Skip to main content
Top
Published in: Sleep and Breathing 1/2020

Open Access 01-03-2020 | Sleep Apnea | Methods • Original Article

Detecting central sleep apnea in adult patients using WatchPAT—a multicenter validation study

Authors: Giora Pillar, Murray Berall, Richard Berry, Tamar Etzioni, Noam Shrater, Dennis Hwang, Marai Ibrahim, Efrat Litman, Prasanth Manthena, Nira Koren-Morag, Anil Rama, Robert P. Schnall, Koby Sheffy, Rebecca Spiegel, Riva Tauman, Thomas Penzel

Published in: Sleep and Breathing | Issue 1/2020

Login to get access

Abstract

Study objectives

To assess the accuracy of WatchPAT (WP—Itamar-Medical, Caesarea, Israel) enhanced with a novel systolic upstroke analysis coupled with respiratory movement analysis derived from a dedicated snoring and body position (SBP) sensor, to enable automated algorithmic differentiation between central sleep apnea (CSA) and obstructive sleep apnea (OSA) compared with simultaneous in-lab sleep studies with polysomnography (PSG).

Methods

Eighty-four patients with suspected sleep-disordered breathing (SDB) underwent simultaneous WP and PSG studies in 11 sleep centers. PSG scoring was blinded to the automatically analyzed WP data.

Results

Overall WP apnea-hypopnea index (AHI; mean ± SD) was 25.2 ± 21.3 (range 0.2–101) versus PSG AHI 24.4 ± 21.2 (range 0–110) (p = 0.514), and correlation was 0.87 (p < 0.001). Using a threshold of AHI ≥ 15, the sensitivity and specificity of WP versus PSG for diagnosing sleep apnea were 85% and 70% respectively and agreement was 79% (kappa = 0.867). WP central AHI (AHIc) was 4.2 ± 7.7 (range 0–38) versus PSG AHIc 5.9 ± 11.8 (range 0–63) (p = 0.034), while correlation was 0.90 (p < 0.001). Using a threshold of AHI ≥ 15, the sensitivity and specificity of WP versus PSG for diagnosing CSA were 67% and 100% respectively with agreement of 95% (kappa = 0.774), and receiver operator characteristic (ROC) area under the curve of 0.866, (p < 0.01). Using a threshold of AHI ≥ 10 showed comparable overall sleep apnea and CSA diagnostic accuracies.

