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ORPNR has been used extensively in group studies to determine if different demographics and clinical disorders are associated with different sleep depth. High group averages (shallower sleep) were associated with age (1), male gender (1), increasing OSA severity (1-3), Parkinson’s disease (4), adolescents with attention deficit hyperactivity disorder (ADHD) (5), sleep under noisy conditions (6), Narcolepsy (7), a subtype of insomnia (8), and a subtype of idiopathic hypersomnia (9). 

Group averages of ORPNR are lower after sleep deprivation (10) and higher in the latter part of the night (10,11), indicating that ORPNR is sensitive to sleep pressure. Low average values (<0.60) can be seen at all ages but mostly in asymptomatic young subjects (10,12) and sleepy older subjects, including a subgroup of patients with idiopathic hypersomnia (9). 

The range of individual ORPNR values is very wide (0.30-1.60) in all cohorts studied so far, regardless of demographics or presence or absence of sleep disorders or symptoms, and the difference in cohort averages in symptomatic vs. asymptomatic subjects is very small relative to the range in different cohorts, such that there is substantial overlap in the cohort ranges (1). There are, accordingly, no values that can be considered normal or abnormal. Even in subjects with bona fide idiopathic hypersomnia, ORPNR ranges from low to very high values (9). ORPNR is, accordingly, not very helpful when assessed in isolation in the diagnosis and management of individual patients. However, as will be discussed in later sections, it is a very common member of biomarker clusters that are fairly specific to underlying mechanisms of sleep complaints and disorders. Reference has already been made to the use of associated ORPW in determining the mechanism of elevated ORPNR.

ORPNR is negatively associated with quality of life after adjusting for age, gender, and BMI. In a preliminary analysis of the relation between ORPNR and the 36-Item Short Form Survey (SF-36) in SHHS participants, an increase in ORPNR of 1 unit was associated with 3-point decrease in physical (SF36-P) and 4-point decrease in mental (SF36-M) quality of life. Both relations were significant whether or not participants with OSA were included (M Younes, unpublished observations). Higher ORPNR was associated with all-cause mortality (13).

The relation between ORPNR and excessive sleepiness is most interesting. Subjects with very high or very low ORPNR could be very sleepy or not sleepy at all. In the aforementioned study on SHHS participants, there was no correlation between ORPNR and the Epworth Sleepiness Scale (ESS) despite the very large number of participants (>5000). Furthermore, Keenan et al found no differences in ORPNR among SAGIC participants with OSA who were not sleepy (n=485), excessively sleepy (n=533), or moderately sleepy (n=500) (14) 

 

A possible explanation is that shallow sleep may be an expression of a disorder with low sleep pressure, where EDS is not expected or seen, or the result of a disorder that interferes with progression to deep sleep (e.g., OSA), where EDS may be expected.

 

Likewise, excessive deep sleep may be a manifestation of a primary disorder of excessive sleepiness, or the deep sleep during the PSG may be the result of sleep deprivation in prior nights in subjects who are not otherwise sleepy (as indicated by questionnaires performed separately).

Properly controlled studies are needed to address this important issue.

Relevant References:
 

  1. Younes M, Azarbarzin A, Reid M, Mazzotti DR, Redline S. Characteristics and reproducibility of novel sleep EEG biomarkers and their variation with sleep apnea and insomnia in a large community-based cohort. Sleep. 2021 Oct 11;44(10):zsab145. doi: 10.1093/sleep/zsab145. 

  2. Younes M, Gerardy B, Giannouli E, Raneri J, Ayas NT, Skomro R, John Kimoff R, Series F, Hanly PJ, Beaudin A. Contribution of obstructive sleep apnea to disrupted sleep in a large clinical cohort of patients with suspected obstructive sleep apnea. Sleep. 2023 Jul 11;46(7):zsac321. doi: 10.1093/sleep/zsac321. PMID: 36591638; PMCID: PMC10334732.PMID: 34156473; PMCID: PMC8503837.

