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Genomic relationships across psychiatric disorders including substance use disorders
•We conducted a genetic factor analysis on 8 psychiatric & 3 substance use disorders.•Alcohol & nicotine dependence are genetically correlated with psychiatric disorders.•Our study highlights the sensitivity of genetic factor models to the input data. A recent study investigated the genetic...
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Published in: | Drug and alcohol dependence 2021-03, Vol.220, p.108535-108535, Article 108535 |
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creator | Abdellaoui, Abdel Smit, Dirk J.A. van den Brink, Wim Denys, Damiaan Verweij, Karin J.H. |
description | •We conducted a genetic factor analysis on 8 psychiatric & 3 substance use disorders.•Alcohol & nicotine dependence are genetically correlated with psychiatric disorders.•Our study highlights the sensitivity of genetic factor models to the input data.
A recent study investigated the genetic associations and latent genetic structure among eight psychiatric disorders using findings from genome-wide association studies (GWASs). No data from substance use disorders were included, while these represent an important category of mental disorders and could influence the latent genetic structure. We extended the original paper by recreating the genetic relationship matrix, graph, and latent genetic factor structure, including additional data from substance use disorders.
We used GWAS summary statistics of 11 psychiatric disorders, including alcohol dependence, nicotine dependence, and cannabis use disorder. We estimated genetic correlations between all traits in Linkage Disequilibrium-Score Regression. A graph was created to illustrate the network of genetic correlations. We then used the genetic relationships to model a latent genetic factor structure.
Alcohol and nicotine dependence showed significant genetic correlations with several other psychiatric disorders, including ADHD, schizophrenia, and major depression. Cannabis use disorder was only significantly associated with ADHD. The addition of substance use disorders resulted in some changes in the latent structure of the factor model when compared to the original model including eight disorders. All substance use disorders contributed mostly to Factor 3, a heterogeneous factor with also loadings from ADHD, major depression, Autism Spectrum Disorders, and Tourette Syndrome.
Alcohol and nicotine dependence show widespread genetic correlations with other psychiatric disorders. Including substance use disorders in the factor analysis results in some changes in the underlying genetic factor structure. Given the instability of such models, identified structures should be interpreted with caution. |
doi_str_mv | 10.1016/j.drugalcdep.2021.108535 |
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A recent study investigated the genetic associations and latent genetic structure among eight psychiatric disorders using findings from genome-wide association studies (GWASs). No data from substance use disorders were included, while these represent an important category of mental disorders and could influence the latent genetic structure. We extended the original paper by recreating the genetic relationship matrix, graph, and latent genetic factor structure, including additional data from substance use disorders.
We used GWAS summary statistics of 11 psychiatric disorders, including alcohol dependence, nicotine dependence, and cannabis use disorder. We estimated genetic correlations between all traits in Linkage Disequilibrium-Score Regression. A graph was created to illustrate the network of genetic correlations. We then used the genetic relationships to model a latent genetic factor structure.
Alcohol and nicotine dependence showed significant genetic correlations with several other psychiatric disorders, including ADHD, schizophrenia, and major depression. Cannabis use disorder was only significantly associated with ADHD. The addition of substance use disorders resulted in some changes in the latent structure of the factor model when compared to the original model including eight disorders. All substance use disorders contributed mostly to Factor 3, a heterogeneous factor with also loadings from ADHD, major depression, Autism Spectrum Disorders, and Tourette Syndrome.
Alcohol and nicotine dependence show widespread genetic correlations with other psychiatric disorders. Including substance use disorders in the factor analysis results in some changes in the underlying genetic factor structure. Given the instability of such models, identified structures should be interpreted with caution.</description><identifier>ISSN: 0376-8716</identifier><identifier>EISSN: 1879-0046</identifier><identifier>DOI: 10.1016/j.drugalcdep.2021.108535</identifier><identifier>PMID: 33524898</identifier><language>eng</language><publisher>Ireland: Elsevier B.V</publisher><subject>Alcohol ; Alcoholism ; Attention deficit hyperactivity disorder ; Autism ; Cannabis ; Dependence ; Drug dependence ; Drug use ; Dual disorder ; Factor analysis ; Genetic correlations ; Genetic relationship ; Genetic structure ; Genome-wide association studies ; Genomes ; Genomics ; Linkage disequilibrium ; Marijuana ; Mental depression ; Mental disorders ; Nicotine ; Psychiatric disorders ; Regression analysis ; Schizophrenia ; Statistical analysis ; Structural stability ; Substance use ; Substance use disorder ; Substance use disorders ; Tourette syndrome</subject><ispartof>Drug and alcohol dependence, 2021-03, Vol.220, p.108535-108535, Article 108535</ispartof><rights>2021 The Authors</rights><rights>Copyright © 2021 The Authors. Published by Elsevier B.V. All rights reserved.</rights><rights>Copyright Elsevier Science Ltd. Mar 1, 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c452t-825f3be9d674635a0aa99aaa1d9f522c5004cbb565f3133a6214592b25532dda3</citedby><cites>FETCH-LOGICAL-c452t-825f3be9d674635a0aa99aaa1d9f522c5004cbb565f3133a6214592b25532dda3</cites><orcidid>0000-0002-3191-3844</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0376871621000302$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3549,27924,27925,30999,45780</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33524898$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Abdellaoui, Abdel</creatorcontrib><creatorcontrib>Smit, Dirk J.A.</creatorcontrib><creatorcontrib>van den Brink, Wim</creatorcontrib><creatorcontrib>Denys, Damiaan</creatorcontrib><creatorcontrib>Verweij, Karin J.H.</creatorcontrib><title>Genomic relationships across psychiatric disorders including substance use disorders</title><title>Drug and alcohol dependence</title><addtitle>Drug Alcohol Depend</addtitle><description>•We conducted a genetic factor analysis on 8 psychiatric & 3 substance use disorders.•Alcohol & nicotine dependence are genetically correlated with psychiatric disorders.•Our study highlights the sensitivity of genetic factor models to the input data.
