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Causal relations between diseases

This repository is for our paper: Causal relationships between diseases mined from the literature improve the use of polygenic risk scores

The paper discusses the creation of a Directed Acyclic Graph (DAG) for causal relations between diseases mapped to ICD-10-CM identifiers and its use to improve polygenic risk scores. An interactive visualization of the DAG can be found here.

image

The used data is available as follows:

  • The Disease Ontology version we used is available through this link
  • The main DAG with various metrics included can be found in:
    • data/DDC_DAG.tsv
  • The full cyclic graph
    • data/DDC_full_graph.tsv
  • The used dictionary of ICD10 names can be found in:
    • data/disease_dict.json
  • The expert curated data that was used for evalution can be found in:
    • data/curated_positive_relations.tsv for curated positive relations
    • data/curated_negative_relations.tsv for curated negative relations
  • The autmatically generated Polygenic Risk Scores (PRSs) can be downloaded via this link

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