Conclusions

These findings show that WP can accurately detect overall AHI and effectively differentiate between CSA and OSA.
Literature
1.
go back to reference Garvey JF, Pengo MF, Drakatos P, Kent BD (2015) Epidemiological aspects of obstructive sleep apnea. J Thorac Dis 7(5):920–929PubMedPubMedCentral Garvey JF, Pengo MF, Drakatos P, Kent BD (2015) Epidemiological aspects of obstructive sleep apnea. J Thorac Dis 7(5):920–929PubMedPubMedCentral
2.
go back to reference Franklin KA, Sahlin C, Stenlund H, Lindberg E (2013) Sleep apnoea is a common occurrence in females. Eur Respir J 41(3):610–615PubMed Franklin KA, Sahlin C, Stenlund H, Lindberg E (2013) Sleep apnoea is a common occurrence in females. Eur Respir J 41(3):610–615PubMed
3.
go back to reference Corral-Peñafiel J, Pepin JL, Barbe F (2013) Ambulatory monitoring in the diagnosis and management of obstructive sleep apnoea syndrome. Eur Respir Rev 22(129):312–324PubMed Corral-Peñafiel J, Pepin JL, Barbe F (2013) Ambulatory monitoring in the diagnosis and management of obstructive sleep apnoea syndrome. Eur Respir Rev 22(129):312–324PubMed
4.
go back to reference Krishnaswamy U, Aneja A, Kumar RM, Kumar TP (2015) Utility of portable monitoring in the diagnosis of obstructive sleep apnea. J Postgrad Med 61(4):223–229PubMedPubMedCentral Krishnaswamy U, Aneja A, Kumar RM, Kumar TP (2015) Utility of portable monitoring in the diagnosis of obstructive sleep apnea. J Postgrad Med 61(4):223–229PubMedPubMedCentral
5.
go back to reference Yalamanchali S, Farajian V, Hamilton C, Pott TR, Samuelson CG, Friedman M (2013) Diagnosis of obstructive sleep apnea by peripheral arterial tonometry meta-analysis. JAMA Otolaryngol Head Neck Surg 139(12):1343–1350PubMed Yalamanchali S, Farajian V, Hamilton C, Pott TR, Samuelson CG, Friedman M (2013) Diagnosis of obstructive sleep apnea by peripheral arterial tonometry meta-analysis. JAMA Otolaryngol Head Neck Surg 139(12):1343–1350PubMed
6.
go back to reference Pillar G, Bar A, Shlitner A, Schnall R, Sheffy J, Lavie P (2002) Autonomic arousal index. Sleep 25(5):543–549PubMed Pillar G, Bar A, Shlitner A, Schnall R, Sheffy J, Lavie P (2002) Autonomic arousal index. Sleep 25(5):543–549PubMed
7.
go back to reference Penzel T, Fricke R, Jerrentrup A, Peter JH, Vogelmeier C (2002) Peripheral arterial tonometry for the diagnosis of obstructive sleep apnea. Biomed Tech (Berl) 47(suppl 1, pt 1):315–317 Penzel T, Fricke R, Jerrentrup A, Peter JH, Vogelmeier C (2002) Peripheral arterial tonometry for the diagnosis of obstructive sleep apnea. Biomed Tech (Berl) 47(suppl 1, pt 1):315–317
8.
go back to reference Bar A, Pillar G, Dvir I, Sheffy J, Schnall RP, Lavie P (2003) Evaluation of a portable device based on peripheral arterial tone for unattended home sleep studies. Chest 123(3):695–703PubMed Bar A, Pillar G, Dvir I, Sheffy J, Schnall RP, Lavie P (2003) Evaluation of a portable device based on peripheral arterial tone for unattended home sleep studies. Chest 123(3):695–703PubMed
9.
go back to reference Ayas NT, Pittman S, MacDonald M, White DP (2003) Assessment of a wrist-worn device in the detection of obstructive sleep apnea. Sleep Med 4(5):435–442PubMed Ayas NT, Pittman S, MacDonald M, White DP (2003) Assessment of a wrist-worn device in the detection of obstructive sleep apnea. Sleep Med 4(5):435–442PubMed
10.
go back to reference Pillar G, Bar A, Betito M, Schnall RP, Dvir I, Sheffy J, Lavie P (2003) An automatic ambulatory device for detection of AASM defined arousals from sleep: the WP100. Sleep Med 4(3):207–212PubMed Pillar G, Bar A, Betito M, Schnall RP, Dvir I, Sheffy J, Lavie P (2003) An automatic ambulatory device for detection of AASM defined arousals from sleep: the WP100. Sleep Med 4(3):207–212PubMed
11.
go back to reference Penzel T, Kesper K, Pinnow I, Becker HF, Vogelmeier C (2004) Peripheral arterial tonometry, oximetry and actigraphy for ambulatory recording of sleep apnea. Physiol Meas 25(4):1025–1036PubMed Penzel T, Kesper K, Pinnow I, Becker HF, Vogelmeier C (2004) Peripheral arterial tonometry, oximetry and actigraphy for ambulatory recording of sleep apnea. Physiol Meas 25(4):1025–1036PubMed
