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GAP-MINE - Gene Annotation Prediction using Module-based Interpretable Network Embeddings

This project is part of the RNA Systems Biology Lab at BioISI - BioSystems and Integrative Sciences Institute. For other group projects, please visit our GitHub page.

Authors:

For additional information, please contact Francisco Pinto [[email protected]].

About

GAP-MINE is an algorithm for the prediction of gene associations with diseases and cell processes. This algorithm is composed of the following steps:

  1. Graph Construction (Biological Network);
  2. Proximity Metric Computation;
  3. Additional Module Selection (Embedding Construction);
  4. New Association Prediction.

Additionally, this repository also contains several notebooks for the visualization of the obtained results and the validation of the new predictions.

Technologies

  • Python
  • R
  • jupyter
  • Pandas
  • NumPy
  • SciPy
  • scikit-learn
  • OPLS-DA
  • goatools

Notebooks

  • Paper Figures
  • Embedding Explainability
  • GO and HPO Enrichment Analysis

gap-mine's People

Contributors

alexandrefrc avatar

Watchers

Francisco Pinto avatar  avatar

Forkers

joaoaimiranda

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