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Sex Differences in Functional Topography of Association Networks
- Source :
- Biological Psychiatry. 89:S178
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Prior work has shown that there is substantial interindividual variation in the spatial distribution of functional networks across the cerebral cortex, orfunctional topography. However, it remains unknown whether there are sex differences in the topography of individualized networks in youth. Here we leveraged an advanced machine learning method (sparsity-regularized nonnegative matrix factorization) to define individualized functional networks in 693 youth (ages 8-23 years) who underwent functional magnetic resonance imaging as part of the Philadelphia Neurodevelopmental Cohort. Multivariate pattern analysis using support vector machines classified participant sex based on functional topography with 83% accuracy (pSIGNIFICANCE STATEMENTWe identify normative developmental sex differences in the functional topography of personalized association networks including the ventral attention network and default mode network. Furthermore, chromosomal enrichment analyses revealed that sex differences in multivariate patterns of functional topography were spatially coupled to the expression of X-linked genes as well as astrocytic and excitatory neuronal cell-type signatures. These results highlight the role of sex as a biological variable in shaping functional brain development in youth.
- Subjects :
- Multivariate statistics
Brain development
Biological variable
medicine.diagnostic_test
Generalized additive model
Pattern analysis
Human brain
Biology
Functional networks
medicine.anatomical_structure
Evolutionary biology
medicine
Association (psychology)
Functional magnetic resonance imaging
Biological Psychiatry
Default mode network
Subjects
Details
- ISSN :
- 00063223
- Volume :
- 89
- Database :
- OpenAIRE
- Journal :
- Biological Psychiatry
- Accession number :
- edsair.doi.dedup.....648f4e841ada7546db98e59312c9f8af
- Full Text :
- https://doi.org/10.1016/j.biopsych.2021.02.453