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Updated: Jan 9, 2026

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Published on: October 25, 2021
nanoPharos: A case study on FAIR (Nano)material (Meta)data management
Anastasios G Papadiamantis1, Andreas Tsoumanis2, Georgia Melagraki3
1NovaMechanics Ltd., Nicosia, Cyprus; Entelos Institute Ltd., Nicosia, Cyprus.
nanoPharos accelerates the development of advanced materials by providing FAIR data. This repository integrates diverse nanomaterial data, enabling faster, safer, and more sustainable innovation.
Area of Science:
- Materials Science
- Nanotechnology
- Computational Chemistry
Background:
- Accelerating the market deployment of novel and advanced materials, including nanomaterials (NMs), is crucial for industrial and societal progress.
- Conventional research and development (R&D) cycles for new materials are lengthy, often spanning decades.
- Digitizing material R&D requires high-quality, interoperable data to support safe, sustainable development and reduce animal testing.
Purpose of the Study:
- To present nanoPharos, a data repository designed to facilitate the modeling and development of nanomaterials.
- To provide a framework for implementing FAIR (Findable, Accessible, Interoperable, Reusable) Data Principles in the context of nanomaterial science.
- To capture the complexity of NMs from atomic to macroscopic scales, integrating diverse data types for comprehensive analysis.
Main Methods:
- Developed nanoPharos, a repository based on an adapted ChemBL schema to store NM datasets.
- Integrated physicochemical characterization, mechanistic toxicity, exposure, and risk assessment data.
- Enriched datasets with atomistic, structural, molecular, and periodic table-based descriptors, along with bibliographic, provenance, and scientific metadata.
- Demonstrated scalability through case studies and enhanced FAIRness via integration with nanodash and Zenodo.
Main Results:
- nanoPharos offers ready-for-modelling NM datasets covering a wide range of properties and assessments.
- The repository successfully captures the multi-scale complexity of NMs.
- Integration with external platforms and adherence to Joint Research Centre maturity indicators demonstrate strong FAIR compliance.
Conclusions:
- nanoPharos provides a scalable solution for managing and utilizing complex nanomaterial data.
- The repository supports the digitization of material R&D, promoting faster innovation and reducing reliance on traditional testing methods.
- Ongoing development aims to further enhance data accessibility and analytical capabilities through ontology integration and advanced APIs.
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