Diagnostic accuracy of heart rate variability in screening of obstructive sleep apnea
DOI:
https://doi.org/10.14739/2409-2932.2017.1.93444Keywords:
sleep apnea syndrome, heart rate variability, diagnosticsAbstract
Purpose: to define the informative value of heart rate variability (HRV) when included in the logistic regression model with clinical dates to improve screening for OSA.
Materials and methods. The study involved 124 people, who had positive test on an Epworth`s scale of daytime sleepiness. The cardio-respiratory monitoring and ECG monitoring were performed for all participants. 2 Groups were allocated as a result of cardio-respiratory monitoring: primary (77 people – the apnea-hypopnea index (AHI) > 5) and control (47 – AHI < 5). Both groups were similar by gender and age.
Results. It has been found that the majority of HRV in the main group have a significant difference with the control group. There was an abnormal increase in the spectral parameters VLF, LF, LFN, both day and night. Power HF, SDNN, and RMSSD in the study group was significantly lower than the control group. The five variables were selected as the most informative by the method of gradual inclusion of each parameter in the logistic regression model: SDNNnight, BMI, gender, LFnight, RMSSDnight (the value of the area under the ROC – curve was 0.805). This model had sufficient sensitivity (84 %) and specificity (63 %) for the identification of OSAS. The scoring system was developed on the basis of the final regression model. According to the results, it has been found that the presence of 3 or more points on our scale indicates a need for cardio-respiratory monitoring. The sensitivity of the scoring system was 86 %, specificity – 69 % (AUC 0.841).
Conclusions. The strongest connection with the AHI has been established for five variables: SDNNnight, BMI, gender, LFnight, RMSSDnight. The scoring system, which was built with the use of these variables, had sufficient sensitivity (86 %) and specificity (69 %) (AUC 0.841). The presence of 3 or more points according to the scoring system indicates a need for cardio-respiratory monitoring.
References
Jordan, A., McSharry, D., & Malhotra, A. (2014). Adult obstructive sleep apnoea. The Lancet, 383(9918), 736–747. doi: 10.1016/S0140-6736(13)60734-5.
Mansukhani, M., Kolla, B., & Ramar, K. (2014). International Classification of Sleep Disorders 2 and American Academy of Sleep Medicine Practice Parameters for Central Sleep Apnea. Sleep Medicine Clinics, 9(1), 1–11. http://dx.doi.org/10.1016/j.jsmc.2013.10.006.
Chouchou, F., Pichot, V., Barthélémy, J., Bastuji, H., & Roche, F. (2014). Cardiac Sympathetic Modulation in Response to Apneas/Hypopneas through Heart Rate Variability Analysis. PLoS ONE, 9(1), e86434. doi: 10.1371/journal.pone.0086434.
Gong, X., Huang, L., Liu, X., Li, C., Mao, X., Liu, W., et al. (2016). Correlation Analysis between Polysomnography Diagnostic Indices and Heart Rate Variability Parameters among Patients with Obstructive Sleep Apnea Hypopnea Syndrome. PLOS ONE, 11(6), e0156628. doi: 10.1371/journal.pone.0156628.
Aeschbacher, S., Bossard, M., Schoen, T., Schmidlin, D., Muff, C., Maseli, A., et al. (2016). Heart Rate Variability and Sleep-Related Breathing Disorders in the General Population. The American Journal of Cardiology, 118(6), 912–917. doi: 10.1016/j.amjcard.2016.06.032.
Alvarez-Estevez, D., & Moret-Bonillo, V. (2016). Spectral Heart Rate Variability analysis using the heart timing signal for the screening of the Sleep Apnea–Hypopnea Syndrome. Computers in Biology and Medicine, 71, 14–23. doi: 10.1016/j.compbiomed.2016.01.023.
Downloads
How to Cite
Issue
Section
License
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access)