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Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity
BACKGROUND: Accurate, detailed, and standardized phenotypic descriptions are essential to support diagnostic interpretation of genetic variants and to discover new diseases. The Human Phenotype Ontology (HPO), extensively used in rare disease research, provides a rich collection of vocabulary with s...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9346194/ https://www.ncbi.nlm.nih.gov/pubmed/33991581 http://dx.doi.org/10.1016/j.jaci.2021.04.033 |
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author | Haimel, Matthias Pazmandi, Julia Heredia, Raú Jiménez Dmytrus, Jasmin Bal, Sevgi Köstel Zoghi, Samaneh van Daele, Paul Briggs, Tracy A. Wouters, Carine Bader-Meunier, Brigitte Aeschlimann, Florence A. Caorsi, Roberta Eleftheriou, Despina Hoppenreijs, Esther Salzer, Elisabeth Bakhtiar, Shahrzad Derfalvi, Beata Saettini, Francesco Kusters, Maaike A. A. Elfeky, Reem Trück, Johannes Rivière, Jacques G. van der Burg, Mirjam Gattorno, Marco Seidel, Markus G. Burns, Siobhan Warnatz, Klaus Hauck, Fabian Brogan, Paul Gilmour, Kimberly C. Schuetz, Catharina Simon, Anna Bock, Christoph Hambleton, Sophie de Vries, Esther Robinson, Peter N. van Gijn, Marielle Boztug, Kaan |
author_facet | Haimel, Matthias Pazmandi, Julia Heredia, Raú Jiménez Dmytrus, Jasmin Bal, Sevgi Köstel Zoghi, Samaneh van Daele, Paul Briggs, Tracy A. Wouters, Carine Bader-Meunier, Brigitte Aeschlimann, Florence A. Caorsi, Roberta Eleftheriou, Despina Hoppenreijs, Esther Salzer, Elisabeth Bakhtiar, Shahrzad Derfalvi, Beata Saettini, Francesco Kusters, Maaike A. A. Elfeky, Reem Trück, Johannes Rivière, Jacques G. van der Burg, Mirjam Gattorno, Marco Seidel, Markus G. Burns, Siobhan Warnatz, Klaus Hauck, Fabian Brogan, Paul Gilmour, Kimberly C. Schuetz, Catharina Simon, Anna Bock, Christoph Hambleton, Sophie de Vries, Esther Robinson, Peter N. van Gijn, Marielle Boztug, Kaan |
author_sort | Haimel, Matthias |
collection | PubMed |
description | BACKGROUND: Accurate, detailed, and standardized phenotypic descriptions are essential to support diagnostic interpretation of genetic variants and to discover new diseases. The Human Phenotype Ontology (HPO), extensively used in rare disease research, provides a rich collection of vocabulary with standardized phenotypic descriptions in a hierarchical structure. However, to date, the use of HPO has not yet been widely implemented in the field of inborn errors of immunity (IEIs), mainly due to a lack of comprehensive IEI-related terms. OBJECTIVES: We sought to systematically review available terms in HPO for the depiction of IEIs, to expand HPO, yielding more comprehensive sets of terms, and to reannotate IEIs with HPO terms to provide accurate, standardized phenotypic descriptions. METHODS: We initiated a collaboration involving expert clinicians, geneticists, researchers working on IEIs, and bioinformaticians. Multiple branches of the HPO tree were restructured and extended on the basis of expert review. Our ontology-guided machine learning coupled with a 2-tier expert review was applied to reannotate defined subgroups of IEIs. RESULTS: We revised and expanded 4 main branches of the HPO tree. Here, we reannotated 73 diseases from 4 International Union of Immunological Societies–defined IEI disease subgroups with HPO terms. We achieved a 4.7-fold increase in the number of phenotypic terms per disease. Given the new HPO annotations, we demonstrated improved ability to computationally match selected IEI cases to their known diagnosis, and improved phenotype-driven disease classification. CONCLUSIONS: Our targeted expansion and reannotation presents enhanced precision of disease annotation, will enable superior HPO-based IEI characterization, and hence benefit both IEI diagnostic and research activities. |
format | Online Article Text |
id | pubmed-9346194 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
record_format | MEDLINE/PubMed |