12.
go back to reference Pittman SD, Ayas NT, MacDonald MM, Malhotra A, Fogel RB, White DP (2004) Using a wrist-worn device based on peripheral arterial tonometry to diagnose obstructive sleep apnea: in-laboratory and ambulatory validation. Sleep 27(5):923–933PubMedPubMedCentral Pittman SD, Ayas NT, MacDonald MM, Malhotra A, Fogel RB, White DP (2004) Using a wrist-worn device based on peripheral arterial tonometry to diagnose obstructive sleep apnea: in-laboratory and ambulatory validation. Sleep 27(5):923–933PubMedPubMedCentral
13.
go back to reference Zou D, Grote L, Peker Y, Lindblad U, Hedner J (2006) Validation a portable monitoring device for sleep apnea diagnosis in a population based cohort using synchronized home polysomnography. Sleep 29(3):367–374PubMed Zou D, Grote L, Peker Y, Lindblad U, Hedner J (2006) Validation a portable monitoring device for sleep apnea diagnosis in a population based cohort using synchronized home polysomnography. Sleep 29(3):367–374PubMed
14.
go back to reference Pang KP, Gourin CG, Terris DJ (2007) A comparison of polysomnography and the WatchPAT in the diagnosis of obstructive sleep apnea. Otolaryngol Head Neck Surg 137(4):665–668PubMed Pang KP, Gourin CG, Terris DJ (2007) A comparison of polysomnography and the WatchPAT in the diagnosis of obstructive sleep apnea. Otolaryngol Head Neck Surg 137(4):665–668PubMed
15.
go back to reference Choi JH, Kim EJ, Kim YS, Choi J, Kim TH, Kwon SY, Lee HM, Lee SH, Shin C, Lee SH (2010) Validation study of portable device for the diagnosis of obstructive sleep apnea according to the new AASM scoring criteria: Watch-PAT 100. Acta Otolaryngol 130(7):838–843PubMed Choi JH, Kim EJ, Kim YS, Choi J, Kim TH, Kwon SY, Lee HM, Lee SH, Shin C, Lee SH (2010) Validation study of portable device for the diagnosis of obstructive sleep apnea according to the new AASM scoring criteria: Watch-PAT 100. Acta Otolaryngol 130(7):838–843PubMed
16.
go back to reference Onder NS, Akpinar ME, Yigit O, Gor AP (2012) Watch peripheral arterial tonometry in the diagnosis of obstructive sleep apnea: influence of aging. Laryngoscope 122(6):1409–1414PubMed Onder NS, Akpinar ME, Yigit O, Gor AP (2012) Watch peripheral arterial tonometry in the diagnosis of obstructive sleep apnea: influence of aging. Laryngoscope 122(6):1409–1414PubMed
17.
go back to reference Yuceege M, Firat H, Demir A, Ardic S (2013) Reliability of the Watch-PAT 200 in detecting sleep apnea in highway bus drivers. J Clin Sleep Med 9(4):339–344PubMedPubMedCentral Yuceege M, Firat H, Demir A, Ardic S (2013) Reliability of the Watch-PAT 200 in detecting sleep apnea in highway bus drivers. J Clin Sleep Med 9(4):339–344PubMedPubMedCentral
18.
go back to reference Weimin L, Rongguang W, Dongyan H, Xiaoli L, Wei J, Shiming Y (2013) Assessment of a portable monitoring device WatchPAT 200 in the diagnosis of obstructive sleep apnea. Eur Arch Otorhinolaryngol 270(12):3099–3105PubMed Weimin L, Rongguang W, Dongyan H, Xiaoli L, Wei J, Shiming Y (2013) Assessment of a portable monitoring device WatchPAT 200 in the diagnosis of obstructive sleep apnea. Eur Arch Otorhinolaryngol 270(12):3099–3105PubMed
19.
go back to reference Hedner J, Pillar G, Pittman SD, Zou D, Grote L, White DP (2004) A novel adaptive wrist actigraphy algorithm for sleep-wake assessment in sleep apnea patients. Sleep 27(8):1560–1566PubMed Hedner J, Pillar G, Pittman SD, Zou D, Grote L, White DP (2004) A novel adaptive wrist actigraphy algorithm for sleep-wake assessment in sleep apnea patients. Sleep 27(8):1560–1566PubMed
20.
go back to reference Schutte-Rodin S, Staley B, Hurley S, Maislin G (2014) Comparison of apnea hypopnea index (AHI) using recording time vs. sleep time. Sleep 37:A373 Schutte-Rodin S, Staley B, Hurley S, Maislin G (2014) Comparison of apnea hypopnea index (AHI) using recording time vs. sleep time. Sleep 37:A373
21.