  3. Beaudin AE, Younes M, Gerardy B, Raneri JK, Hirsch Allen AJM, Gomes T, Gakwaya S, Sériès F, Kimoff J, Skomro RP, Ayas NT, Smith EE, Hanly PJ. Association between sleep microarchitecture and cognition in obstructive sleep apnea. Sleep. 2024 Dec 11;47(12):zsae141. doi: 10.1093/sleep/zsae141. PMID: 38943546; PMCID: PMC11632191.

  4. Elhaj H, Beaudin AE, Younes M, Gu Y, Kimoff J, Lafontaine AL, Ayas NT, Hanly PJ, Skomro RP, Sériès F, Kaminska M. Sleep depth and cognitive function in Parkinson's disease: An analysis using the Odd's Ratio Product (ORP). Sleep Med. 2026 Apr 8;144:108959. doi: 10.1016/j.sleep.2026.108959. Epub ahead of print. PMID: 41962180.

  5. Ricci A, Calhoun SL, He F, Fang J, Vgontzas AN, Liao D, Bixler EO, Younes M, Fernandez-Mendoza J. Association of a novel EEG metric of sleep depth/intensity with attention-deficit/hyperactivity, learning, and internalizing disorders and their pharmacotherapy in adolescence. Sleep. 2022 Mar 14;45(3):zsab287. doi: 10.1093/sleep/zsab287. PMID: 34888687; PMCID: PMC8919202.

  6. Smith MG, Younes M, Aeschbach D, Elmenhorst EM, Müller U, Basner M. Traffic noise-induced changes in wake-propensity measured with the Odds-Ratio Product (ORP). Sci Total Environ. 2022 Jan 20;805:150191. doi: 10.1016/j.scitotenv.2021.150191. Epub 2021 Sep 7. PMID: 34818802.

  7. Bi T, Han F, Younes M. Characteristics of novel sleep EEG biomarkers with disorders of central hypersomnolence. Sleep Medicine. Volume 115, Supplement 1, February 2024, Page S155

  8. Lambing K, Guadagni V, Gerardy B, Bender A, Younes M, Bastien CH. Odds Ratio Product as a Biological Marker of Phenotypes of Insomnia. J Sleep Res. 2026 Apr;35(2):e70169. doi: 10.1111/jsr.70169. Epub 2025 Aug 15. PMID: 40814939.024-Abstracts: page 155.

  9. Thomas R, Gerardy B, Blattner M,Younes M. Odds Ratio Product reveals distinct sleep phenotypes in idiopathic hypersomnia. Sleep. 2022:Vol 45; Supplement 1:A186

  10. Goldschmied JR, Kuna ST, Maislin G, Tanayapong P, Pack AI, Younes M. The sleep homeostatic response to sleep deprivation in humans is heritable. Sleep. 2023 Mar 9;46(3):zsac314. doi: 10.1093/sleep/zsac314. PMID: 36545811; PMCID: PMC9995770.

  11. Qanash S, Giannouli E, Younes M. Assessment of intervention-related changes in non-rapid-eye-movement sleep depth: importance of sleep depth changes within stage 2. Sleep Med. 2017 Dec;40:84-93. doi: 10.1016/j.sleep.2017.09.022. Epub 2017 Oct 12. PMID: 29221784.

  12. Magnison-Benoit S, Snow C, Pun M, Gauba H, Berghmans S, Clarke A, Hansen B, Donald AMH, Gerardy B, Hogan DB, Hill MD, Holodinsky J, Tsai WH, Stewart Longman R, Rawling JM, Younes M, Poulin MJ. Age-related changes in sleep architecture: Effects of body mass index, sex, and mental health in community-dwelling adults using at-home polysomnography. Sleep Med. 2025 Sep;133:106629. doi: 10.1016/j.sleep.2025.106629. Epub 2025 Jun 6. PMID: 40561836.

  13. Huang J, Wang L. Association of Novel Sleep EEG Biomarkers with All-Cause Mortality in a Large Community-Based Cohort. Nat Sci Sleep. 2025 Nov 22;17:3015-3032. doi: 10.2147/NSS.S557087. PMID: 41312185; PMCID: PMC12649793.

  14. Keenan BT and the SAGIC investigators. Different physiological characteristics of obstructive sleep apnea symptom subtypes across international sleep centers. 2026 (submitted for publication).

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