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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...

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Autores principales: Carlin, Daniel E., Larsen, Simon J., Sirupurapu, Vikram, Cho, Michael H., Silverman, Edwin K., Baumbach, Jan, Ideker, Trey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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.
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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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