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Resting EEG Periodic and Aperiodic Components Predict Cognitive Decline Over 10 Years
Anna J Finley1, Douglas J Angus2, Erik L Knight3
1Institute on Aging, University of Wisconsin-Madison, Madison, Wisconsin 53706 ajfinley2@wisc.edu stacey.schaefer@wisc.edu.
Summary
Brain activity measures, individual alpha peak frequency (IAPF) and aperiodic exponent, predict cognitive decline. Mismatched IAPF and exponent levels indicate higher risk for cognitive aging, especially in executive function.
Area of Science:
- Neuroscience
- Cognitive Aging
- Biomarkers
Background:
- Intrinsic brain function at rest, measured by EEG, shows potential for predicting cognitive decline.
- Individual alpha peak frequency (IAPF) and aperiodic exponent are key EEG metrics linked to age and cognitive function.
- Limited research exists on the combined predictive power of IAPF and aperiodic exponent for longitudinal cognitive decline.
Purpose of the Study:
- To investigate if resting-state IAPF and aperiodic exponent predict cognitive function decline over 10 years.
- To examine the joint association of IAPF and aperiodic exponent with longitudinal changes in cognitive ability.
Main Methods:
- Secondary analysis of the longitudinal Midlife in the United States (MIDUS) study data.
- EEG recordings from 235 participants (mean age 55.10 years) were used to measure IAPF and aperiodic exponent.
- Cognitive function was assessed over a 10-year period, controlling for demographic factors.
Main Results:
- IAPF and aperiodic exponent interacted significantly to predict decline in overall cognitive ability.
- "Mismatched" combinations of IAPF and aperiodic exponent were associated with greater cognitive decline compared to "matched" combinations.
- Executive function measures were primarily influenced by these combined EEG predictors.
Conclusions:
- This study provides the first evidence that IAPF and the aperiodic exponent jointly predict cognitive decline from midlife.
- These brain activity measures may serve as valuable clinical tools for identifying individuals at risk of cognitive aging.
- Understanding the interplay between IAPF and aperiodic exponent offers new insights into neural mechanisms of cognitive aging.

