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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
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.
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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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