A recent study investigated the genetic associations and latent genetic structure among eight psychiatric disorders using findings from genome-wide association studies (GWASs). No data from substance use disorders were included, while these represent an important category of mental disorders and could influence the latent genetic structure. We extended the original paper by recreating the genetic relationship matrix, graph, and latent genetic factor structure, including additional data from substance use disorders.
We used GWAS summary statistics of 11 psychiatric disorders, including alcohol dependence, nicotine dependence, and cannabis use disorder. We estimated genetic correlations between all traits in Linkage Disequilibrium-Score Regression. A graph was created to illustrate the network of genetic correlations. We then used the genetic relationships to model a latent genetic factor structure.
Alcohol and nicotine dependence showed significant genetic correlations with several other psychiatric disorders, including ADHD, schizophrenia, and major depression. Cannabis use disorder was only significantly associated with ADHD. The addition of substance use disorders resulted in some changes in the latent structure of the factor model when compared to the original model including eight disorders. All substance use disorders contributed mostly to Factor 3, a heterogeneous factor with also loadings from ADHD, major depression, Autism Spectrum Disorders, and Tourette Syndrome.
Alcohol and nicotine dependence show widespread genetic correlations with other psychiatric disorders. Including substance use disorders in the factor analysis results in some changes in the underlying genetic factor structure. Given the instability of such models, identified structures should be interpreted with caution.</description><subject>Alcohol</subject><subject>Alcoholism</subject><subject>Attention deficit hyperactivity disorder</subject><subject>Autism</subject><subject>Cannabis</subject><subject>Dependence</subject><subject>Drug dependence</subject><subject>Drug use</subject><subject>Dual disorder</subject><subject>Factor analysis</subject><subject>Genetic correlations</subject><subject>Genetic relationship</subject><subject>Genetic structure</subject><subject>Genome-wide association studies</subject><subject>Genomes</subject><subject>Genomics</subject><subject>Linkage disequilibrium</subject><subject>Marijuana</subject><subject>Mental depression</subject><subject>Mental disorders</subject><subject>Nicotine</subject><subject>Psychiatric disorders</subject><subject>Regression analysis</subject><subject>Schizophrenia</subject><subject>Statistical analysis</subject><subject>Structural stability</subject><subject>Substance use</subject><subject>Substance use disorder</subject><subject>Substance use disorders</subject><subject>Tourette syndrome</subject><issn>0376-8716</issn><issn>1879-0046</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>7QJ</sourceid><recordid>eNqFkE1LxDAQhoMo7rr6F6TgxUvXfDRpe9RFV0Hwsp5Dmsxqlm5bM62w_95o1QUvziUwPDOT9yEkYXTOKFNXm7kLw4uprYNuzilnsV1IIQ_IlBV5mVKaqUMypSJXaZEzNSEniBsaS5X0mEyEkDwrymJKVkto2q23SYDa9L5t8NV3mBgbWsSkw5199aYPEXAe2-AgYOIbWw_ONy8JDhX2prGQDAh74pQcrU2NcPb9zsjz3e1qcZ8-Pi0fFtePqc0k79OCy7WooHQqz5SQhhpTlsYY5sq15NzKGMNWlVQRY0IYxVkmS15xKQV3zogZuRz3dqF9GwB7vfVooa5NA-2AOmaUkhUy5xG9-INu2iE08XeaS8q54HF5pIqR-oofYK274Lcm7DSj-tO83ui9ef1pXo_m4-j594Gh2oL7HfxRHYGbEYBo5N1D0Gg9RHfOB7C9dq3__8oHoPiZ_A</recordid><startdate>20210301</startdate><enddate>20210301</enddate><creator>Abdellaoui, Abdel</creator><creator>Smit, Dirk J.A.</creator><creator>van den Brink, Wim</creator><creator>Denys, Damiaan</creator><creator>Verweij, Karin J.H.</creator><general>Elsevier B.V</general><general>Elsevier Science Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QJ</scope><scope>7TK</scope><scope>7U7</scope><scope>C1K</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-3191-3844</orcidid></search><sort><creationdate>20210301</creationdate><title>Genomic relationships across psychiatric disorders including substance use disorders</title><author>Abdellaoui, Abdel ; Smit, Dirk J.A. ; van den Brink, Wim ; Denys, Damiaan ; Verweij, Karin J.H.