go back to reference Herscovici S, Pe’er A, Papyan S, Lavie P (2007) Detecting REM sleep from the finger: an automatic REM sleep algorithm based on peripheral arterial tone (PAT) and actigraphy. Physiol Meas 28(2):129–140PubMed Herscovici S, Pe’er A, Papyan S, Lavie P (2007) Detecting REM sleep from the finger: an automatic REM sleep algorithm based on peripheral arterial tone (PAT) and actigraphy. Physiol Meas 28(2):129–140PubMed
22.
go back to reference Lavie P, Schnall RP, Sheffy J, Shlitner A (2000) Peripheral vasoconstriction during REM sleep detected by a new plethysmographic method. Nat Med 6(6):606PubMed Lavie P, Schnall RP, Sheffy J, Shlitner A (2000) Peripheral vasoconstriction during REM sleep detected by a new plethysmographic method. Nat Med 6(6):606PubMed
23.
go back to reference Bresler M, Sheffy K, Pillar G, Preiszler M, Herscovici S (2008) Differentiating between light and deep sleep stages using an ambulatory device based on peripheral arterial tonometry. Physiol Meas 29(5):571–584PubMed Bresler M, Sheffy K, Pillar G, Preiszler M, Herscovici S (2008) Differentiating between light and deep sleep stages using an ambulatory device based on peripheral arterial tonometry. Physiol Meas 29(5):571–584PubMed
24.
go back to reference Hedner J, White DP, Malhotra A, Herscovici S, Pittman SD, Zou D, Grote L, Pillar G (2011) Sleep staging based on autonomic signals: a multi-center validation study. J Clin Sleep Med 7(3):301–306PubMedPubMedCentral Hedner J, White DP, Malhotra A, Herscovici S, Pittman SD, Zou D, Grote L, Pillar G (2011) Sleep staging based on autonomic signals: a multi-center validation study. J Clin Sleep Med 7(3):301–306PubMedPubMedCentral
25.
go back to reference Kim JW, Lee CH, Rhee CS, Mo JH (2015) Relationship between snoring intensity and severity of obstructive sleep apnea. Clin Exp Otorhinolaryngol 8(4):376–380PubMedPubMedCentral Kim JW, Lee CH, Rhee CS, Mo JH (2015) Relationship between snoring intensity and severity of obstructive sleep apnea. Clin Exp Otorhinolaryngol 8(4):376–380PubMedPubMedCentral
26.
go back to reference Bradley TD, Floras JS (2003) Sleep apnea and heart failure part I: obstructive sleep apnea. Circulation 107:1671–1678PubMed Bradley TD, Floras JS (2003) Sleep apnea and heart failure part I: obstructive sleep apnea. Circulation 107:1671–1678PubMed
27.
go back to reference Bradley TD, Floras JS (2003) Sleep apnea and heart failure part II: central sleep apnea. Circulation 107:1822–1182PubMed Bradley TD, Floras JS (2003) Sleep apnea and heart failure part II: central sleep apnea. Circulation 107:1822–1182PubMed
28.
go back to reference Berry RB, Brooks R, Gamaldo CE, Harding SM, Lloyd RM, Marcus CL, Vaughn BV (2015) The AASM Manual for the Scoring of Sleep and Associated Events. Rules, terminology and technical specifications. Scoring Manual Version 2.2. American Academy of Sleep Medicine, Darien Berry RB, Brooks R, Gamaldo CE, Harding SM, Lloyd RM, Marcus CL, Vaughn BV (2015) The AASM Manual for the Scoring of Sleep and Associated Events. Rules, terminology and technical specifications. Scoring Manual Version 2.2. American Academy of Sleep Medicine, Darien
31.
go back to reference Schnall RP, Shlitner A, Sheffy J, Kedar R, Lavie P (1999) Periodic, profound peripheral vasoconstriction--a new marker of obstructive sleep apnea. Sleep 22(7):939–946PubMed Schnall RP, Shlitner A, Sheffy J, Kedar R, Lavie P (1999) Periodic, profound peripheral vasoconstriction--a new marker of obstructive sleep apnea. Sleep 22(7):939–946PubMed
32.
go back to reference Grote LB, Hedner J, Ding Z (2001) Alteration of digital pulse amplitude reflects adreno-receptor mediated constriction of the digital vascular bed [abstract]. Sleep 24(Suppl):133R Grote LB, Hedner J, Ding Z (2001) Alteration of digital pulse amplitude reflects adreno-receptor mediated constriction of the digital vascular bed [abstract]. Sleep 24(Suppl):133R
33.
