bioRxivNeurosciencePreprint
Beyond circadian: a yearlong prospective cohort study into human sleep using subcutaneously implanted electroencephalography
Tamir AvigdoriD, Jonas Duun‐HenrikseniD, Esben AhrensiD, Alyssa HoiD, Matthew MoyeiD, David CarlsoniD, Birgit FrauscheriD, Sándor BeniczkyiD
Abstract
Background: Sleep is vital for brain health and plays a key role in many neuropsychiatric conditions. Despite its importance, sleep physiology has primarily been studied in short-term laboratory settings, limiting our ability to capture ultralong-term changes in EEG-defined sleep architecture across days, weeks, and months under real-world conditions. Methods: This study leveraged a novel technology, subcutaneous electroencephalography (sqEEG) to examine ultralong-term variations in sleep. We recorded sqEEG from 20 healthy adults over a full year. We assessed intrinsic multi-day rhythms at the individual-subject level and we evaluated the effects of external factors, including season, temperature and weekends across multiple sleep metrics. Findings: Early summer was characterized by shorter total sleep time and lower REM sleep duration. Weather influenced sleep: bright sunshine was associated with shorter sleep latency, whereas greater cloud cover was associated with longer sleep latency, and higher temperatures were associated with earlier sleep timing and reduced deep sleep. Weekend nights were associated with delayed sleep onset, offset, and midpoint, along with modest changes in Sunday-night sleep architecture. Social jetlag of at least one hour was present in a meaningful minority of participants, while overall sleep regularity remained high. Robust multi-day intrinsic cycles were not detected. Interpretation: Continuous long-term sqEEG monitoring reveals that sleep is a dynamic process shaped by external environmental cues. Seasonal changes, temperature, and weekend schedules contribute to variations in sleep timing and duration throughout the year.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Night-to-night sleep EEG variability over one year
Yevgenia Rosenblum, Leonore Bovy, … Martin Dresler·bioRxiv·Jul 8, 2026
- Active Bed Microclimate Regulation Modulates Sleep Architecture, Autonomic, and Central Nervous System Activity during Sleep
Gary Garcia‐Molina, Megha Rajam Rao, … Phyllis C. Zee·bioRxiv·Sep 13, 2026
- Sleep homeostasis in a naturalistic setting
Péter P. Ujma, Róbert Bódizs·bioRxiv·Jul 2, 2024
- Large-scale wearable data reveal spatiotemporal organization of annual sleep patterns
Annika H. Rose, Hannes Schenk, … Eva C. Winnebeck·bioRxiv·Aug 3, 2025
- The sleep EEG envelope: a novel, neuronal firing-based human biomarker
Péter P. Ujma, Martin Dresler, … Róbert Bódizs·Scientific ReportsPeer-reviewed·Nov 6, 2022
- The determinants of the subjective perception of sleep: insights from a high-density EEG study with serial awakenings
Aurélie Stephan, Sandro Lecci, … Francesca Siclari·bioRxiv·Apr 6, 2021