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Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization
Attention‐deficit hyperactivity disorder (ADHD) has consistently been associated with substance use, but the nature of this association is not fully understood. To inform intervention development and public health messages, a vital question is whether there are causal pathways from ADHD to substance...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7228854/ https://www.ncbi.nlm.nih.gov/pubmed/31733098 http://dx.doi.org/10.1111/adb.12849 |
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author | Treur, Jorien L. Demontis, Ditte Smith, George Davey Sallis, Hannah Richardson, Tom G. Wiers, Reinout W. Børglum, Anders D. Verweij, Karin J.H. Munafò, Marcus R. |
author_facet | Treur, Jorien L. Demontis, Ditte Smith, George Davey Sallis, Hannah Richardson, Tom G. Wiers, Reinout W. Børglum, Anders D. Verweij, Karin J.H. Munafò, Marcus R. |
author_sort | Treur, Jorien L. |
collection | PubMed |
description | Attention‐deficit hyperactivity disorder (ADHD) has consistently been associated with substance use, but the nature of this association is not fully understood. To inform intervention development and public health messages, a vital question is whether there are causal pathways from ADHD to substance use and/or vice versa. We applied bidirectional Mendelian randomization, using summary‐level data from the largest available genome‐wide association studies (GWAS) on ADHD, smoking (initiation, cigarettes per day, cessation, and a compound measure of lifetime smoking), alcohol use (drinks per week, alcohol problems, and alcohol dependence), cannabis use (initiation), and coffee consumption (cups per day). Genetic variants robustly associated with the “exposure” were selected as instruments and identified in the “outcome” GWAS. Effect estimates from individual genetic variants were combined with inverse‐variance weighted regression and five sensitivity analyses (weighted median, weighted mode, MR‐Egger, generalized summary data–based MR, and Steiger filtering). We found evidence that liability to ADHD increases likelihood of smoking initiation and heaviness of smoking among smokers, decreases likelihood of smoking cessation, and increases likelihood of cannabis initiation. There was weak evidence that liability to ADHD increases alcohol dependence risk but not drinks per week or alcohol problems. In the other direction, there was weak evidence that smoking initiation increases ADHD risk, but follow‐up analyses suggested a high probability of horizontal pleiotropy. There was no clear evidence of causal pathways between ADHD and coffee consumption. Our findings corroborate epidemiological evidence, suggesting causal pathways from liability to ADHD to smoking, cannabis use, and, tentatively, alcohol dependence. Further work is needed to explore the exact mechanisms mediating these causal effects. |
format | Online Article Text |
id | pubmed-7228854 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-72288542020-12-28 Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization Treur, Jorien L. Demontis, Ditte Smith, George Davey Sallis, Hannah Richardson, Tom G. Wiers, Reinout W. Børglum, Anders D. Verweij, Karin J.H. Munafò, Marcus R. Addict Biol Human Genetic and Epigenetic Studies Attention‐deficit hyperactivity disorder (ADHD) has consistently been associated with substance use, but the nature of this association is not fully understood. To inform intervention development and public health messages, a vital question is whether there are causal pathways from ADHD to substance use and/or vice versa. We applied bidirectional Mendelian randomization, using summary‐level data from the largest available genome‐wide association studies (GWAS) on ADHD, smoking (initiation, cigarettes per day, cessation, and a compound measure of lifetime smoking), alcohol use (drinks per week, alcohol problems, and alcohol dependence), cannabis use (initiation), and coffee consumption (cups per day). Genetic variants robustly associated with the “exposure” were selected as instruments and identified in the “outcome” GWAS. Effect estimates from individual genetic variants were combined with inverse‐variance weighted regression and five sensitivity analyses (weighted median, weighted mode, MR‐Egger, generalized summary data–based MR, and Steiger filtering). We found evidence that liability to ADHD increases likelihood of smoking initiation and heaviness of smoking among smokers, decreases likelihood of smoking cessation, and increases likelihood of cannabis initiation. There was weak evidence that liability to ADHD increases alcohol dependence risk but not drinks per week or alcohol problems. In the other direction, there was weak evidence that smoking initiation increases ADHD risk, but follow‐up analyses suggested a high probability of horizontal pleiotropy. There was no clear evidence of causal pathways between ADHD and coffee consumption. Our findings corroborate epidemiological evidence, suggesting causal pathways from liability to ADHD to smoking, cannabis use, and, tentatively, alcohol dependence. Further work is needed to explore the exact mechanisms mediating these causal effects. John Wiley and Sons Inc. 2019-11-16 2021-01 /pmc/articles/PMC7228854/ /pubmed/31733098 http://dx.doi.org/10.1111/adb.12849 Text en © 2019 The Authors. Addiction Biology published by John Wiley & Sons Ltd on behalf of Society for the Study of Addiction This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Human Genetic and Epigenetic Studies Treur, Jorien L. Demontis, Ditte Smith, George Davey Sallis, Hannah Richardson, Tom G. Wiers, Reinout W. Børglum, Anders D. Verweij, Karin J.H. Munafò, Marcus R. Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title | Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title_full | Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title_fullStr | Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title_full_unstemmed | Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title_short | Investigating causality between liability to ADHD and substance use, and liability to substance use and ADHD risk, using Mendelian randomization |
title_sort | investigating causality between liability to adhd and substance use, and liability to substance use and adhd risk, using mendelian randomization |
topic | Human Genetic and Epigenetic Studies |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7228854/ https://www.ncbi.nlm.nih.gov/pubmed/31733098 http://dx.doi.org/10.1111/adb.12849 |
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