In both humans and dogs sleep spindle occurrence between acquisition and recall of a specific memory correlate with learning performance. However, it is not known whether sleep spindle characteristics are also linked to performance beyond the span of a day, except in regard to general mental ability in humans. Such a relationship is likely, as both memory and spindle expression decline with age in both species (in dogs specifically the density and amplitude of slow spindles). We investigated if spindle amplitude, density (spindles/minute) and/or frequency (waves/second) correlate with performance on a short-term memory and a reversal-learning task in old dogs (> 7 years), when measurements of behavior and eeG were on average a month apart. Higher frequencies of fast (≥ 13 Hz) spindles on the frontal and central midline electrodes, and of slow spindles (≤ 13 Hz) on the central midline electrode were linked to worse performance on a reversal-learning task. The present findings suggest a role for spindle frequency as a biomarker of cognitive aging across species: changes in spindle frequency are associated with dementia risk and onset in humans and declining learning performance in the dog.Sleep spindles are brief trains of rhythmic activity, at least half a second in duration 1 and maximally 6 seconds long 2 , which appear in the EEG signal of humans 3,4 and other mammals 5 during non-REM sleep, in particular stage 2 of non-REM sleep in humans. They are commonly distinguished in a slow (predominantly frontal, ≤ 13 Hz) and fast (≥ 13 Hz, predominantly central and posterior) subtype 6 .One promising model animal in comparative sleep spindle research is the dog (Canis familiaris). A shared anthropogenic environment and evolutionary adaptation to its dynamics 7 characterize dogs as an animal model for human conditions in general 8 , and they have specifically been argued a favorable model in comparative neuroscience as well 9 . Moreover, there is recent evidence 10,11 that, in dogs, transients oscillating in the 9-16 Hz frequency range, corresponding to the broad definition of the sigma band or spindling frequency in humans 12,13 , are analogous to human sleep spindles (See Table 1 for an overview of these analogies and the associated literature).As a note of caution, regarding spindle-cognition associations in general, detection methods for sleep spindles tend to correlate poorly with each other 14,15 which is challenging to the comparability between studies. In addition, sleep spindles also appear to display a link to memory consolidation and learning only under specific circumstances. The distance of the to-be-learned material to prior knowledge 16,17 , the exact stage of non-REM sleep in which spindles are measured 18 and the timing relative to cortical up-states and ripples 17-19 all seem to have an influence. In light of this it is not surprising that associations between sleep spindles and learning are not always replicated 20 . Considering the controversy about the comparability of different spindle detection m...