SLEEPNeurosciencePeer-reviewed journal article
The Aging Slow Wave: A Shifting Amalgam of Distinct Slow Wave and Spindle Coupling Subtypes Define Slow Wave Sleep Across the Human Lifespan
Brice V. McConnelliD, Eugene KronbergiD, Peter D. Teale, Stefan SillauiD, Grace M. FishbackiD, Rini I. KaplaniD, Angela J. FoughtiD, A. Ranjitha Dhanasekaran, Brian D. BermaniD, Alberto R. RamosiD, Rachel Lee McClureiD, Brianne Magouirk BettcheriD
Abstract
Study ObjectivesSlow wave and spindle coupling supports memory consolidation, and loss of coupling is linked with cognitive decline and neurodegeneration. Coupling is proposed to be a possible biomarker of neurological disease, yet little is known about the different subtypes of coupling that normally occur throughout human development and aging. Here we identify distinct subtypes of spindles within slow wave upstates and describe their relationships with sleep stage across the human lifespan. MethodsCoupling within a cross-sectional cohort of 582 subjects was quantified from stages N2 and N3 sleep across ages 6-88 years old. Results were analyzed across the study population via mixed model regression. Within a subset of subjects, we further utilized coupling to identify discrete subtypes of slow waves by their coupled spindles. ResultsTwo different subtypes of spindles were identified during the upstates of (distinct) slow waves: an "early-fast" spindle, more common in stage N2 sleep, and a "late-fast" spindle, more common in stage N3. We further found stages N2 and N3 sleep are composed of two discrete subtypes of slow waves, each identified by their unique coupled-spindle timing and frequency. The relative contribution of coupling subtypes shifts across the human lifespan, and a deeper sleep phenotype prevails during old age. ConclusionsDistinct subtypes of slow waves and coupled spindles form the composite of slow wave sleep. Our findings support a model of sleep-dependent synaptic regulation via discrete slow wave/spindle coupling subtypes and advance a conceptual framework for the development of coupling-based biomarkers in age-associated neurological disease. Statement of SignificanceSlow waves of nonrapid eye movement sleep couple with sleep spindles in a process hypothesized to support memory functions. This coupling has recently gained interest as a possible biomarker of cognitive aging and onset of Alzheimers disease. Most studies have been limited by an assumption that all slow waves (and coupled spindles) are fundamentally the same physiological events. Here we demonstrate that distinct subtypes of slow waves and their coupled spindles can be identified in human sleep. A mixture of different slow wave and spindle subtypes shifts in composition during lighter versus deeper sleep, and aging favors the deep sleep subtypes. These data should inform any future attempts to use slow wave sleep as a biomarker or clinical interventional target.
- Citations
- 39
- FWCI
- 3.02
- Field percentile
- top 8%
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
- The Rise and Fall of Slow Wave Tides: Vacillations of Slow Wave/Spindle Coupling Shift the Composition of Slow Wave Activity Through Sleep Cycles in Accordance with Depth of Sleep
Brice V. McConnell, Eugene Kronberg, … Brianne Magouirk Bettcher·Frontiers in NeurosciencePeer-reviewed·Jun 23, 2022
- Precise Slow Oscillation-Spindle Coupling Promotes Memory Consolidation in Younger and Older Adults
Beate E. Muehlroth, Myriam C. Sander, … Markus Werkle‐Bergner·Scientific ReportsPeer-reviewed·Feb 13, 2019
- Timely sleep coupling: spindle-slow wave synchrony is linked to early amyloid-β burden and predicts memory decline
Daphné Chylinski, Maxime Van Egroo, … Gilles Vandewalle·eLifePeer-reviewed·May 24, 2022
- Differential expression of spatiotemporal sleep spindle clusters in ageing
Liisa Raud, Martijn J.B. Smits, … Anders M. Fjell·bioRxiv·May 19, 2025
- Longitudinal Alterations in Sleep EEG Biomarkers of Memory Consolidation in Middle-Aged and Older Adults
Destiny E. Berisha, Abhishek Dave, … Ruth M. Benca·bioRxiv·May 14, 2026
- Interrelations between delta waves, spindles and slow oscillations in human NREM sleep and their functional role in memory
Larissa N. Wüst, Daria Antonenko, … Agnes Flöel·bioRxiv·Sep 3, 2021