Age-related declines in neural distinctiveness correlate across brain areas and result from both decreased reliability and increased confusability

Abstract

According to the neural dedifferentiation hypothesis, age-related reductions in the distinctiveness of neural representations contribute to sensory, cognitive, and motor declines associated with aging: neural activity associated with different stimulus categories becomes more confusable with age and behavioral performance suffers as a result. Initial studies investigated age-related dedifferentiation in the visual cortex, but subsequent research has revealed declines in other brain regions, suggesting that dedifferentiation may be a general feature of the aging brain. In the present study, we used functional magnetic resonance imaging to investigate age-related dedifferentiation in the visual, auditory, and motor cortices. Participants were 58 young adults and 79 older adults. The similarity of activation patterns across different blocks of the same category was calculated (within-category correlation, a measure of reliability) as was the similarity of activation patterns elicited by different categories (between-category correlations, a measure of confusability). Neural distinctiveness was defined as the difference between the mean within- and between-category similarity. We found age-related reductions in neural distinctiveness in the visual, auditory, and motor cortices, which were driven by both decreases in within-category similarity and increases in between-category similarity. There were significant positive cross-region correlations between neural distinctiveness in different regions. These correlations were driven by within-category similarities, a finding that indicates that declines in the reliability of neural activity appear to occur in tandem across the brain. These findings suggest that the changes in neural distinctiveness that occur in healthy aging result from changes in both the reliability and confusability of patterns of neural activity.

Keywords: Healthy aging; cognition; dedifferentiation; fMRI; multivariate pattern analysis; mvpa.

Figure 1:

An overview of the three tasks (visual, auditory, and motor) that each participant completed while fMRI data was acquired.

Figure 2:

Age effects on neural distinctiveness measures as a function of ROI size in visual, auditory, and motor cortex. The top row plots neural distinctiveness, the middle row plots within-category similarity, and the bottom-row plots between-category similar. Young adults are plotted in red and older adults are plotted in blue.

Figure 3:

Scatterplots showing cross-region relationships in distinctiveness measures. The top-row plots neural distinctiveness, the middle-row plots within-category similarity and the bottom-row plots between-category similarities. Young adults are plotted in red and older adults are plotted in blue.