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A Simple Standard for Sharing Ontological Mappings (SSSOM)
Despite progress in the development of standards for describing and exchanging scientific information, the lack of easy-to-use standards for mapping between different representations of the same or similar objects in different databases poses a major impediment to data integration and interoperabili...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9216545/ https://www.ncbi.nlm.nih.gov/pubmed/35616100 http://dx.doi.org/10.1093/database/baac035 |
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author | Matentzoglu, Nicolas Balhoff, James P Bello, Susan M Bizon, Chris Brush, Matthew Callahan, Tiffany J Chute, Christopher G Duncan, William D Evelo, Chris T Gabriel, Davera Graybeal, John Gray, Alasdair Gyori, Benjamin M Haendel, Melissa Harmse, Henriette Harris, Nomi L Harrow, Ian Hegde, Harshad B Hoyt, Amelia L Hoyt, Charles T Jiao, Dazhi Jiménez-Ruiz, Ernesto Jupp, Simon Kim, Hyeongsik Koehler, Sebastian Liener, Thomas Long, Qinqin Malone, James McLaughlin, James A McMurry, Julie A Moxon, Sierra Munoz-Torres, Monica C Osumi-Sutherland, David Overton, James A Peters, Bjoern Putman, Tim Queralt-Rosinach, Núria Shefchek, Kent Solbrig, Harold Thessen, Anne Tudorache, Tania Vasilevsky, Nicole Wagner, Alex H Mungall, Christopher J |
author_facet | Matentzoglu, Nicolas Balhoff, James P Bello, Susan M Bizon, Chris Brush, Matthew Callahan, Tiffany J Chute, Christopher G Duncan, William D Evelo, Chris T Gabriel, Davera Graybeal, John Gray, Alasdair Gyori, Benjamin M Haendel, Melissa Harmse, Henriette Harris, Nomi L Harrow, Ian Hegde, Harshad B Hoyt, Amelia L Hoyt, Charles T Jiao, Dazhi Jiménez-Ruiz, Ernesto Jupp, Simon Kim, Hyeongsik Koehler, Sebastian Liener, Thomas Long, Qinqin Malone, James McLaughlin, James A McMurry, Julie A Moxon, Sierra Munoz-Torres, Monica C Osumi-Sutherland, David Overton, James A Peters, Bjoern Putman, Tim Queralt-Rosinach, Núria Shefchek, Kent Solbrig, Harold Thessen, Anne Tudorache, Tania Vasilevsky, Nicole Wagner, Alex H Mungall, Christopher J |
author_sort | Matentzoglu, Nicolas |
collection | PubMed |
description | Despite progress in the development of standards for describing and exchanging scientific information, the lack of easy-to-use standards for mapping between different representations of the same or similar objects in different databases poses a major impediment to data integration and interoperability. Mappings often lack the metadata needed to be correctly interpreted and applied. For example, are two terms equivalent or merely related? Are they narrow or broad matches? Or are they associated in some other way? Such relationships between the mapped terms are often not documented, which leads to incorrect assumptions and makes them hard to use in scenarios that require a high degree of precision (such as diagnostics or risk prediction). Furthermore, the lack of descriptions of how mappings were done makes it hard to combine and reconcile mappings, particularly curated and automated ones. We have developed the Simple Standard for Sharing Ontological Mappings (SSSOM) which addresses these problems by: (i) Introducing a machine-readable and extensible vocabulary to describe metadata that makes imprecision, inaccuracy and incompleteness in mappings explicit. (ii) Defining an easy-to-use simple table-based format that can be integrated into existing data science pipelines without the need to parse or query ontologies, and that integrates seamlessly with Linked Data principles. (iii) Implementing open and community-driven collaborative workflows that are designed to evolve the standard continuously to address changing requirements and mapping practices. (iv) Providing reference tools and software libraries for working with the standard. In this paper, we present the SSSOM standard, describe several use cases in detail and survey some of the existing work on standardizing the exchange of mappings, with the goal of making mappings Findable, Accessible, Interoperable and Reusable (FAIR). The SSSOM specification can be found at http://w3id.org/sssom/spec. Database URL: http://w3id.org/sssom/spec |
format | Online Article Text |
