TY - JOUR
T1 - Hierarchical association of COPD to principal genetic components of biological systems
AU - Carlin, Daniel E.
AU - Larsen, Simon J.
AU - Sirupurapu, Vikram
AU - Cho, Michael H.
AU - Silverman, Edwin K.
AU - Baumbach, Jan
AU - Ideker, Trey
N1 - Publisher Copyright:
© 2023 Carlin et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2023/5
Y1 - 2023/5
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85160393560&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0286064
DO - 10.1371/journal.pone.0286064
M3 - Article
C2 - 37228113
AN - SCOPUS:85160393560
SN - 1932-6203
VL - 18
JO - PLoS ONE
JF - PLoS ONE
IS - 5 May
M1 - e0286064
ER -