Cannabis Indica

Authors
Moo K Chung, Tahmineh Azizi, Jamie L Hanson, Andrew L Alexander, Seth D Pollak, Richard J Davidson
Publication date
2024/4/1
Journal
Network Neuroscience
Volume
8
Issue
1
Pages
355-376
Publisher
MIT Press
Description
Childhood maltreatment may adversely affect brain development and consequently influence behavioral, emotional, and psychological patterns during adulthood. In this study, we propose an analytical pipeline for modeling the altered topological structure of brain white matter in maltreated and typically developing children. We perform topological data analysis (TDA) to assess the alteration in the global topology of the brain white matter structural covariance network among children. We use persistent homology, an algebraic technique in TDA, to analyze topological features in the brain covariance networks constructed from structural magnetic resonance imaging and diffusion tensor imaging. We develop a novel framework for statistical inference based on the Wasserstein distance to assess the significance of the observed topological differences. Using these methods in comparing maltreated children with a …

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