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Assessing pleiotropy and mediation in genetic loci associated with chronic obstructive pulmonary disease
Genetic association studies have increasingly recognized variant effects on multiple phenotypes. Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with environmental and genetic causes. Multiple genetic variants have been associated with COPD, many of which show significant ass...
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Published in: | Genetic epidemiology 2019-04, Vol.43 (3), p.318-329 |
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creator | Parker, Margaret M. Lutz, Sharon M. Hobbs, Brian D. Busch, Robert McDonald, MerryLynn N. Castaldi, Peter J. Beaty, Terri H. Hokanson, John E. Silverman, Edwin K. Cho, Michael H. |
description | Genetic association studies have increasingly recognized variant effects on multiple phenotypes. Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with environmental and genetic causes. Multiple genetic variants have been associated with COPD, many of which show significant associations to additional phenotypes. However, it is unknown if these associations represent biological pleiotropy or if they exist through correlation of related phenotypes (“mediated pleiotropy”). Using 6,670 subjects from the COPDGene study, we describe the association of known COPD susceptibility loci with other COPD‐related phenotypes and distinguish if these act directly on the phenotypes (i.e., biological pleiotropy) or if the association is due to correlation (i.e., mediated pleiotropy). We identified additional associated phenotypes for 13 of 25 known COPD loci. Tests for pleiotropy between genotype and associated outcomes were significant for all loci. In cases of significant pleiotropy, we performed mediation analysis to test if SNPs had a direct association to phenotype. Most loci showed a mediated effect through the hypothesized causal pathway. However, many loci also had direct associations, suggesting causal explanations (i.e., emphysema leading to reduced lung function) are incomplete. Our results highlight the high degree of pleiotropy in complex disease‐associated loci and provide novel insights into the mechanisms underlying COPD. |
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Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with environmental and genetic causes. Multiple genetic variants have been associated with COPD, many of which show significant associations to additional phenotypes. However, it is unknown if these associations represent biological pleiotropy or if they exist through correlation of related phenotypes (“mediated pleiotropy”). Using 6,670 subjects from the COPDGene study, we describe the association of known COPD susceptibility loci with other COPD‐related phenotypes and distinguish if these act directly on the phenotypes (i.e., biological pleiotropy) or if the association is due to correlation (i.e., mediated pleiotropy). We identified additional associated phenotypes for 13 of 25 known COPD loci. Tests for pleiotropy between genotype and associated outcomes were significant for all loci. In cases of significant pleiotropy, we performed mediation analysis to test if SNPs had a direct association to phenotype. Most loci showed a mediated effect through the hypothesized causal pathway. However, many loci also had direct associations, suggesting causal explanations (i.e., emphysema leading to reduced lung function) are incomplete. Our results highlight the high degree of pleiotropy in complex disease‐associated loci and provide novel insights into the mechanisms underlying COPD.</description><identifier>ISSN: 0741-0395</identifier><identifier>EISSN: 1098-2272</identifier><identifier>DOI: 10.1002/gepi.22192</identifier><identifier>PMID: 30740764</identifier><language>eng</language><publisher>United States: Wiley Subscription Services, Inc</publisher><subject>Aged ; Aged, 80 and over ; causal inference ; Chronic obstructive pulmonary disease ; COPD ; Emphysema ; Female ; Gene loci ; Genetic diversity ; Genetic Loci ; Genetic Pleiotropy ; Genetic Predisposition to Disease ; Genome-Wide Association Study ; Genotypes ; GWAS ; Humans ; Logistic Models ; Lung diseases ; Male ; mediation ; Middle Aged ; Obstructive lung disease ; Phenotype ; Phenotypes ; Pleiotropy ; Polymorphism, Single Nucleotide - genetics ; Pulmonary Disease, Chronic Obstructive - genetics ; Respiratory function ; Single-nucleotide polymorphism</subject><ispartof>Genetic epidemiology, 2019-04, Vol.43 (3), p.318-329</ispartof><rights>2019 Wiley Periodicals, Inc.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4482-33bfe09627dc4d9dc82eb08eee2e9a49691821e825a1ccc96ee0abd5f110369c3</citedby><cites>FETCH-LOGICAL-c4482-33bfe09627dc4d9dc82eb08eee2e9a49691821e825a1ccc96ee0abd5f110369c3</cites><orcidid>0000-0002-1515-9431 ; 0000-0001-6368-5033</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30740764$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Parker, Margaret M.