Published August 18, 2022 | Version v1
Software Open

BRANEnet: Embedding Multilayer Networks for Omics Data Integration

  • 1. CentraleSupelec
  • 2. IFP energies nouvelles

Contributors

Contact person:

  • 1. CentraleSupelec

Description

BRANEnet is  a novel multi-omics integration framework for multilayer heterogeneous networks. In particular, it embeds graph-based information from multi-omics data in a lower-dimensional space.  To capture relevant context around each node of interest, it leverages a properly chosen random walk-based Positive Pointwise Mutual Information (PPMI) matrix.

 

Files

BRANEnet-main.zip

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Additional details

Related works

Is cited by
Software documentation: 10.21203/rs.3.rs-1588328/v1 (DOI)

Funding

GraphIA – Scalable and robust representation learning on graphs ANR-20-CE23-0009
Agence Nationale de la Recherche