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Volume 10 No. 02
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Accepted Papers


Frequency and Accuracy of “RERA” and “RDI” Terms in the Journal of Clinical Sleep Medicine from 2006 through 2012

Barry Krakow, M.D., F.A.A.S.M.1,2; Jacoby Krakow1,3; Victor A. Ulibarri, B.S.1,2; Natalia D. McIver, B.S.1,2
1Sleep & Human Health Institute, Albuquerque, NM; 2Maimonides Sleep Arts & Sciences, Ltd, Albuquerque, NM; 3University of Rochester, Rochester, NY

Guilleminault et al. first discovered upper airway resistance syndrome (UARS) in childen in 1982.1 Subsequently, his research teams published many papers on the UARS pathophysiological process in adults2,3; and other research showed similarities between UARS and obstructive sleep apnea (OSA). Several works highlight the daytime impact of UARS on sleepiness46 as well key associations with or evidence of other symptoms and impairment710 in patients who suffer UARS exclusively. Numerous review articles summarize these findings.1114

In the 1990s, esophageal manometry was the gold standard tool to measure UARS.15 Advances in direct measurement of airflow through pneumotachography and pressure transducers offered new ways to assess UARS.15,16 One group reported on UARS with the term “flow limitation events” (FLEs).16 Among some researchers and clinicians, an emerging perspective described UARS as a clinically relevant, integral component of obstructive sleep disordered breathing; but a majority of clinicians and researchers may have been unaware of or unconvinced about its clinical relevance.17,18

In 1999, UARS was first defined in a nosology-related publication as respiratory effort-related arousals (RERAs).19 Nasal cannula pressure transducer (NCPT) received a passing grade to evaluate RERAs or hypopneas, whereas thermistor/thermocouple devices received a grade of “D” to measure hypopneas and no grade for RERAs. As more UARS papers were published,20,21 flow limitation and RERA terms spread; and evidence provided validity for NCPT as a surrogate for esophageal pressure monitoring.22 With greater use of nasal cannula pressure transducer devices,16,23 the AASM recommended this technology as the standard in 2007.24

The terms UARS and RERA were formally incorporated into the AASM nosology in 200524,25 and into the scoring atlas in 2007.24,26 The respiratory disturbance index (RDI) was implicitly defined as all breathing events (apneas+hypopneas+RERAs) divided by total sleep time. However, AASM published a policy paper in 2007 declaring the scoring of RERAs “optional,” because “RERAs are specific but relatively rare respiratory events in individuals with moderate to severe SRDB.”26 This consensus statement was based on a single article by Cracowski et al. studying 15 “unselected patients suspected of suffering from UARS or mild to moderate OSAHS” and found RERAs accounted for only 5% of total obstructive breathing events.27 This citation was reiterated in the 2012 rules for scoring respiratory events28; one more citation was added, which indicated a 9% rate of RERAs, or nearly double the original proportion reported.29

In contrast to optional RERA scoring, in 2008 the AASM described the necessity for titrating out RERAs: “[PAP]′ should be increased until the′obstructive respiratory events are eliminated′apneas, hypopneas, respiratory effort-related arousals (RERAs), and snoring,” after which another device may be applied to reach higher pressures toward the same ends.30

Thus, a paradox was created that has yet to be resolved. On any sleep study, RERAs (a.k.a. UARS or FLEs) can be optionally scored, yet on titrations these events must not only be treated, but also virtually eliminated to achieve an optimal therapeutic effect. An optimal titration is defined as a decrease in RDI to fewer than 5 events/h during a 15-minute interval at a selected pressure tested during supine REM sleep.30 This guideline aligns with the seminal work of Condos et al. demonstrating how “rounding of the airflow contour” should equate to normalized breathing.23 In practice, if one considers standard titration protocols, RERAs must make up some proportion (usually > 50%) of residual breathing events during attempts to optimize PAP pressures,23,31 and these events are associated with clinical effects.31,32

