MapPER

Mapper is a software tool used for topological data analysis and simplification. The pipeline utilizes Mapper to analyze gene co-expression data in the context of neuroscience. The main goal is to understand how gene expression relates to and influences human behavior.

The authors validate their approach by replicating key findings from previous studies using the Allen Human Brain Atlas and correlations between resting-state fMRI and gene co-expression maps. They then apply Mapper to analyze a set of dopamine-related genes and discover that the resulting co-expression networks produced by the tool align with the well-established anatomy of the dopaminergic pathway.

The findings suggest that network-based descriptions, such as those generated by Mapper, can be a powerful approach for investigating the relationships between genetic pathways and their connections to brain function and how these relationships may be altered by disease or pharmacological interventions.

Topic

Neurobiology;Anatomy;Molecular interactions, pathways and networks

Detail

  • Operation: Expression correlation analysis;Network simulation;Weighted correlation network analysis

  • Software interface: Command-line interface

  • Language: Python

  • License: Not stated

  • Cost: Free of charge

  • Version name: -

  • Credit: The Allen Institute for Brain Science and the Human Connectome Project.

  • Input: -

  • Output: -

  • Contact: Alice Patania apatania@iu.edu

  • Collection: -

  • Maturity: -

Publications

  • A probabilistic framework for aligning paired-end RNA-seq data.
  • Hu Y, et al. A probabilistic framework for aligning paired-end RNA-seq data. A probabilistic framework for aligning paired-end RNA-seq data. 2010; 26:1950-7. doi: 10.1093/bioinformatics/btq336
  • https://doi.org/10.1093/bioinformatics/btq336
  • PMID: 20576625
  • PMC: PMC2916723
  • Topological gene expression networks recapitulate brain anatomy and function.
  • Patania A, et al. Topological gene expression networks recapitulate brain anatomy and function. Topological gene expression networks recapitulate brain anatomy and function. 2019; 3:744-762. doi: 10.1162/netn_a_00094
  • https://doi.org/10.1162/NETN_A_00094
  • PMID: 31410377
  • PMC: PMC6663211

Download and documentation


< Back to DB search