Cluster analysis revealed hidden connections using patient characteristics and PSG parameters to successfully identify patients more likely to adhere to CPAP for 90 days and up to 365 days. When prescribing CPAP, it is possible to identify patients with OSA who are more likely to be non-adherent.
Keyphrases
- positive airway pressure
- obstructive sleep apnea
- sleep apnea
- end stage renal disease
- ejection fraction
- newly diagnosed
- peritoneal dialysis
- chronic kidney disease
- single cell
- prognostic factors
- emergency department
- type diabetes
- patient reported outcomes
- metabolic syndrome
- insulin resistance
- glycemic control
- weight loss
- electronic health record
- data analysis