Schlaf & Atmung (2020)
The existence of multiple clinical phenotypes suggests that different pathophysiological backgrounds exist such as systemic inflammation and metabolic disorder. This classification may be used to determine the efficacy of continuous positive airway pressure treatment that cannot be determined by the AHI.
Keyphrases
  • positive airway pressure
  • obstructive sleep apnea
  • sleep apnea
  • machine learning
  • deep learning
  • genome wide
  • early onset
  • gene expression
  • dna methylation
  • data analysis