Publication | Open Access
Topological gene expression networks recapitulate brain anatomy and function
39
Citations
41
References
2019
Year
GeneticsBrain MappingSocial SciencesBiological NetworkGene Expression TranslatesBiological Network VisualizationBrain AnatomyNeurogeneticsSystems BiologyTopological RepresentationNeuroimagingDopaminergic PathwayComputational NeuroscienceComputational BiologyTopological Simplification ToolConnectomicsHuman NeuroscienceNeuroscienceBiological PsychiatryRegulatory Network ModellingFunctional ConnectivityMedicine
Understanding how gene expression translates to and affects human behavior is one of the ultimate goals of neuroscience. In this paper, we present a pipeline based on Mapper, a topological simplification tool, to analyze gene co-expression data. We first validate the method by reproducing key results from the literature on the Allen Human Brain Atlas and the correlations between resting-state fMRI and gene co-expression maps. We then analyze a dopamine-related gene set and find that co-expression networks produced by Mapper return a structure that matches the well-known anatomy of the dopaminergic pathway. Our results suggest that network based descriptions can be a powerful tool to explore the relationships between genetic pathways and their association with brain function and its perturbation due to illness and/or pharmacological challenges.
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