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c452t-825f3be9d674635a0aa99aaa1d9f522c5004cbb565f3133a6214592b25532dda3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Alcohol</topic><topic>Alcoholism</topic><topic>Attention deficit hyperactivity disorder</topic><topic>Autism</topic><topic>Cannabis</topic><topic>Dependence</topic><topic>Drug dependence</topic><topic>Drug use</topic><topic>Dual disorder</topic><topic>Factor analysis</topic><topic>Genetic correlations</topic><topic>Genetic relationship</topic><topic>Genetic structure</topic><topic>Genome-wide association studies</topic><topic>Genomes</topic><topic>Genomics</topic><topic>Linkage disequilibrium</topic><topic>Marijuana</topic><topic>Mental depression</topic><topic>Mental disorders</topic><topic>Nicotine</topic><topic>Psychiatric disorders</topic><topic>Regression analysis</topic><topic>Schizophrenia</topic><topic>Statistical analysis</topic><topic>Structural stability</topic><topic>Substance use</topic><topic>Substance use disorder</topic><topic>Substance use disorders</topic><topic>Tourette syndrome</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Abdellaoui, Abdel</creatorcontrib><creatorcontrib>Smit, Dirk J.A.</creatorcontrib><creatorcontrib>van den Brink, Wim</creatorcontrib><creatorcontrib>Denys, Damiaan</creatorcontrib><creatorcontrib>Verweij, Karin J.H.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>Neurosciences Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>Drug and alcohol dependence</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Abdellaoui, Abdel</au><au>Smit, Dirk J.A.</au><au>van den Brink, Wim</au><au>Denys, Damiaan</au><au>Verweij, Karin J.H.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genomic relationships across psychiatric disorders including substance use disorders</atitle><jtitle>Drug and alcohol dependence</jtitle><addtitle>Drug Alcohol Depend</addtitle><date>2021-03-01</date><risdate>2021</risdate><volume>220</volume><spage>108535</spage><epage>108535</epage><pages>108535-108535</pages><artnum>108535</artnum><issn>0376-8716</issn><eissn>1879-0046</eissn><abstract>•We conducted a genetic factor analysis on 8 psychiatric & 3 substance use disorders.•Alcohol & nicotine dependence are genetically correlated with psychiatric disorders.•Our study highlights the sensitivity of genetic factor models to the input data.
A recent study investigated the genetic associations and latent genetic structure among eight psychiatric disorders using findings from genome-wide association studies (GWASs). No data from substance use disorders were included, while these represent an important category of mental disorders and could influence the latent genetic structure. We extended the original paper by recreating the genetic relationship matrix, graph, and latent genetic factor structure, including additional data from substance use disorders.
We used GWAS summary statistics of 11 psychiatric disorders, including alcohol dependence, nicotine dependence, and cannabis use disorder. We estimated genetic correlations between all traits in Linkage Disequilibrium-Score Regression. A graph was created to illustrate the network of genetic correlations. We then used the genetic relationships to model a latent genetic factor structure.
Alcohol and nicotine dependence showed significant genetic correlations with several other psychiatric disorders, including ADHD, schizophrenia, and major depression. Cannabis use disorder was only significantly associated with ADHD. The addition of substance use disorders resulted in some changes in the latent structure of the factor model when compared to the original model including eight disorders. All substance use disorders contributed mostly to Factor 3, a heterogeneous factor with also loadings from ADHD, major depression, Autism Spectrum Disorders, and Tourette Syndrome.
Alcohol and nicotine dependence show widespread genetic correlations with other psychiatric disorders. Including substance use disorders in the factor analysis results in some changes in the underlying genetic factor structure. Given the instability of such models, identified structures should be interpreted with caution.</abstract><cop>Ireland</cop><pub>Elsevier B.V</pub><pmid>33524898</pmid><doi>10.1016/j.drugalcdep.2021.108535</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-3191-3844</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alcohol Alcoholism Attention deficit hyperactivity disorder Autism Cannabis Dependence Drug dependence Drug use Dual disorder Factor analysis Genetic correlations Genetic relationship Genetic structure Genome-wide association studies Genomes Genomics Linkage disequilibrium Marijuana Mental depression Mental disorders Nicotine Psychiatric disorders Regression analysis Schizophrenia Statistical analysis Structural stability Substance use Substance use disorder Substance use disorders Tourette syndrome |
title | Genomic relationships across psychiatric disorders including substance use disorders |
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