go back to reference Catcheside PG, Chiong SC, Mercer J, Saunders NA, McEvoy RD (2002) Noninvasive cardiovascular markers of acoustically induced arousal from non-rapid-eye-movement sleep. Sleep 25(7):797–804PubMed Catcheside PG, Chiong SC, Mercer J, Saunders NA, McEvoy RD (2002) Noninvasive cardiovascular markers of acoustically induced arousal from non-rapid-eye-movement sleep. Sleep 25(7):797–804PubMed
34.
go back to reference Tauman R, O’Brien LM, Mast BT, Holbrook CR, Gozal D (2004) Peripheral arterial tonometry events and electroencephalographic arousals in children. Sleep 27(3):502–506PubMed Tauman R, O’Brien LM, Mast BT, Holbrook CR, Gozal D (2004) Peripheral arterial tonometry events and electroencephalographic arousals in children. Sleep 27(3):502–506PubMed
35.
go back to reference Eckert DJ, Younes MK (2014) Arousal from sleep: implications for obstructive sleep apnea pathogenesis and treatment. J Appl Physiol (1985) 116(3):302–313 Eckert DJ, Younes MK (2014) Arousal from sleep: implications for obstructive sleep apnea pathogenesis and treatment. J Appl Physiol (1985) 116(3):302–313
36.
go back to reference Serra A, Cocuzza S, Maiolino L, Abramo A, Spinato G, Tonoli G, Amadori M, Politi D, Tirelli G, Spinato R, di Mauro P (2017) The watch-pat in pediatrics sleep disordered breathing: pilot study on children with negative nocturnal pulse oximetry. Int J Pediatr Otorhinolaryngol 97:245–250PubMed Serra A, Cocuzza S, Maiolino L, Abramo A, Spinato G, Tonoli G, Amadori M, Politi D, Tirelli G, Spinato R, di Mauro P (2017) The watch-pat in pediatrics sleep disordered breathing: pilot study on children with negative nocturnal pulse oximetry. Int J Pediatr Otorhinolaryngol 97:245–250PubMed
37.
go back to reference Dehkordi P, Marzencki M, Tavakolian K, Kaminska M, Kaminska B (2012) Monitoring torso acceleration for estimating the respiratory flow and efforts for sleep apnea detection. Conf Proc IEEE Eng Med Biol Soc 2012:6345–6348PubMed Dehkordi P, Marzencki M, Tavakolian K, Kaminska M, Kaminska B (2012) Monitoring torso acceleration for estimating the respiratory flow and efforts for sleep apnea detection. Conf Proc IEEE Eng Med Biol Soc 2012:6345–6348PubMed
38.
go back to reference Morillo D, Rojas Ojeda JL, Crespo Foix LF, Jiménez A (2010) An accelerometer-based device for sleep apnea screening. IEEE Trans Inf Technol Biomed 14(2):491–499PubMed Morillo D, Rojas Ojeda JL, Crespo Foix LF, Jiménez A (2010) An accelerometer-based device for sleep apnea screening. IEEE Trans Inf Technol Biomed 14(2):491–499PubMed
39.
go back to reference Morillo DS, Ojeda JL, Foix LF, Rendón DB, Leon AL (2007) Monitoring and analysis of cardio respiratory and snoring signals by using an accelerometer. Conf Proc IEEE Eng Med Biol Soc. 2007:3942–3945PubMed Morillo DS, Ojeda JL, Foix LF, Rendón DB, Leon AL (2007) Monitoring and analysis of cardio respiratory and snoring signals by using an accelerometer. Conf Proc IEEE Eng Med Biol Soc. 2007:3942–3945PubMed
40.
go back to reference Sommermeyer D, Zou D, Grote L, Hedner J (2012) Detection of sleep disordered breathing and its central/obstructive character using nasal cannula and finger pulse oximeter. J Clin Sleep Med 8(5):527–533PubMedPubMedCentral Sommermeyer D, Zou D, Grote L, Hedner J (2012) Detection of sleep disordered breathing and its central/obstructive character using nasal cannula and finger pulse oximeter. J Clin Sleep Med 8(5):527–533PubMedPubMedCentral
41.
go back to reference Burton AC (1939) The range and variability of the blood flow in the human fingers and the vasomotor regulation of body temperature. Am J Physiol 127:437–453 Burton AC (1939) The range and variability of the blood flow in the human fingers and the vasomotor regulation of body temperature. Am J Physiol 127:437–453
42.
go back to reference Gabor JY, Newman DA, Barnard-Roberts V, Korley V, Mangat I, Dorian P, Hanly PJ (2005) Improvement in Cheyne-Stokes respiration following cardiac resynchronisation therapy. Eur Respir J 26(1):95–100PubMed Gabor JY, Newman DA, Barnard-Roberts V, Korley V, Mangat I, Dorian P, Hanly PJ (2005) Improvement in Cheyne-Stokes respiration following cardiac resynchronisation therapy. Eur Respir J 26(1):95–100PubMed