This background highlights the conflict between the consensus on optional scoring of RERAs on any sleep study and the guideline to eliminate RERAs on a titration in the process of achieving optimal pressure settings. Technically, the conflict has been influenced by the possibility of variable scoring techniques for RERAs as well as reluctance to adopt UARS conceptualizations; however, most clinicians and researchers may not have anticipated a higher prevalence of RERAs in diverse patient samples10,33,34 compared to works cited that minimize the clinical import of RERAs.27,29 Moreover, this issue creates potential for flawed diagnostic impressions in patients with low AHI values (< 5/h) whose RDI might be incorrectly scored (e.g., classic UARS) as well as in OSA cases that fail to add the RERA index. Also, there is potential to create misleading clinical impressions about optimal titrations by failing to score or treat RERAs.

With mixed signals in the nosology and practice parameters, we sought to comment on the impact of these conflictual policies by examining usage of AASM terms “RERAs” and “RDI” in the Journal of Clinical Sleep Medicine. We reviewed a large series of the Journal's publications to assess research about sleep disordered breathing that included objective data. Articles were reviewed to determine whether RERAs were correctly defined, incorporated into RDI, and described in limitation sections if omitted. Surrogate terms such as “snore arousals” or other “respiratory arousals” appearing in narrative or tabular form indicated awareness of and an attempt to score RERAs; therefore we counted these studies as meeting criteria for RERAs or RDI. Mean percentage of RERAs observed as a proportion of total RDI were calculated for a subset of articles. Data were extracted from 2006 to 2012 (after the 2005 publication of The International Classifications of Sleep Disorders' RERA/RDI definitions).

Of 611 citations, 302 breathing-related articles were published, of which 219 reported objective data in methods and results sections as well as describing measurement of breathing and breathing event metrics. Limitation sections were searched for acknowledgement of the absence of scored RERAs or calculated RDI according to AASM guidelines. All authors participated in review and re-review of pertinent content. RERA/RDI ratios were calculated for papers that provided data when both terms were clearly measured.

RERA mentions were 16.4% (36 of 219 articles). Of the 36, only 21 papers used formal RERA definitions, whereas 15 articles used surrogate terms. Proper RDI calculation was completed in only 11.4% (25 of 219), indicating some studies scored RERAs but did not factor them into the RDI. Four studies reported RDI but not RERA.

Regarding limitation sections, of 219 relevant articles, 40 used RERA or RDI; but in the remaining 179 papers, the majority (n = 157, 87.7%) failed to acknowledge the lack of RERAs or RDI as a limitation. No trends emerged for greater or lesser usage of terms in the 7-year period.

Table 1 lists 11 publications from the Journal during the review period that included specific data to calculate RERAs as a proportion of RDI.3545 Most publications reported multiple data samples (i.e., diagnostic and treatment), yielding 20 subsamples from which 20 RERA/RDI proportions were calculated. The range of RERA/RDI proportions was 5.7% to 92.2%; the mean RERA/RDI% for these 11 studies (20 data subsample proportions) was 40.63%, the median was 38.90%, and the weighted average was 50.31%, or roughly 500% to 800% higher than the proportions cited by Redline et al. and Berry et al. to recommend optional scoring of RERAs.

Proportion of RERAs manifested within overall RDI


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Table 1

Proportion of RERAs manifested within overall RDI

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Overall, in 219 published articles with objective data on sleep breathing disorders, we found low rates for scoring RERAs and calculating RDI. Few papers designated omission of these terms as a limitation. While our findings appear predictable for diagnostic PSGs given the optional scoring consensus, the absence of any scoring of RERAs in many treatment studies raises concerns juxtaposed to AASM guidelines to titrate out all breathing events. Moreover, the sparse evidence cited27,29 to support optional scoring did not align with 11 research studies (Table 1) conducted by groups that correctly scored RDI on diagnostic and treatment studies. These studies showed a substantial proportion of RERAs manifested within the overall RDI (mean RERA/RDI% = 41% to 50%).

