Changes in the shape of brain waves during deep sleep may signal Alzheimer’s disease before memory loss begins, according to a study published in Alzheimer’s Research & Therapy.
Researchers found that these subtle neurological shifts occur in cognitively healthy individuals who carry abnormal amyloid biomarkers.
The research, reported by News-Medical, suggests that the morphology—or physical shape—of slow waves during non-REM sleep serves as a potential non-invasive biomarker for preclinical Alzheimer’s. While many associate the disease with late-stage cognitive decline, these sleep disturbances may appear years before clinical symptoms manifest.
Sleep Wave Morphology Shifts Early
The study analyzed 116 adults at the Hospital Clínic de Barcelona using polysomnography, a comprehensive overnight sleep monitoring technique. Researchers categorized participants into three distinct groups: those without amyloid biomarkers, those with amyloid biomarkers but no cognitive impairment (preclinical Alzheimer’s), and those with confirmed mild cognitive impairment or dementia.
While broad sleep patterns like efficiency and time spent awake (wake after sleep onset, or WASO) showed significant changes primarily in the symptomatic group, the finer details of brain wave structure revealed earlier warnings. The most pronounced change was a gradual flattening and lowering of the amplitude of slow waves across the continuum.

Specifically, the average slope of these waves declined from approximately 370 microvolts per second in the healthy group to 342 in the amyloid-positive group, and finally to 300 in the early Alzheimer’s group. UA.News reported that this progressive flattening suggests a loss of synchronization among neurons, which may interfere with the brain’s ability to reset synapses nightly.
Mechanisms of Memory and Clearance
Deep sleep, specifically slow-wave sleep (SWS), is critical for two primary neurological functions. First, it facilitates the consolidation of newly learned information into long-term memory. Second, it supports the glymphatic system, a waste-clearance pathway that removes metabolic byproducts like amyloid-beta and tau proteins from the brain.
The accumulation of these proteins is a hallmark of Alzheimer’s pathology. As reported by Yahoo Health, research from UC Berkeley suggests that as tau protein builds up in the frontal cortex, the coordinated slow waves required for memory formation become increasingly disrupted. This creates a potential feedback loop where protein buildup harms sleep, and poor sleep further impairs the brain’s ability to clear those same proteins.
“This study strengthens the connection between sleep and memory by confirming that tau accumulation harms memory and showing that part of this process is directly linked to slow-wave sleep,” said Carleara Weiss, PhD, MSH, RN, sleep science advisor for Aeroflow Sleep.
The researchers propose that the flatter waves observed in later stages may reflect weakened neuronal connections or increased cortical excitability. This lack of coordination could disrupt the relationship between slow waves and other brain rhythms necessary for stable memory storage.

Clinical Data Comparison
The following table summarizes the observed changes in slow-wave characteristics across the three study cohorts, as detailed in the research findings:
| Metric | Cognitively Unimpaired (Amyloid Negative) | Preclinical AD (Amyloid Positive) | Early Alzheimer’s Disease |
|---|---|---|---|
| Average Wave Slope | ~370 μV/s | ~342 μV/s | ~300 μV/s |
| Peak-to-Peak Amplitude | ~100 μV | ~95 μV | ~89.5 μV |
| Slow-Wave Duration | 1.22 seconds | 1.25 seconds | 1.32 seconds |
Deep Sleep Wave Changes Signal Early Alzheimer's Risk
- Sleep as an Early Warning: Changes in the “shape” of deep sleep brain waves may appear before any noticeable memory problems occur.
- Brain Cleaning Process: Deep sleep is when the brain clears out toxic proteins (amyloid and tau) that are linked to Alzheimer’s.
- Wave Flattening: As the disease progresses, the electrical signals in the brain during deep sleep become flatter and less efficient, potentially signaling weakened connections between brain cells.
Sex Differences in Cognitive Trajectories
The study also identified notable differences between men and women regarding how sleep relates to cognitive health. Women in the study generally spent more time in deep sleep and exhibited stronger, steeper, and taller slow waves than men. However, the pattern of declining sleep quality across the Alzheimer’s continuum was present in both sexes.
Scientists found that as an Alzheimer’s protein builds up, the deep-sleep brain waves that lock in memories stop traveling and go “lonely” | Daniel Okoro, The Sciverse During deep sleep, huge groups of brain cells switch off and on together, creating slow waves that start at the… pic.twitter.com/HNXUIYy1uI
Interestingly, the association between sleep and cognitive performance appeared sex-specific. In a group of 32 men, all slow-wave measures were significantly linked to better cognitive trajectories. In contrast, this association was not observed in the group of 44 women. The authors noted these findings are exploratory due to the relatively small sample sizes for each sex.
Cross-Sectional Study Design Limits Causal Conclusions
It is important to note that the study was cross-sectional, meaning it compared different people at different stages rather than following the same people over time. Consequently, the researchers cannot definitively state whether sleep changes cause Alzheimer’s or if the disease causes the sleep changes. Each participant was monitored for only one night in a laboratory setting, which may not fully reflect long-term sleep habits.
The study was conducted within a cohort enriched for Alzheimer’s risk factors, including a high percentage of APOE-ε4 carriers (an established genetic risk factor for the disease). While these findings offer a promising path for non-invasive screening, they currently represent a biological correlation rather than a diagnostic certainty.

Consult a Doctor for Significant Sleep Architecture Changes
These findings are intended for research and clinical understanding and do not replace professional medical diagnosis. Individuals should not attempt to self-diagnose neurological conditions based on sleep patterns.
While lifestyle factors like regular exercise and consistent sleep routines are generally encouraged for brain health, significant changes in sleep architecture—such as chronic insomnia, frequent nighttime awakenings, or excessive daytime sleepiness—should be evaluated by a healthcare professional. Medical consultation is particularly vital if sleep disturbances are accompanied by new or worsening memory impairment, confusion, or changes in cognitive function.
The potential for future interventions, such as auditory or electrical stimulation to improve slow-wave activity, remains in the investigative phase and is not currently a standard clinical treatment for Alzheimer’s prevention.
References
- Tort-Colet, N., et al. (2026). Slow-wave sleep across the Alzheimer’s disease continuum: cognitive trajectories and sex differences. Alzheimer’s Research & Therapy. https://link.springer.com/article/10.1186/s13195-026-02249-4
- UC Berkeley links lonely deep-sleep waves to early memory loss.
- Journal of Dementia and Alzheimer’s Disease.