Oxygen saturation regularity analysis in the diagnosis of obstructive sleep apnea

Artif Intell Med. 2006 Jun;37(2):111-8. doi: 10.1016/j.artmed.2005.10.005. Epub 2005 Dec 28.

Abstract

Objective: The present study assessed the validity of approximate entropy (ApEn) analysis of arterial oxygen saturation (SaO(2)) data obtained from pulse oximetric recordings as a diagnostic test for obstructive sleep apnea (OSA) in patients clinically suspected of suffering this disease.

Methodology: A sample of 187 referred outpatients, clinically suspected of having OSA, was studied using nocturnal pulse oximetric recording performed simultaneously with complete polysomnography. ApEn analysis was applied to SaO(2) data.

Results: Patients with OSA presented significantly higher approximate entropy levels than those without OSA (1.08+/-0.30 versus 0.47+/-0.26). Apnea-hypopnea index was correlated significantly with ApEn (r=0.607; p<0.001). Using receiver operating characteristic curve analysis, we obtained a diagnostic sensitivity of 88.3% and specificity of 82.9%, positive predictive value of 88.3% and a negative predictive value of 82.9%, at a threshold of 0.679. As a diagnostic test, this method presents high sensitivity and specificity compared to traditional methods in the diagnosis of OSA.

Conclusion: We conclude that ApEn analysis of SaO(2) data obtained from pulse oximetric recordings could be useful as a diagnostic technique for OSA subjects.

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Artificial Intelligence
  • Blood Gas Monitoring, Transcutaneous / statistics & numerical data
  • Female
  • Humans
  • Male
  • Middle Aged
  • Oxygen / blood*
  • Polysomnography
  • Pulmonary Disease, Chronic Obstructive / blood
  • Pulmonary Disease, Chronic Obstructive / complications
  • Pulmonary Disease, Chronic Obstructive / diagnosis
  • ROC Curve
  • Sleep Apnea, Obstructive / blood*
  • Sleep Apnea, Obstructive / complications
  • Sleep Apnea, Obstructive / diagnosis*

Substances

  • Oxygen