ArticleBioinformatics (Oxford, England)2023
Prediction and curation of missing biomedical identifier mappings with Biomappings.
Article in Bioinformatics (Oxford, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Article
- The Cell Ontology in the age of single-cell omics.Scientific data · 2026Article
- Mondo: integrating disease terminology across communities.Genetics · 2026Article
- Assembly and reasoning over semantic mappings at scale for biomedical data integration.Bioinformatics (Oxford, England) · 2025Article
- Digital evolution: Novo Nordisk's shift to ontology-based data management.Journal of biomedical semantics · 2025Article
- Navigating open-source waters: the pharmaceutical industry's role in bioontology development.Database : the journal of biological databases and curation · 2025Article
- Implications of mappings between International Classification of Diseases clinical diagnosis codes and Human Phenotype Ontology terms.JAMIA open · 2024Article
- The text2term tool to map free-text descriptions of biomedical terms to ontologies.Database : the journal of biological databases and curation · 2024Article
- The O3 guidelines: open data, open code, and open infrastructure for sustainable curated scientific resources.Scientific data · 2024Article
- The DO-KB Knowledgebase: a 20-year journey developing the disease open science ecosystem.Nucleic acids research · 2024Article
- The Human Phenotype Ontology in 2024: phenotypes around the world.Nucleic acids research · 2024Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
motivationBiomedical identifier resources (such as ontologies, taxonomies, and controlled vocabularies) commonly overlap in scope and contain equivalent entries under different identifiers. Maintaining mappings between these entries is crucial for interoperability and the integration of data and knowledge. However, there are substantial gaps in available mappings motivating their semi-automated curation.
resultsBiomappings implements a curation workflow for missing mappings which combines automated prediction with human-in-the-loop curation. It supports multiple prediction approaches and provides a web-based user interface for reviewing predicted mappings for correctness, combined with automated consistency checking. Predicted and curated mappings are made available in public, version-controlled resource files on GitHub. Biomappings currently makes available 9274 curated mappings and 40 691 predicted ones, providing previously missing mappings between widely used identifier resources covering small molecules, cell lines, diseases, and other concepts. We demonstrate the value of Biomappings on case studies involving predicting and curating missing mappings among cancer cell lines as well as small molecules tested in clinical trials. We also present how previously missing mappings curated using Biomappings were contributed back to multiple widely used community ontologies. AVAILABILITY AND IMPLEMENTATION: The data and code are available under the CC0 and MIT licenses at https://github.com/biopragmatics/biomappings.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.