Article
Ontology-driven association rule mining for biomedical entity relationships: integrating hierarchical knowledge to improve gene-disease discovery.
Scientific reports - 11 Mar 2026
Naqash Mian Athar, Amin Muhammad, Uddin Jamal, Hussein Hany S, Raza Ali, Alghamdi Wajdi, Mostafa Hala AbdelHameed, Alkahtani Hend Khalid
Abstract excerpt
Reliable links between genes and diseases are central to biomedical research; however, many computational methods overlook the semantic and hierarchical layers of ontologies, missing indirect relationships and producing shallow association scores. We propose an ontology-driven framework for gene-disease association mining that integrates hierarchical knowledge from the Gene Ontology and Disease Ontology. Our...
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