43.
go back to reference Cowie MR, Woehrle H, Wegscheider K, Angermann C, d’Ortho MP, Erdmann E, Levy P, Simonds A, Somers VK, Zannad F, Teschler H (2013) Rationale and design of the SERVE-HF study: treatment of sleep-disordered breathing with predominant central sleep apnoea with adaptive servo-ventilation in patients with chronic heart failure. Eur J Heart Fail 15(8):937–943PubMedPubMedCentral Cowie MR, Woehrle H, Wegscheider K, Angermann C, d’Ortho MP, Erdmann E, Levy P, Simonds A, Somers VK, Zannad F, Teschler H (2013) Rationale and design of the SERVE-HF study: treatment of sleep-disordered breathing with predominant central sleep apnoea with adaptive servo-ventilation in patients with chronic heart failure. Eur J Heart Fail 15(8):937–943PubMedPubMedCentral
44.
go back to reference Cowie MR, Woehrle H, Wegscheider K, Angermann C, d’Ortho MP, Erdmann E, Levy P, Simonds AK, Somers VK, Zannad F, Teschler H (2015) Adaptive servo-ventilation for central sleep apnea in systolic heart failure. N Engl J Med 373(12):1095–1105PubMedPubMedCentral Cowie MR, Woehrle H, Wegscheider K, Angermann C, d’Ortho MP, Erdmann E, Levy P, Simonds AK, Somers VK, Zannad F, Teschler H (2015) Adaptive servo-ventilation for central sleep apnea in systolic heart failure. N Engl J Med 373(12):1095–1105PubMedPubMedCentral
45.
go back to reference Bradley TD, Logan AG, Kimoff RJ, Sériès F, Morrison D, Ferguson K, Belenkie I, Pfeifer M, Fleetham J, Hanly P, Smilovitch M, Tomlinson G, Floras JS (2005) Continuous positive airway pressure for central sleep apnea and heart failure. N Engl J Med 353(19):2025–2033PubMed Bradley TD, Logan AG, Kimoff RJ, Sériès F, Morrison D, Ferguson K, Belenkie I, Pfeifer M, Fleetham J, Hanly P, Smilovitch M, Tomlinson G, Floras JS (2005) Continuous positive airway pressure for central sleep apnea and heart failure. N Engl J Med 353(19):2025–2033PubMed
46.
go back to reference Arzt M, Floras JS, Logan AG, Kimoff RJ, Series F, Morrison D, Ferguson K, Belenkie I, Pfeifer M, Fleetham J, Hanly P, Smilovitch M, Ryan C, Tomlinson G, Bradley TD, CANPAP Investigators (2007) Suppression of central sleep apnea by continuous positive airway pressure and transplant-free survival in heart failure: a post hoc analysis of the Canadian Continuous Positive Airway Pressure for Patients with Central Sleep Apnea and Heart Failure Trial (CANPAP). Circulation 115:3173–3180PubMed Arzt M, Floras JS, Logan AG, Kimoff RJ, Series F, Morrison D, Ferguson K, Belenkie I, Pfeifer M, Fleetham J, Hanly P, Smilovitch M, Ryan C, Tomlinson G, Bradley TD, CANPAP Investigators (2007) Suppression of central sleep apnea by continuous positive airway pressure and transplant-free survival in heart failure: a post hoc analysis of the Canadian Continuous Positive Airway Pressure for Patients with Central Sleep Apnea and Heart Failure Trial (CANPAP). Circulation 115:3173–3180PubMed
47.
go back to reference Momomura SJ (2012) Treatment of Cheyne-Stokes respiration-central sleep apnea in patients with heart failure. Cardiol. 59(2):110–116 Momomura SJ (2012) Treatment of Cheyne-Stokes respiration-central sleep apnea in patients with heart failure. Cardiol. 59(2):110–116
Metadata
Title
Detecting central sleep apnea in adult patients using WatchPAT—a multicenter validation study
Authors
Giora Pillar
Murray Berall
Richard Berry
Tamar Etzioni
Noam Shrater
Dennis Hwang
Marai Ibrahim
Efrat Litman
Prasanth Manthena
Nira Koren-Morag
Anil Rama
Robert P. Schnall
Koby Sheffy
Rebecca Spiegel
Riva Tauman
Thomas Penzel
Publication date
01-03-2020
Publisher
Springer International Publishing
Published in
Sleep and Breathing / Issue 1/2020
Print ISSN: 1520-9512
Electronic ISSN: 1522-1709
DOI
https://doi.org/10.1007/s11325-019-01904-5

Other articles of this Issue 1/2020

Sleep and Breathing 1/2020 Go to the issue

Sleep Breathing Physiology and Disorders • Original Article

Electrocardiogram-based sleep analysis for sleep apnea screening and diagnosis