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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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.
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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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