</creatorcontrib><creatorcontrib>Lutz, Sharon M.</creatorcontrib><creatorcontrib>Hobbs, Brian D.</creatorcontrib><creatorcontrib>Busch, Robert</creatorcontrib><creatorcontrib>McDonald, MerryLynn N.</creatorcontrib><creatorcontrib>Castaldi, Peter J.</creatorcontrib><creatorcontrib>Beaty, Terri H.</creatorcontrib><creatorcontrib>Hokanson, John E.</creatorcontrib><creatorcontrib>Silverman, Edwin K.</creatorcontrib><creatorcontrib>Cho, Michael H.</creatorcontrib><title>Assessing pleiotropy and mediation in genetic loci associated with chronic obstructive pulmonary disease</title><title>Genetic epidemiology</title><addtitle>Genet Epidemiol</addtitle><description>Genetic association studies have increasingly recognized variant effects on multiple phenotypes. Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with environmental and genetic causes. Multiple genetic variants have been associated with COPD, many of which show significant associations to additional phenotypes. However, it is unknown if these associations represent biological pleiotropy or if they exist through correlation of related phenotypes (“mediated pleiotropy”). Using 6,670 subjects from the COPDGene study, we describe the association of known COPD susceptibility loci with other COPD‐related phenotypes and distinguish if these act directly on the phenotypes (i.e., biological pleiotropy) or if the association is due to correlation (i.e., mediated pleiotropy). We identified additional associated phenotypes for 13 of 25 known COPD loci. Tests for pleiotropy between genotype and associated outcomes were significant for all loci. In cases of significant pleiotropy, we performed mediation analysis to test if SNPs had a direct association to phenotype. Most loci showed a mediated effect through the hypothesized causal pathway. However, many loci also had direct associations, suggesting causal explanations (i.e., emphysema leading to reduced lung function) are incomplete. Our results highlight the high degree of pleiotropy in complex disease‐associated loci and provide novel insights into the mechanisms underlying COPD.</description><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>causal inference</subject><subject>Chronic obstructive pulmonary disease</subject><subject>COPD</subject><subject>Emphysema</subject><subject>Female</subject><subject>Gene loci</subject><subject>Genetic diversity</subject><subject>Genetic Loci</subject><subject>Genetic Pleiotropy</subject><subject>Genetic Predisposition to Disease</subject><subject>Genome-Wide Association Study</subject><subject>Genotypes</subject><subject>GWAS</subject><subject>Humans</subject><subject>Logistic Models</subject><subject>Lung diseases</subject><subject>Male</subject><subject>mediation</subject><subject>Middle Aged</subject><subject>Obstructive lung disease</subject><subject>Phenotype</subject><subject>Phenotypes</subject><subject>Pleiotropy</subject><subject>Polymorphism, Single Nucleotide - genetics</subject><subject>Pulmonary Disease, Chronic Obstructive - genetics</subject><subject>Respiratory function</subject><subject>Single-nucleotide polymorphism</subject><issn>0741-0395</issn><issn>1098-2272</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNp9kUFLAzEQhYMoWqsXf4AEvAmrSTbd3VwEKbUWCnrQc8hmp21km6xJVum_N9oqevE0h_fx5s08hM4ouaKEsOsldOaKMSrYHhpQIqqMsZLtowEpOc1ILkZH6DiEF0Io5WJ0iI7ypJCy4AO0ug0BQjB2ibsWjIvedRusbIPX0BgVjbPYWLwEC9Fo3DptsAohDRWhwe8mrrBeeWeT6OoQfa-jeQPc9e3aWeU3uDEBVIATdLBQbYDT3Ryi57vJ0_g-mz9MZ-PbeaY5r1iW5_UCiChY2WjeiEZXDGpSAQADobgoBK0YhYqNFNVaiwKAqLoZLSgleSF0PkQ3W9-ur9MJGmz0qpWdN-uURjpl5F_FmpVcujdZcFqQokwGFzsD7157CFG-uN7blFmmF5M856IUibrcUtq7EDwsfjZQIj9bkZ-tyK9WEnz-O9MP-l1DAugWeDctbP6xktPJ42xr-gGiAJtV</recordid><startdate>201904</startdate><enddate>201904</enddate><creator>Parker, Margaret M.</creator><creator>Lutz, Sharon M.</creator><creator>Hobbs, Brian D.</creator><creator>Busch, Robert</creator><creator>McDonald, MerryLynn N.</creator><creator>Castaldi, Peter J.</creator><creator>Beaty, Terri H.</creator><creator>Hokanson, John E.</creator><creator>Silverman, Edwin K.</creator><creator>Cho, Michael H.</creator><general>Wiley Subscription Services, Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QP</scope><scope>7QR</scope><scope>7TK</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>P64</scope><scope>RC3</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-1515-9431</orcidid><orcidid>https://orcid.org/0000-0001-6368-5033</orcidid></search><sort><creationdate>201904</creationdate><title>Assessing pleiotropy and mediation in genetic loci associated with chronic obstructive pulmonary disease</title><author>Parker, Margaret M. ; Lutz, Sharon M. ; Hobbs, Brian D. ; Busch, Robert ; McDonald, MerryLynn N. ; Castaldi, Peter J. ; Beaty, Terri H. ; Hokanson, John E. ; Silverman, Edwin K. ; Cho, Michael H.