Grence

Bundled Knowledge Graphs

The three biomedical knowledge graphs that ship with ARK CLI.

ARK CLI ships with three pre-loaded biomedical knowledge graphs. Each graph provides a different perspective on biomedical knowledge and is automatically discovered from the data/ directory at startup.

PrimeKG

ID1
CategoryPrecision Medicine
ColorOrange (#fab283)

PrimeKG is a precision medicine knowledge graph that integrates 20+ biomedical resources into a unified graph. It contains detailed information about diseases, drugs, genes/proteins, biological processes, pathways, anatomy, and more.

PrimeKG covers a wide range of node types (diseases, drugs/treatments, genes/proteins, biological processes, molecular functions, cellular components, pathways, anatomical structures, and exposures) connected by relationship types such as drug indications, contraindications, gene-disease associations, protein-protein interactions, and pathway membership.

Best for: Drug repurposing exploration, gene-disease associations, multi-hop biomedical reasoning across diverse entity types.

AfriMedKG

ID2
CategoryMedical QA
ColorBlue (#82aaff)

AfriMedKG is a knowledge graph derived from the AfriMed-QA pan-African medical question-answering benchmark. It focuses on medical knowledge relevant to African populations and healthcare contexts, covering diseases, treatments, and medical concepts specific to or prevalent in African regions.

Best for: African-focused medical knowledge, healthcare question answering, region-specific biomedical exploration.

OptimusKG

ID3
CategoryMultimodal KG
ColorGreen (#c3e88d)

OptimusKG is a modern multimodal knowledge graph for precision medicine. It represents the latest approach to biomedical KG construction with built-in data quality checks, reproducible pipelines, and support for multiple data modalities.

OptimusKG is built using the OptimusKG framework, which is also documented on this site. See the OptimusKG docs to learn how the graph is constructed, how data sources are cataloged, and how to extend it.

Best for: Modern biomedical KG exploration, multimodal data integration, reproducible knowledge graph construction.

Comparing the Graphs

PropertyPrimeKGAfriMedKGOptimusKG
FocusPrecision medicinePan-African medical QAMultimodal precision medicine
Data Sources20+ integrated resourcesAfriMed-QA benchmarkMultiple curated sources
StrengthsBreadth of coverageRegional specificityModern construction pipeline
Use CaseGeneral biomedical reasoningAfrica-focused healthcareReproducible KG research

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