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Synthetic data benchmarking pipeline #8

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@ctrlaltaf ctrlaltaf commented Nov 8, 2024

Snakemake workflow that is able to take in spras edge file outputs and synthetic pathway data edge file for benchmarking.

Features:

  • Config file to select which methods and pathways to process
  • Sample test data to showcase how the pipeline works
  • Generate network image representations of the spras and synthetic pathways
  • Generate statistics file, including Jaccard index for node and edge similarity
  • Generate ROC/PR curves for edge/node for both pathway specific and method specific comparisons
  • Generate heatmap to compare jaccard index for node and edge similarity across methods and pathways

Todo:

  • Think about how to handle directionality
  • How to handle weights/prizes

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