From a clinical practice standpoint combined with our findings, it is difficult to reconcile current AASM policies on RERAs. Moreover, for sleep specialists, several implications arise by deviating from established procedures used to measure sleep disordered breathing regardless of the potential confound from the variability in identifying and scoring RERAs due to sensor placements, anatomical variations, and recording filter settings.

First, some researchers appeared reluctant to score a RERA by name and used alternative or less obvious criteria, which may conflict with new standards for hypopnea that permit a 30% drop in airflow as the lower limit coupled with an arousal.28 The field of sleep medicine may be better served by either naming all RERAs as another hypopnea variant or holding to the original 2005 nosology in which apneas plus hypopneas plus RERAs are scored as distinct events to yield the most accurate RDI.25 Notwithstanding, the pervasive conflation of AHI and RDI terms—pervasive among certain entities (e.g., Medicare and home testing manufacturers)46—must cease. The recent update on scoring respiratory events spoke forcefully about the improper usage of the term RDI and its routine misapplication as an AHI equivalent: “The literature is very confusing, with many articles defining RDI as the number of apneas and hypopneas per hour of sleep.”28

Second, every titration requires: (a) assessment of RERAs in the fine-tuning process to achieve optimal results23 or (b) a valid index of residual RERAs and residual RDI following suboptimal titrations to guide therapeutic decisions.30 Effective titrations continuously increase pressures to convert apneas to hypopneas, then hypopneas to RERAs, and finally RERAs to normal breathing.15 When optimal PAP settings are not attained, RERAs will likely constitute 90% to 100% of residual breathing events.23 Yet, sleep technologists must treat and score RERAs on all PAP therapy polysomnograms if we are to achieve optimal titrations and outcomes.30

Third, concerns about RERAs are relevant to patient care restricted by Medicare. These beneficiaries are not covered for UARS, albeit no clear policy has emerged on scoring and treating residual RERAs during suboptimal titrations. Beyond conventional arguments that Medicare makes coverage decisions, it is common for insurance coverage determinations to inexorably and unfavorably bleed into clinical care decision-making.47 For example, when a sleep specialist is confronted with a non-adherent PAP patient who repeatedly shows suboptimal titrations, “rescue” devices may be considered, and some patients report benefits by switching to auto-adjusting units.48 Objectively, auto-PAP therapy may prove more effective when standard, fixed CPAP does not titrate out residual RERAs or when titrations with increasingly higher pressures (to treat RERAs) lead to expiratory pressure intolerance.49 What are Medicare coverage policies on such patients? What are the policies of other insurance carriers who deny coverage for RERA-related sleep disordered breathing? This environment may influence sleep specialists to ignore scoring rules and label RERAs as hypopneas for the very good reason of attempting to treat poorly responding patients who suffer residual sleepiness. But such approaches undermine the science supported by the AASM's position to score and calculate the correct RDI. Regrettably, these idiosyncratic insurance coverage positions may lead some sleep physicians to discount “low AHI/high RDI” disorders, because they are not a covered diagnosis.

In closing, some research has shown a need to include the diagnosis and treatment of the most subtle obstructive breathing events (FLEs, RERAs, UARS). And, because RERAs and RDI are both scientifically validated, the argument for optional scoring seems weak. In our opinion, the field of sleep medicine would benefit from a consistent use of its carefully determined and scorable metrics for the objective evaluation and treatment of sleep disordered breathing.


This was not an industry-supported study. Dr. Krakow operates 6 websites providing education and offering products and services for sleep disorder patients; he markets and sells 3 books for sleep disorder patients; he owns and operates a commercial sleep center, and is the president of a non-profit sleep research center which has received support from ConAlma, Respironics, GlaxoSmithKline, and Covidien, as well as grants from other non-profit institutions. He has participated in speaking engagements supported by ResMed and Respironics. The other authors have indicated no financial conflicts of interest.