spelling | pubmed-93461942022-08-03 Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity Haimel, Matthias Pazmandi, Julia Heredia, Raú Jiménez Dmytrus, Jasmin Bal, Sevgi Köstel Zoghi, Samaneh van Daele, Paul Briggs, Tracy A. Wouters, Carine Bader-Meunier, Brigitte Aeschlimann, Florence A. Caorsi, Roberta Eleftheriou, Despina Hoppenreijs, Esther Salzer, Elisabeth Bakhtiar, Shahrzad Derfalvi, Beata Saettini, Francesco Kusters, Maaike A. A. Elfeky, Reem Trück, Johannes Rivière, Jacques G. van der Burg, Mirjam Gattorno, Marco Seidel, Markus G. Burns, Siobhan Warnatz, Klaus Hauck, Fabian Brogan, Paul Gilmour, Kimberly C. Schuetz, Catharina Simon, Anna Bock, Christoph Hambleton, Sophie de Vries, Esther Robinson, Peter N. van Gijn, Marielle Boztug, Kaan J Allergy Clin Immunol Article BACKGROUND: Accurate, detailed, and standardized phenotypic descriptions are essential to support diagnostic interpretation of genetic variants and to discover new diseases. The Human Phenotype Ontology (HPO), extensively used in rare disease research, provides a rich collection of vocabulary with standardized phenotypic descriptions in a hierarchical structure. However, to date, the use of HPO has not yet been widely implemented in the field of inborn errors of immunity (IEIs), mainly due to a lack of comprehensive IEI-related terms. OBJECTIVES: We sought to systematically review available terms in HPO for the depiction of IEIs, to expand HPO, yielding more comprehensive sets of terms, and to reannotate IEIs with HPO terms to provide accurate, standardized phenotypic descriptions. METHODS: We initiated a collaboration involving expert clinicians, geneticists, researchers working on IEIs, and bioinformaticians. Multiple branches of the HPO tree were restructured and extended on the basis of expert review. Our ontology-guided machine learning coupled with a 2-tier expert review was applied to reannotate defined subgroups of IEIs. RESULTS: We revised and expanded 4 main branches of the HPO tree. Here, we reannotated 73 diseases from 4 International Union of Immunological Societies–defined IEI disease subgroups with HPO terms. We achieved a 4.7-fold increase in the number of phenotypic terms per disease. Given the new HPO annotations, we demonstrated improved ability to computationally match selected IEI cases to their known diagnosis, and improved phenotype-driven disease classification. CONCLUSIONS: Our targeted expansion and reannotation presents enhanced precision of disease annotation, will enable superior HPO-based IEI characterization, and hence benefit both IEI diagnostic and research activities. 2022-01 2021-05-12 /pmc/articles/PMC9346194/ /pubmed/33991581 http://dx.doi.org/10.1016/j.jaci.2021.04.033 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ). |
spellingShingle | Article Haimel, Matthias Pazmandi, Julia Heredia, Raú Jiménez Dmytrus, Jasmin Bal, Sevgi Köstel Zoghi, Samaneh van Daele, Paul Briggs, Tracy A. Wouters, Carine Bader-Meunier, Brigitte Aeschlimann, Florence A. Caorsi, Roberta Eleftheriou, Despina Hoppenreijs, Esther Salzer, Elisabeth Bakhtiar, Shahrzad Derfalvi, Beata Saettini, Francesco Kusters, Maaike A. A. Elfeky, Reem Trück, Johannes Rivière, Jacques G. van der Burg, Mirjam Gattorno, Marco Seidel, Markus G. Burns, Siobhan Warnatz, Klaus Hauck, Fabian Brogan, Paul Gilmour, Kimberly C. Schuetz, Catharina Simon, Anna Bock, Christoph Hambleton, Sophie de Vries, Esther Robinson, Peter N. van Gijn, Marielle Boztug, Kaan Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title | Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title_full | Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title_fullStr | Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title_full_unstemmed | Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title_short | Curation and expansion of Human Phenotype Ontology for defined groups of inborn errors of immunity |
title_sort | curation and expansion of human phenotype ontology for defined groups of inborn errors of immunity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9346194/ https://www.ncbi.nlm.nih.gov/pubmed/33991581 http://dx.doi.org/10.1016/j.jaci.2021.04.033 |
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