Association of neighborhood disadvantage with cognitive function and cortical disorganization in an unimpaired cohort
Apoorva Safai, Erin Jonaitis, Rebecca E Langhough, William R, Buckingham, Sterling C. Johnson, W. Ryan Powell, Amy J. H. Kind, Barbara B., Bendlin, Pallavi Tiwari

TL;DR
This study explores how neighborhood disadvantage impacts cortical brain organization and cognitive function in unimpaired individuals, revealing local cortical differences and a mediating role of specific brain regions.
Contribution
It introduces the use of Morphological Similarity Networks to link neighborhood disadvantage with cortical patterns and cognitive performance in a large cohort.
Findings
Neighborhood disadvantage correlates with poorer cognitive scores.
Local cortical network features differ by neighborhood status.
Left lateral orbitofrontal centrality partially mediates cognitive effects.
Abstract
Neighborhood disadvantage is associated with worse health and cognitive outcomes. Morphological similarity network (MSN) is a promising approach to elucidate cortical network patterns underlying complex cognitive functions. We hypothesized that MSNs could capture changes in cortical patterns related to neighborhood disadvantage and cognitive function. This cross-sectional study included cognitively unimpaired participants from two large Alzheimers studies at University of Wisconsin-Madison. Neighborhood disadvantage status was obtained using the Area Deprivation Index (ADI). Cognitive performance was assessed on memory, processing speed and executive function. Morphological Similarity Networks (MSN) were constructed for each participant based on the similarity in distribution of cortical thickness of brain regions, followed by computation of local and global network features.…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsDementia and Cognitive Impairment Research · Health, Environment, Cognitive Aging · Mental Health Research Topics
MethodsSPEED: Separable Pyramidal Pooling EncodEr-Decoder for Real-Time Monocular Depth Estimation on Low-Resource Settings · Linear Regression
