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Night-to-Night Sleep Variability Modulates Subjective Sleep Perception in Chronic Insomnia: A Multilevel Analysis.

Overview

Authors: Xiaoyu Xiao1, Shuo Liu1, Wenjing Jiang1, Zhuqing Xu1, Fanzun Meng1, Fangchun Huang1, Xiaochan Bi1, Zixiang Guo1, Yuqi Li1
  1. Department of Geriatric Medicine & Laboratory of Gerontology and Anti-Aging Research, Qilu Hospital of Shandong University, Jinan, Shandong Province, People’s Republic of China
Journal: Nature and science of sleep, volume 18, article 602062
Dates: received 22 March 2026; accepted 12 June 2026; published online 19 June 2026
Type: Research article · Language: English
License: CC BY-NC
Identifiers: DOI 10.2147/nss.s602062 · PMID 42344603 · PMCID PMC13289649 · OpenAlex W7165187155
Open access: gold, a free copy (OpenAlex)
Status: code on request
Categories: human (organism), sleep disorders (population), cognitive (subfield)
Methods: Connectivity, Statistics, Single-unit activity, calcium imaging
Keywords: night-to-night variability, intraindividual variability, subjective sleep perception, sleep perception bias, sleep state misperception
Topic: Sleep and related disorders (Experimental and Cognitive Psychology, Psychology), according to OpenAlex
Citations: cited by 1 paper (Europe PMC); 43 references in the paper

Abstract

Introduction: Subjective sleep perception often differs from objective sleep measures in chronic insomnia, but the role of night-to-night sleep variability remains insufficiently understood. This study examined the effects of daily within-individual sleep fluctuations and between-individual sleep variability on subjective sleep perception in patients with chronic insomnia.

Methods: Fifty patients with chronic insomnia completed home-based sleep monitoring and sleep diaries for five to seven consecutive nights, yielding 312 valid nights. Sleep perception bias was defined as the difference between objective sleep parameters and subjective estimates. Sleep variability was quantified using the coefficient of variation. Linear mixed-effects models examined within-individual associations, between-individual variability effects, and cross-level interactions.

Results: Nightly objective changes in total sleep time, sleep efficiency, wake after sleep onset, and sleep onset latency were significantly associated with corresponding subjective-objective discrepancies. Subjective perception changed less than objective sleep parameters, suggesting reduced subjective responsiveness to nightly sleep changes. Between individuals, lower total sleep time variability was associated with greater bias in perceived sleep duration and sleep efficiency. Higher N2 percentage variability was associated with greater wake after sleep onset perception bias and moderated the association between objective wake time and subjective perception.

Discussion: These findings suggest that subjective sleep perception in chronic insomnia is influenced by nightly objective sleep changes and longer-term sleep variability. N2-related findings should be interpreted cautiously given the exploratory sleep-stage-specific analyses and portable EEG monitoring.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

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Tracing map

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Data

No dataset and no data link were found in the paper.

Data Sharing Statement

The data and analysis code that support the findings of this study are available from the corresponding author upon request.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 9 authors, 5 keywords, 43 references.

Cite

This paper

Xiao, X., Liu, S., Jiang, W., Xu, Z., Meng, F., Huang, F., Bi, X., Guo, Z., & Li, Y. (2026). Night-to-Night Sleep Variability Modulates Subjective Sleep Perception in Chronic Insomnia: A Multilevel Analysis. Nature and science of sleep, 18, 602062. https://doi.org/10.2147/nss.s602062

BibTeX

@article{xiao2026night,
author = {Xiao, Xiaoyu and Liu, Shuo and Jiang, Wenjing and Xu, Zhuqing and Meng, Fanzun and Huang, Fangchun and Bi, Xiaochan and Guo, Zixiang and Li, Yuqi},
title = {{Night-to-Night Sleep Variability Modulates Subjective Sleep Perception in Chronic Insomnia: A Multilevel Analysis}},
journal = {Nature and science of sleep},
year = {2026},
month = jun,
volume = {18},
pages = {602062},
publisher = {Dove Press},
issn = {1179-1608},
doi = {10.2147/nss.s602062},
url = {https://doi.org/10.2147/nss.s602062},
pmid = {42344603},
pmcid = {PMC13289649}
}

RIS

TY - JOUR
AU - Xiao, Xiaoyu
AU - Liu, Shuo
AU - Jiang, Wenjing
AU - Xu, Zhuqing
AU - Meng, Fanzun
AU - Huang, Fangchun
AU - Bi, Xiaochan
AU - Guo, Zixiang
AU - Li, Yuqi
TI - Night-to-Night Sleep Variability Modulates Subjective Sleep Perception in Chronic Insomnia: A Multilevel Analysis
T2 - Nature and science of sleep
J2 - Nat Sci Sleep
PY - 2026
DA - 2026/06/19
VL - 18
SP - 602062
SN - 1179-1608
PB - Dove Press
DO - 10.2147/nss.s602062
UR - https://doi.org/10.2147/nss.s602062
LA - en
ER -

CSL-JSON

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