Causal reasoning over knowledge graphs leveraging drug-perturbed and disease-specific transcriptomic signatures for drug discovery.
Daniel Domingo-FernándezYojana GadiyaAbhishek PatelSarah MubeenDaniel Rivas-BarraganChris W. DianaBiswapriya B. MisraDavid HealeyJohn C. RokickiViswa Teja S. S. ColluruPublished in: PLoS Comput. Biol. (2022)
Keyphrases
- drug discovery
- causal reasoning
- chemical compounds
- pharmaceutical industry
- knowledge discovery
- virtual screening
- drug design
- knowledge representation
- knowledge base
- data mining tools
- early stage
- data mining techniques
- scientific data
- biological systems
- medical diagnosis
- data mining
- directed acyclic graph
- computational methods
- systems biology
- discovery process
- data collection
- expert systems