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4482-33bfe09627dc4d9dc82eb08eee2e9a49691821e825a1ccc96ee0abd5f110369c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>causal inference</topic><topic>Chronic obstructive pulmonary disease</topic><topic>COPD</topic><topic>Emphysema</topic><topic>Female</topic><topic>Gene loci</topic><topic>Genetic diversity</topic><topic>Genetic Loci</topic><topic>Genetic Pleiotropy</topic><topic>Genetic Predisposition to Disease</topic><topic>Genome-Wide Association Study</topic><topic>Genotypes</topic><topic>GWAS</topic><topic>Humans</topic><topic>Logistic Models</topic><topic>Lung diseases</topic><topic>Male</topic><topic>mediation</topic><topic>Middle Aged</topic><topic>Obstructive lung disease</topic><topic>Phenotype</topic><topic>Phenotypes</topic><topic>Pleiotropy</topic><topic>Polymorphism, Single Nucleotide - genetics</topic><topic>Pulmonary Disease, Chronic Obstructive - genetics</topic><topic>Respiratory function</topic><topic>Single-nucleotide polymorphism</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Parker, Margaret M.</creatorcontrib><creatorcontrib>Lutz, Sharon M.</creatorcontrib><creatorcontrib>Hobbs, Brian D.</creatorcontrib><creatorcontrib>Busch, Robert</creatorcontrib><creatorcontrib>McDonald, MerryLynn N.</creatorcontrib><creatorcontrib>Castaldi, Peter J.</creatorcontrib><creatorcontrib>Beaty, Terri H.</creatorcontrib><creatorcontrib>Hokanson, John E.</creatorcontrib><creatorcontrib>Silverman, Edwin K.</creatorcontrib><creatorcontrib>Cho, Michael H.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Genetic epidemiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Parker, Margaret M.</au><au>Lutz, Sharon M.</au><au>Hobbs, Brian D.</au><au>Busch, Robert</au><au>McDonald, MerryLynn N.</au><au>Castaldi, Peter J.</au><au>Beaty, Terri H.</au><au>Hokanson, John E.</au><au>Silverman, Edwin K.</au><au>Cho, Michael H.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Assessing pleiotropy and mediation in genetic loci associated with chronic obstructive pulmonary disease</atitle><jtitle>Genetic epidemiology</jtitle><addtitle>Genet Epidemiol</addtitle><date>2019-04</date><risdate>2019</risdate><volume>43</volume><issue>3</issue><spage>318</spage><epage>329</epage><pages>318-329</pages><issn>0741-0395</issn><eissn>1098-2272</eissn><abstract>Genetic association studies have increasingly recognized variant effects on multiple phenotypes. Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with environmental and genetic causes. Multiple genetic variants have been associated with COPD, many of which show significant associations to additional phenotypes. However, it is unknown if these associations represent biological pleiotropy or if they exist through correlation of related phenotypes (“mediated pleiotropy”). Using 6,670 subjects from the COPDGene study, we describe the association of known COPD susceptibility loci with other COPD‐related phenotypes and distinguish if these act directly on the phenotypes (i.e., biological pleiotropy) or if the association is due to correlation (i.e., mediated pleiotropy). We identified additional associated phenotypes for 13 of 25 known COPD loci. Tests for pleiotropy between genotype and associated outcomes were significant for all loci. In cases of significant pleiotropy, we performed mediation analysis to test if SNPs had a direct association to phenotype. Most loci showed a mediated effect through the hypothesized causal pathway. However, many loci also had direct associations, suggesting causal explanations (i.e., emphysema leading to reduced lung function) are incomplete. Our results highlight the high degree of pleiotropy in complex disease‐associated loci and provide novel insights into the mechanisms underlying COPD.</abstract><cop>United States</cop><pub>Wiley Subscription Services, Inc</pub><pmid>30740764</pmid><doi>10.1002/gepi.22192</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-1515-9431</orcidid><orcidid>https://orcid.org/0000-0001-6368-5033</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Aged Aged, 80 and over causal inference Chronic obstructive pulmonary disease COPD Emphysema Female Gene loci Genetic diversity Genetic Loci Genetic Pleiotropy Genetic Predisposition to Disease Genome-Wide Association Study Genotypes GWAS Humans Logistic Models Lung diseases Male mediation Middle Aged Obstructive lung disease Phenotype Phenotypes Pleiotropy Polymorphism, Single Nucleotide - genetics Pulmonary Disease, Chronic Obstructive - genetics Respiratory function Single-nucleotide polymorphism |
title | Assessing pleiotropy and mediation in genetic loci associated with chronic obstructive pulmonary disease |
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