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Sex Differences in Functional Topography of Association Networks

Authors :
Daniel H. Wolf
Christos Davatzikos
Danielle S. Bassett
Azeez Adebimpe
Aaron Alexander-Bloch
S. Shanmugan
Armin Raznahan
Zaixu Cui
Jakob Seidlitz
Hongming Li
Yong Fan
Damien A. Fair
Theodore D. Satterthwaite
Ruben C. Gur
Bart Larsen
Russell T. Shinohara
Jacob W. Vogel
Adam Pines
David R. Roalf
Raquel E. Gur
Maxwell A. Bertolero
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.

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