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KG-Hub—building and exchanging biological knowledge graphs
MOTIVATION: Knowledge graphs (KGs) are a powerful approach for integrating heterogeneous data and making inferences in biology and many other domains, but a coherent solution for constructing, exchanging, and facilitating the downstream use of KGs is lacking. RESULTS: Here we present KG-Hub, a platf...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10336030/ https://www.ncbi.nlm.nih.gov/pubmed/37389415 http://dx.doi.org/10.1093/bioinformatics/btad418 |
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author | Caufield, J Harry Putman, Tim Schaper, Kevin Unni, Deepak R Hegde, Harshad Callahan, Tiffany J Cappelletti, Luca Moxon, Sierra A T Ravanmehr, Vida Carbon, Seth Chan, Lauren E Cortes, Katherina Shefchek, Kent A Elsarboukh, Glass Balhoff, Jim Fontana, Tommaso Matentzoglu, Nicolas Bruskiewich, Richard M Thessen, Anne E Harris, Nomi L Munoz-Torres, Monica C Haendel, Melissa A Robinson, Peter N Joachimiak, Marcin P Mungall, Christopher J Reese, Justin T |
author_facet | Caufield, J Harry Putman, Tim Schaper, Kevin Unni, Deepak R Hegde, Harshad Callahan, Tiffany J Cappelletti, Luca Moxon, Sierra A T Ravanmehr, Vida Carbon, Seth Chan, Lauren E Cortes, Katherina Shefchek, Kent A Elsarboukh, Glass Balhoff, Jim Fontana, Tommaso Matentzoglu, Nicolas Bruskiewich, Richard M Thessen, Anne E Harris, Nomi L Munoz-Torres, Monica C Haendel, Melissa A Robinson, Peter N Joachimiak, Marcin P Mungall, Christopher J Reese, Justin T |
author_sort | Caufield, J Harry |
collection | PubMed |
description | MOTIVATION: Knowledge graphs (KGs) are a powerful approach for integrating heterogeneous data and making inferences in biology and many other domains, but a coherent solution for constructing, exchanging, and facilitating the downstream use of KGs is lacking. RESULTS: Here we present KG-Hub, a platform that enables standardized construction, exchange, and reuse of KGs. Features include a simple, modular extract–transform–load pattern for producing graphs compliant with Biolink Model (a high-level data model for standardizing biological data), easy integration of any OBO (Open Biological and Biomedical Ontologies) ontology, cached downloads of upstream data sources, versioned and automatically updated builds with stable URLs, web-browsable storage of KG artifacts on cloud infrastructure, and easy reuse of transformed subgraphs across projects. Current KG-Hub projects span use cases including COVID-19 research, drug repurposing, microbial–environmental interactions, and rare disease research. KG-Hub is equipped with tooling to easily analyze and manipulate KGs. KG-Hub is also tightly integrated with graph machine learning (ML) tools which allow automated graph ML, including node embeddings and training of models for link prediction and node classification. AVAILABILITY AND IMPLEMENTATION: https://kghub.org. |
format | Online Article Text |
id | pubmed-10336030 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-103360302023-07-13 KG-Hub—building and exchanging biological knowledge graphs Caufield, J Harry Putman, Tim Schaper, Kevin Unni, Deepak R Hegde, Harshad Callahan, Tiffany J Cappelletti, Luca Moxon, Sierra A T Ravanmehr, Vida Carbon, Seth Chan, Lauren E Cortes, Katherina Shefchek, Kent A Elsarboukh, Glass Balhoff, Jim Fontana, Tommaso Matentzoglu, Nicolas Bruskiewich, Richard M Thessen, Anne E Harris, Nomi L Munoz-Torres, Monica C Haendel, Melissa A Robinson, Peter N Joachimiak, Marcin P Mungall, Christopher J Reese, Justin T Bioinformatics Original Paper MOTIVATION: Knowledge graphs (KGs) are a powerful approach for integrating heterogeneous data and making inferences in biology and many other domains, but a coherent solution for constructing, exchanging, and facilitating the downstream use of KGs is lacking. RESULTS: Here we present KG-Hub, a platform that enables standardized construction, exchange, and reuse of KGs. Features include a simple, modular extract–transform–load pattern for producing graphs compliant with Biolink Model (a high-level data model for standardizing biological data), easy integration of any OBO (Open Biological and Biomedical Ontologies) ontology, cached downloads of upstream data sources, versioned and automatically updated builds with stable URLs, web-browsable storage of KG artifacts on cloud infrastructure, and easy reuse of transformed subgraphs across projects. Current KG-Hub projects span use cases including COVID-19 research, drug repurposing, microbial–environmental interactions, and rare disease research. KG-Hub is equipped with tooling to easily analyze and manipulate KGs. KG-Hub is also tightly integrated with graph machine learning (ML) tools which allow automated graph ML, including node embeddings and training of models for link prediction and node classification. AVAILABILITY AND IMPLEMENTATION: https://kghub.org. Oxford University Press 2023-06-30 /pmc/articles/PMC10336030/ /pubmed/37389415 http://dx.doi.org/10.1093/bioinformatics/btad418 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Paper Caufield, J Harry Putman, Tim Schaper, Kevin Unni, Deepak R Hegde, Harshad Callahan, Tiffany J Cappelletti, Luca Moxon, Sierra A T Ravanmehr, Vida Carbon, Seth Chan, Lauren E Cortes, Katherina Shefchek, Kent A Elsarboukh, Glass Balhoff, Jim Fontana, Tommaso Matentzoglu, Nicolas Bruskiewich, Richard M Thessen, Anne E Harris, Nomi L Munoz-Torres, Monica C Haendel, Melissa A Robinson, Peter N Joachimiak, Marcin P Mungall, Christopher J Reese, Justin T KG-Hub—building and exchanging biological knowledge graphs |
title | KG-Hub—building and exchanging biological knowledge graphs |
title_full | KG-Hub—building and exchanging biological knowledge graphs |
title_fullStr | KG-Hub—building and exchanging biological knowledge graphs |
title_full_unstemmed | KG-Hub—building and exchanging biological knowledge graphs |
title_short | KG-Hub—building and exchanging biological knowledge graphs |
title_sort | kg-hub—building and exchanging biological knowledge graphs |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10336030/ https://www.ncbi.nlm.nih.gov/pubmed/37389415 http://dx.doi.org/10.1093/bioinformatics/btad418 |
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