id | pubmed-9216545 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-92165452022-06-23 A Simple Standard for Sharing Ontological Mappings (SSSOM) Matentzoglu, Nicolas Balhoff, James P Bello, Susan M Bizon, Chris Brush, Matthew Callahan, Tiffany J Chute, Christopher G Duncan, William D Evelo, Chris T Gabriel, Davera Graybeal, John Gray, Alasdair Gyori, Benjamin M Haendel, Melissa Harmse, Henriette Harris, Nomi L Harrow, Ian Hegde, Harshad B Hoyt, Amelia L Hoyt, Charles T Jiao, Dazhi Jiménez-Ruiz, Ernesto Jupp, Simon Kim, Hyeongsik Koehler, Sebastian Liener, Thomas Long, Qinqin Malone, James McLaughlin, James A McMurry, Julie A Moxon, Sierra Munoz-Torres, Monica C Osumi-Sutherland, David Overton, James A Peters, Bjoern Putman, Tim Queralt-Rosinach, Núria Shefchek, Kent Solbrig, Harold Thessen, Anne Tudorache, Tania Vasilevsky, Nicole Wagner, Alex H Mungall, Christopher J Database (Oxford) Original Article Despite progress in the development of standards for describing and exchanging scientific information, the lack of easy-to-use standards for mapping between different representations of the same or similar objects in different databases poses a major impediment to data integration and interoperability. Mappings often lack the metadata needed to be correctly interpreted and applied. For example, are two terms equivalent or merely related? Are they narrow or broad matches? Or are they associated in some other way? Such relationships between the mapped terms are often not documented, which leads to incorrect assumptions and makes them hard to use in scenarios that require a high degree of precision (such as diagnostics or risk prediction). Furthermore, the lack of descriptions of how mappings were done makes it hard to combine and reconcile mappings, particularly curated and automated ones. We have developed the Simple Standard for Sharing Ontological Mappings (SSSOM) which addresses these problems by: (i) Introducing a machine-readable and extensible vocabulary to describe metadata that makes imprecision, inaccuracy and incompleteness in mappings explicit. (ii) Defining an easy-to-use simple table-based format that can be integrated into existing data science pipelines without the need to parse or query ontologies, and that integrates seamlessly with Linked Data principles. (iii) Implementing open and community-driven collaborative workflows that are designed to evolve the standard continuously to address changing requirements and mapping practices. (iv) Providing reference tools and software libraries for working with the standard. In this paper, we present the SSSOM standard, describe several use cases in detail and survey some of the existing work on standardizing the exchange of mappings, with the goal of making mappings Findable, Accessible, Interoperable and Reusable (FAIR). The SSSOM specification can be found at http://w3id.org/sssom/spec. Database URL: http://w3id.org/sssom/spec Oxford University Press 2022-05-25 /pmc/articles/PMC9216545/ /pubmed/35616100 http://dx.doi.org/10.1093/database/baac035 Text en © The Author(s) 2022. 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 Article Matentzoglu, Nicolas Balhoff, James P Bello, Susan M Bizon, Chris Brush, Matthew Callahan, Tiffany J Chute, Christopher G Duncan, William D Evelo, Chris T Gabriel, Davera Graybeal, John Gray, Alasdair Gyori, Benjamin M Haendel, Melissa Harmse, Henriette Harris, Nomi L Harrow, Ian Hegde, Harshad B Hoyt, Amelia L Hoyt, Charles T Jiao, Dazhi Jiménez-Ruiz, Ernesto Jupp, Simon Kim, Hyeongsik Koehler, Sebastian Liener, Thomas Long, Qinqin Malone, James McLaughlin, James A McMurry, Julie A Moxon, Sierra Munoz-Torres, Monica C Osumi-Sutherland, David Overton, James A Peters, Bjoern Putman, Tim Queralt-Rosinach, Núria Shefchek, Kent Solbrig, Harold Thessen, Anne Tudorache, Tania Vasilevsky, Nicole Wagner, Alex H Mungall, Christopher J A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title | A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title_full | A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title_fullStr | A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title_full_unstemmed | A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title_short | A Simple Standard for Sharing Ontological Mappings (SSSOM) |
title_sort | simple standard for sharing ontological mappings (sssom) |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9216545/ https://www.ncbi.nlm.nih.gov/pubmed/35616100 http://dx.doi.org/10.1093/database/baac035 |
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