NanoParticle Ontology (NPO)

The NanoParticle Ontology (NPO) is a domain ontology developed within the Basic Formal Ontology (BFO) framework to represent knowledge about the preparation, chemical composition, and characterization of nanomaterials, especially in cancer research and nanomedicine [1] [2]. NPO provides a structured vocabulary for describing nanoparticle composition, preparation methods, physicochemical characteristics, and related entities relevant to nanotechnology research [1] [3]. The ontology supports semantic annotation of nanomaterial data, enabling data integration, interoperability, and ontology-based querying across biomedical and nanoinformatics resources [1] [3]. NPO is publicly available through NCBO BioPortal and has been used as a reference ontology in nanomaterial data standardization efforts [2] [3]. By providing a standardized semantic framework for nanomaterial representation, NPO supports knowledge sharing, data reuse, and computational analysis in nanotechnology and nanomedicine research [1] [4].

Example Usage: Annotate a nanomedicine study with NPO terms to specify nanoparticle composition (for example, a gold nanoparticle), preparation or formulation characteristics, surface functionalization, and measured physicochemical or biological assay properties, enabling cross-study comparison, semantic search, and integration across nanomaterial datasets [1] [3].

Metrics & Statistics

Graph Statistics

Total Nodes

9976

Total Edges

36031

Root Nodes

11

Leaf Nodes

4344

Knowledge Coverage Statistics

Classes

2464

Individuals

0

Properties

87

Hierarchical Metrics

Maximum Depth

10

Minimum Depth

0

Average Depth

4.26

Depth Variance

7.37

Breadth Metrics

Maximum Breadth

35

Minimum Breadth

7

Average Breadth

21.82

Breadth Variance

106.88

LLMs4OL Dataset Statistics

Term Types

0

Taxonomic Relations

2724

Non-taxonomic Relations

12277

Average Terms per Type

0.00

Usage Example

Use the following code to import this ontology programmatically:

from ontolearner.ontology import NPO

ontology = NPO()
ontology.load("path/to/NPO-ontology.owl")

# Extract datasets
data = ontology.extract()

# Access specific relations
term_types = data.term_typings
taxonomic_relations = data.type_taxonomies
non_taxonomic_relations = data.type_non_taxonomic_relations

References