Published June 2024 | Version 3.0.0
Dataset Open

NP-KG: Knowledge Graph for Natural Product-Drug Interactions

Authors/Creators

  • 1. University of Pittsburgh
  • 1. University of Pittsburgh
  • 2. Columbia University
  • 3. Washington State University
  • 4. University of Illinois at Urbana-Champaign
  • 5. Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory

Description

NP-KG is a biomedical knowledge graph (KG) to identify and generate mechanistic hypotheses for pharmacokinetic natural product-drug interactions (NPDIs). NP-KG uses the PheKnowLator ecosystem to create an ontology-grounded KG. It then uses two relation extraction systems to extract triples from natural product-related biomedical literature to create a literature-based graph, and integrates the nodes and edges in the ontology-grounded KG. See GitHub repository for more details and instructions: https://github.com/sanyabt/np-kg.

File Descriptions for version 3:

I. NP-KG Merged TSV format

  • NP-KG_v3.0.0.tsv - Merged KG with ontology-grounded KG and literature-based graph as TSV file
  • nodeLabels_v3.0.0.tsv
  • nodeTypes_v3.0.0.tsv

II. NP-KG Merged gpickle format

  • NP-KG_v3.0.0.gpickle - Merged KG with ontology-grounded KG and literature-based graph as NetworkX multidigraph object.
  • nodeLabels_v3.0.0.pickle - Node labels for all nodes in the KG in dictionary format.

Notes

Supporting Grant - National Institutes of Health National Center for Complementary and Integrative Health Grant U54 AT008909

Files

Files (2.3 GB)

Name Size Download all
md5:dc05b736653bc4b729a982102ffce1a1
116.1 MB Download
md5:18a425615fbb0799d0f3a74908269a16
96.5 MB Download
md5:c60c29984ee7a33b4d2450402c0652ac
64.4 MB Download
md5:bf90717ac728bdbe05809ba5ac84ff3e
936.1 MB Download
md5:abd7cc29047deb2d7c336e7094eeb51b
1.1 GB Download

Additional details

Related works

Is published in
Journal article: 36933632 (PMID)

Dates

Updated
2024-06
Version3.0.0 released