A commentary on this article appears in this issue on page 125.


Krakow B; Krakow J; Ulibarri VA; McIver ND. Frequency and accuracy of “RERA” and “RDI” terms in the Journal of Clinical Sleep Medicine from 2006 through 2012. J Clin Sleep Med 2014;10(2):121-124.


The authors thank Dr. Lee K. Brown and Dr. Madeleine Grigg-Damberger for their insights on this topic.



Guilleminault C, Winkle R, Korobkin R, Simmons B, authors. Children and nocturnal snoring: evaluation of the effects of sleep related respiratory resistive load and daytime functioning. Eur J Pediatr. 1982;139:165–71. [PubMed]


Guilleminault C, Stoohs R, authors. Arousal, increased respiratory efforts, blood pressure and obstructive sleep apnoea. J Sleep Res. 1995;4:117–24. [PubMed]


Guilleminault C, Stoohs R, Shiomi T, Kushida C, Schnittger I, authors. Upper airway resistance syndrome, nocturnal blood pressure monitoring, and borderline hypertension. Chest. 1996;109:901–8. [PubMed]


Pelin Z, Karadeniz D, Ozturk L, Gozukirmizi E, Kaynak H, authors. The role of mean inspiratory effort on daytime sleepiness. Eur Respir J. 2003;21:688–94. [PubMed]


Gold AR, Gold MS, Harris KW, Espeleta VJ, Amin MM, Broderick JE, authors. Hypersomnolence, insomnia and the pathophysiology of upper airway resistance syndrome. Sleep Med. 2008;9:675–83. [PubMed]


Black JE, Guilleminault C, Colrain IM, Carrillo O, authors. Upper airway resistance syndrome. Central electroencephalographic power and changes in breathing effort. Am J Respir Crit Care Med. 2000;162:406–11. [PubMed]


Stoohs RA, Knaack L, Blum HC, Janicki J, Hohenhorst W, authors. Differences in clinical features of upper airway resistance syndrome, primary snoring, and obstructive sleep apnea/hypopnea syndrome. Sleep Med. 2008;9:121–8. [PubMed]


Gold AR, Dipalo F, Gold MS, O'Hearn D, authors. The symptoms and signs of upper airway resistance syndrome: a link to the functional somatic syndromes. Chest. 2003;123:87–95. [PubMed]


Guilleminault C, Kirisoglu C, Poyares D, et al., authors. Upper airway resistance syndrome: a long-term outcome study. J Psychiatr Res. 2006;40:273–9. [PubMed]


Krakow B, Melendrez D, Pedersen B, et al., authors. Complex insomnia: insomnia and sleep-disordered breathing in a consecutive series of crime victims with nightmares and PTSD. Biol Psychiatry. 2001;49:948–53. [PubMed]


Montserrat JM, Badia JR, authors. Upper airway resistance syndrome. Sleep Med Rev. 1999;3:5–21. [PubMed]


Exar EN, Collop NA, authors. The upper airway resistance syndrome. Chest. 1999;115:1127–39. [PubMed]


Hasan N, Fletcher EC, authors. Upper airway resistance syndrome. J Ky Med Assoc. 1998;96:261–3. [PubMed]


Ruhle KH, Schlenker E, Randerath W, authors. Upper airway resistance syndrome. Respiration. 1997;64 Suppl 1:29–34


Gold AR, Schwartz AR, authors. The pharyngeal critical pressure. The whys and hows of using nasal continuous positive airway pressure diagnostically. Chest. 1996;110:1077–88. [PubMed]


Hosselet JJ, Norman RG, Ayappa I, Rapoport DM, authors. Detection of flow limitation with a nasal cannula/pressure transducer system. Am J Respir Crit Care Med. 1998;157:1461–7. [PubMed]


