Exploring the Arousal Intensity in Patients with Obstructive Sleep Apnea: Based on Odds Ratio Product.

Nat Sci Sleep

Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, People's Republic of China.

Published: September 2025


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

Aim: Obstructive sleep apnea (OSA) is characterized by repetitive upper airway collapse during sleep, resulting in frequent cortical arousals. However, currently used frequency-based arousal metrics do not sufficiently capture the heterogeneity and clinical significance of arousal responses. The odds ratio product (ORP) is a novel electroencephalographic marker that provides a continuous assessment of sleep depth and has the potential to serve as an objective measure of arousal intensity.

Purpose: This study aimed to quantify the intensity of arousals in untreated OSA patients using the ORP, and to explore the relationships between arousal intensity, respiratory event features, and subjective sleepiness.

Patients And Methods: We retrospectively analysed data from 1057 adults with untreated OSA enrolled in the APPLES cohort. EEG spectral power was mapped to ORP values, and arousal intensity for each event was objectively calculated based on deviations in ORP from baseline. A total of 258,121 arousal events were included. Mixed-effects modelling was used to assess the impact of event type, duration, latency, sleep stage, position, and inter-individual variability on arousal intensity. Stepwise multiple regression explored associations between individual arousal intensity and subjective sleepiness.

Results: Arousal intensity increased significantly with the duration of preceding respiratory events, and was markedly higher than that of spontaneous arousals. The association between respiratory events and arousal intensity was stronger for apneas than for hypopneas, while deep sleep stage and lateral posture significantly reduced arousal response. Inter-individual variability was pronounced. Higher baseline arousal intensity was independently associated with increased subjective daytime sleepiness, after adjusting for known confounders.

Conclusion: ORP-derived arousal intensity provides a quantitative biomarker of cortical arousal. Arousal intensity is shaped by respiratory event characteristics, sleep architecture, and intrinsic individual traits. Although slight, arousal intensity is independently associated with subjective daytime sleepiness.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC12414340PMC
http://dx.doi.org/10.2147/NSS.S435918DOI Listing

Publication Analysis

Top Keywords

arousal intensity
44
arousal
16
intensity
12
obstructive sleep
8
sleep apnea
8
odds ratio
8
ratio product
8
untreated osa
8
respiratory event
8
sleep stage
8

Similar Publications

Exploring the Arousal Intensity in Patients with Obstructive Sleep Apnea: Based on Odds Ratio Product.

Nat Sci Sleep

September 2025

Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, People's Republic of China.

Aim: Obstructive sleep apnea (OSA) is characterized by repetitive upper airway collapse during sleep, resulting in frequent cortical arousals. However, currently used frequency-based arousal metrics do not sufficiently capture the heterogeneity and clinical significance of arousal responses. The odds ratio product (ORP) is a novel electroencephalographic marker that provides a continuous assessment of sleep depth and has the potential to serve as an objective measure of arousal intensity.

View Article and Find Full Text PDF

Repetitive stress decreases norepinephrine's dynamic range in the auditory cortex.

Neuropharmacology

September 2025

Department of Life Sciences, Ben-Gurion University of the Negev, 84105, Beer Sheva, Israel; Zelman Center for Brain Science Research, Ben-Gurion University of the Negev, 84105, Beer Sheva, Israel. Electronic address:

Norepinephrine (NE) is a key neuromodulator in the brain with a wide range of functions. It regulates arousal, attention, and the brain's response to stress, enhancing alertness and prioritizing relevant stimuli. In the auditory domain, NE modulates neural processing and plasticity in the auditory cortex by adjusting excitatory-inhibitory balance, tuning curves, and signal-to-noise ratio.

View Article and Find Full Text PDF

Background: Although opioid analgesics may influence sleep in patients with chronic pain, the association between strong opioid use and sleep characteristics remains unclear. This study aimed to explore differences in sleep status among chronic pain patients with varying levels of opioid use.

Methods: A total of 29 patients with chronic non-cancer pain who had been under treatment for more than 6 months were included.

View Article and Find Full Text PDF

The neural correlates of treatment-resistant depression (TRD) are not fully elucidated. Brainstem functional connectivity (FC) in TRD has rarely been investigated, despite the assumed role of several brainstem nuclei in depression. 23 patients and 23 sex- and age-matched healthy controls underwent resting-state functional MRI.

View Article and Find Full Text PDF

When compared to nature sounds, exposure to mechanical sounds evokes higher levels of perceptual and physiological arousal, prompting the recruitment of attentional and physiological resources to elicit adaptive responses. However, it is unclear whether these attributes are solely related to the sound intensity of mechanical sounds, since in most real-world scenarios, mechanical sounds are present at high intensities, or if other acoustic or semantic factors are also at play. We measured the Skin Conductance Response (SCR), reflecting sympathetic nervous system (SNS) activity as well as the pleasantness and eventfulness of the soundscape across two passive and active listening tasks in (N = 25; 14 females, 11 males) healthy subjects.

View Article and Find Full Text PDF