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Datafairy Bioassay Annotation

Project Charter

This project aims to convert unstructured assay protocol descriptions into a high-quality FAIR data set, and create standards for this information.

The Challenge

This project will:

  • Revolutionize biotech R&D by standardizing research methods and improving reproducibility.
  • Save time for scientists by reducing assay planning efforts and avoiding failed experiments.
  • Help data scientists harmonize datasets, cleanse data, and enable advanced analytics, ML, and AI.
  • Foster precompetitive collaborations and interoperable scientific data initiatives.
  • Lower internal bioassay curation costs and simplify regulatory submissions.
  • Aid assay kit vendors and CROs by increasing visibility in public databanks like ChEMBL and PubChem.
  • Improve scientific publications’ quality through common assay annotation standards and public data banks.
  • Maximize research funders’ ROI by increasing the value of funded science.

The project do this by addressing key issues:

  • Over 1.4 million assay protocols in publications lack suitable formats for automated mining.
  • Research organizations spend 4–12 weeks per assay selecting, setting up, and validating protocols, often leading to wasted efforts.
  • Current manual curation methods are labor-intensive, while automated systems remain inaccurate.
  • Many organizations already convert unstructured assay protocols into machine-readable forms, duplicating costly efforts.
  • Obsolete assay protocols and evolving technologies hinder reproducibility and historical data interpretation.

What will the project deliver?

  • Share costs for converting published bioassay data into accurate, machine-readable FAIR data using a community-defined model.
  • Develop a FAIR data model based on public ontologies like BioAssay Ontology and promote it as an industry standard.
  • Ensure FAIR data is publicly accessible after a brief exclusivity period for partners.

Get involved

Talk to our project manager to learn more and get involved

Contact Us

Project Supporters

  • GSK logo
  • Abbvie logo
  • Astrazeneca Logo
  • Novartis logo
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