Rees K, Kingshott RN, Wraith PK, Douglas NJ, authors. Frequency and significance of increased upper airway resistance during sleep. Am J Respir Crit Care Med. 2000;162:1210–4. [PubMed]


Whittle AT, Douglas NJ, authors. Does the physiological success of CPAP titration predict clinical success? J Sleep Res. 2000;9:201–6. [PubMed]


The Report of an American Academy of Sleep Medicine Task Force. Sleep-related breathing disorders in adults: recommendations for syndrome definition and measurement techniques in clinical research. Sleep. 1999;22:667–89. [PubMed]


Guilleminault C, Do KY, Chowdhuri S, Horita M, Ohayon M, Kushida C, authors. Sleep and daytime sleepiness in upper airway resistance syndrome compared to obstructive sleep apnoea syndrome. Eur Respir J. 2001;17:838–47. [PubMed]


Kristo DA, Lettieri CJ, Andrada T, Taylor Y, Eliasson AH, authors. Silent upper airway resistance syndrome: prevalence in a mixed military population. Chest. 2005;127:1654–7. [PubMed]


Johnson PL, Edwards N, Burgess KR, Sullivan CE, authors. Detection of increased upper airway resistance during overnight polysomnography. Sleep. 2005;28:85–90. [PubMed]


Condos R, Norman RG, Krishnasamy I, Peduzzi N, Goldring RM, Rapoport DM, authors. Flow limitation as a noninvasive assessment of residual upper-airway resistance during continuous positive airway pressure therapy of obstructive sleep apnea. Am J Respir Crit Care Med. 1994;150:475–80. [PubMed]


Iber C, Ancoli-Israel S, Chesson AL, Quan SF, authors. The AASM Manual for the Scoring of Sleep and Associated Events. Rules, Terminology and Technical Specifications. Westchester, IL: American Academy of Sleep Medicine, 2007.


American Academy of Sleep Medicine. International Classification of Sleep Disorders: Diagnostic & Coding Manual. 2nd ed. Westchester, IL: American Academy of Sleep Medicine, 2005.


Redline S, Budhiraja R, Kapur V, et al., authors. The scoring of respiratory events in sleep: reliability and validity. J Clin Sleep Med. 2007;3:169–200. [PubMed]


Cracowski C, Pepin JL, Wuyam B, Levy P, authors. Characterization of obstructive nonapneic respiratory events in moderate sleep apnea syndrome. Am J Respir Crit Care Med. 2001;164:944–8. [PubMed]


Berry RB, Budhiraja R, Gottlieb DJ, et al., authors. Rules for scoring respiratory events in sleep: update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events. Deliberations of the Sleep Apnea Definitions Task Force of the American Academy of Sleep Medicine. J Clin Sleep Med. 2012;8:597–619. [PubMed]


Masa JF, Corral J, Teran J, et al., authors. Apnoeic and obstructive nonapnoeic sleep respiratory events. Eur Respir J. 2009;34:156–61. [PubMed]


Kushida CA, Chediak A, Berry RB, et al., authors. Clinical guidelines for the manual titration of positive airway pressure in patients with obstructive sleep apnea. J Clin Sleep Med. 2008;4:157–71. [PubMed]


Sforza E, Krieger J, Bacon W, Petiau C, Zamagni M, Boudewijns A, authors. Determinants of effective continuous positive airway pressure in obstructive sleep apnea. Role of respiratory effort. Am J Respir Crit Care Med. 1995;151:1852–6. [PubMed]


Calero G, Farre R, Ballester E, Hernandez L, Daniel N, Montserrat Canal JM, authors. Physiological consequences of prolonged periods of flow limitation in patients with sleep apnea hypopnea syndrome. Respir Med. 2006;100:813–7. [PubMed]


Krakow B, Romero E, Ulibarri VA, Kikta S, authors. Prospective assessment of nocturnal awakenings in a case series of treatment-seeking chronic insomnia patients: a pilot study of subjective and objective causes. Sleep. 2012;35:1685–92. [PubMed]


