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Topological gene expression networks recapitulate brain anatomy and function.


ABSTRACT: 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.

SUBMITTER: Patania A 

PROVIDER: S-EPMC6663211 | biostudies-literature | 2019

REPOSITORIES: biostudies-literature

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Topological gene expression networks recapitulate brain anatomy and function.

Patania Alice A   Selvaggi Pierluigi P   Veronese Mattia M   Dipasquale Ottavia O   Expert Paul P   Petri Giovanni G  

Network neuroscience (Cambridge, Mass.) 20190701 3


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-expressio  ...[more]

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