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Hierarchical association of COPD to principal genetic components of biological systems
Many disease-causing genetic variants converge on common biological functions and pathways. Precisely how to incorporate pathway knowledge in genetic association studies is not yet clear, however. Previous approaches employ a two-step approach, in which a regular association test is first performed...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10212185/ https://www.ncbi.nlm.nih.gov/pubmed/37228113 http://dx.doi.org/10.1371/journal.pone.0286064 |
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author | Carlin, Daniel E. Larsen, Simon J. Sirupurapu, Vikram Cho, Michael H. Silverman, Edwin K. Baumbach, Jan Ideker, Trey |
author_facet | Carlin, Daniel E. Larsen, Simon J. Sirupurapu, Vikram Cho, Michael H. Silverman, Edwin K. Baumbach, Jan Ideker, Trey |
author_sort | Carlin, Daniel E. |
collection | PubMed |
description | Many disease-causing genetic variants converge on common biological functions and pathways. Precisely how to incorporate pathway knowledge in genetic association studies is not yet clear, however. Previous approaches employ a two-step approach, in which a regular association test is first performed to identify variants associated with the disease phenotype, followed by a test for functional enrichment within the genes implicated by those variants. Here we introduce a concise one-step approach, Hierarchical Genetic Analysis (Higana), which directly computes phenotype associations against each function in the large hierarchy of biological functions documented by the Gene Ontology. Using this approach, we identify risk genes and functions for Chronic Obstructive Pulmonary Disease (COPD), highlighting microtubule transport, muscle adaptation, and nicotine receptor signaling pathways. Microtubule transport has not been previously linked to COPD, as it integrates genetic variants spread over numerous genes. All associations validate strongly in a second COPD cohort. |
format | Online Article Text |
id | pubmed-10212185 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-102121852023-05-26 Hierarchical association of COPD to principal genetic components of biological systems Carlin, Daniel E. Larsen, Simon J. Sirupurapu, Vikram Cho, Michael H. Silverman, Edwin K. Baumbach, Jan Ideker, Trey PLoS One Research Article Many disease-causing genetic variants converge on common biological functions and pathways. Precisely how to incorporate pathway knowledge in genetic association studies is not yet clear, however. Previous approaches employ a two-step approach, in which a regular association test is first performed to identify variants associated with the disease phenotype, followed by a test for functional enrichment within the genes implicated by those variants. Here we introduce a concise one-step approach, Hierarchical Genetic Analysis (Higana), which directly computes phenotype associations against each function in the large hierarchy of biological functions documented by the Gene Ontology. Using this approach, we identify risk genes and functions for Chronic Obstructive Pulmonary Disease (COPD), highlighting microtubule transport, muscle adaptation, and nicotine receptor signaling pathways. Microtubule transport has not been previously linked to COPD, as it integrates genetic variants spread over numerous genes. All associations validate strongly in a second COPD cohort. Public Library of Science 2023-05-25 /pmc/articles/PMC10212185/ /pubmed/37228113 http://dx.doi.org/10.1371/journal.pone.0286064 Text en © 2023 Carlin et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Carlin, Daniel E. Larsen, Simon J. Sirupurapu, Vikram Cho, Michael H. Silverman, Edwin K. Baumbach, Jan Ideker, Trey Hierarchical association of COPD to principal genetic components of biological systems |
title | Hierarchical association of COPD to principal genetic components of biological systems |
title_full | Hierarchical association of COPD to principal genetic components of biological systems |
title_fullStr | Hierarchical association of COPD to principal genetic components of biological systems |
title_full_unstemmed | Hierarchical association of COPD to principal genetic components of biological systems |
title_short | Hierarchical association of COPD to principal genetic components of biological systems |
title_sort | hierarchical association of copd to principal genetic components of biological systems |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10212185/ https://www.ncbi.nlm.nih.gov/pubmed/37228113 http://dx.doi.org/10.1371/journal.pone.0286064 |
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