Loube DI, Andrada TF, authors. Comparison of respiratory polysomnographic parameters in matched cohorts of upper airway resistance and obstructive sleep apnea syndrome patients. Chest. 1999;115:1519–24. [PubMed]


Almeida FR, Parker JA, Hodges JS, Lowe AA, Ferguson KA, authors. Effect of a titration polysomnogram on treatment success with a mandibular repositioning appliance. J Clin Sleep Med. 2009;5:198–204. [PubMed]


Canapari CA, Hoppin AG, Kinane TB, Thomas BJ, Torriani M, Katz ES, authors. Relationship between sleep apnea, fat distribution, and insulin resistance in obese children. J Clin Sleep Med. 2011;7:268–73. [PubMed]


Eiseman NA, Westover MB, Ellenbogen JM, Bianchi MT, authors. The impact of body posture and sleep stages on sleep apnea severity in adults. J Clin Sleep Med. 2012;8:655–66A. [PubMed]


Gilmartin G, McGeehan B, Vigneault K, et al., authors. Treatment of positive airway pressure treatment-associated respiratory instability with enhanced expiratory rebreathing space (EERS). J Clin Sleep Med. 2010;6:529–38. [PubMed]


Gingras JL, Gaultney JF, Picchietti DL, authors. Pediatric periodic limb movement disorder: sleep symptom and polysomnographic correlates compared to obstructive sleep apnea. J Clin Sleep Med. 2011;7:603–69A. [PubMed]


Khawaja IS, Olson EJ, van der WC, et al., authors. Diagnostic accuracy of split-night polysomnograms. J Clin Sleep Med. 2010;6:357–62. [PubMed]


Krakow B, Ulibarri V, Melendrez D, Kikta S, Togami L, Haynes P, authors. A daytime, abbreviated cardio-respiratory sleep study (CPT 95807-52) to acclimate insomnia patients with sleep disordered breathing to positive airway pressure (PAP-NAP). J Clin Sleep Med. 2008;4:212–22. [PubMed]


Masdeu MJ, Seelall V, Patel AV, Ayappa I, Rapoport DM, authors. Awake measures of nasal resistance and upper airway resistance on CPAP during sleep. J Clin Sleep Med. 2011;7:31–40. [PubMed]


O'Brien LM, Bullough AS, Shelgikar AV, Chames MC, Armitage R, Chervin RD, authors. Validation of Watch-PAT-200 against polysomnography during pregnancy. J Clin Sleep Med. 2012;8:287–94. [PubMed]


Patel AV, Hwang D, Masdeu MJ, Chen GM, Rapoport DM, Ayappa I, authors. Predictors of response to a nasal expiratory resistor device and its potential mechanisms of action for treatment of obstructive sleep apnea. J Clin Sleep Med. 2011;7:13–22. [PubMed]


Somiah M, Taxin Z, Keating J, et al., authors. Sleep quality, short-term and long-term CPAP adherence. J Clin Sleep Med. 2012;8:489–500. [PubMed]


Kushida CA, Littner MR, Morgenthaler T, et al., authors. Practice parameters for the indications for polysomnography and related procedures: an update for 2005. Sleep. 2005;28:499–521. [PubMed]


Brown LK, author. Adherence-based coverage of positive airway pressure treatment for sleep apnea: the ‘brave new world’ of cost-saving strategies. Curr Opin Pulm Med. 2011;17:403–5. [PubMed]


Hirshkowitz M, Sharafkhaneh A, authors. Positive airway pressure therapy of OSA. Semin Respir Crit Care Med. 2005;26:68–79. [PubMed]


Krakow B, Ulibarri VA, Romero EA, Thomas RJ, McIver ND, authors. Adaptive servo-ventilation therapy in a case series of patients with co-morbid insomnia and sleep apnea. Journal of Sleep Disorders: Treatment and Care. 2013;2:1–10.