{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T16:51:42Z","timestamp":1790787102818,"version":"4.1.0"},"reference-count":64,"publisher":"Wiley","issue":"3","license":[{"start":{"date-parts":[[2021,9,29]],"date-time":"2021-09-29T00:00:00Z","timestamp":1632873600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100007155","name":"Medical Research Council Canada","doi-asserted-by":"publisher","award":["MC_UU_00011\/7"],"award-info":[{"award-number":["MC_UU_00011\/7"]}],"id":[{"id":"10.13039\/501100007155","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100018956","name":"NIHR Cambridge Biomedical Research Centre","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100018956","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100006095","name":"Helse S\u00f8r-\u00d8st RHF","doi-asserted-by":"publisher","award":["2020024"],"award-info":[{"award-number":["2020024"]}],"id":[{"id":"10.13039\/501100006095","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Addiction"],"published-print":{"date-parts":[[2022,3]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background and Aims<\/jats:title>\n                    <jats:p>Initial use of drugs such as tobacco and alcohol may lead to subsequent more problematic drug use\u2014the \u2018gateway\u2019 hypothesis. However, observed associations may be due to a shared underlying risk factor, such as trait impulsivity. We used bidirectional Mendelian randomization (MR) to test the gateway hypothesis.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design<\/jats:title>\n                    <jats:p>Our main method was inverse\u2010variance weighted (IVW) MR, with other methods included as sensitivity analyses (where consistent results across methods would raise confidence in our primary results). MR is a genetic instrumental variable approach used to support stronger causal inference in observational studies.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Setting and participants<\/jats:title>\n                    <jats:p>\n                      Genome\u2010wide association summary data among European ancestry individuals for smoking initiation, alcoholic drinks per week, cannabis use and dependence, cocaine and opioid dependence (\n                      <jats:italic>n<\/jats:italic>\n                      \u2009=\u20091749\u20131\u2009232\u2009091).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Measurements<\/jats:title>\n                    <jats:p>Genetic variants for exposure.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Findings<\/jats:title>\n                    <jats:p>\n                      We found evidence of causal effects from smoking initiation to increased drinks per week [(IVW): \u03b2\u2009=\u20090.06; 95% confidence interval (CI)\u2009=\u20090.03\u20130.09;\n                      <jats:italic>P<\/jats:italic>\n                      \u2009=\u20099.44\u2009\u00d7 10\n                      <jats:sup>\u221206<\/jats:sup>\n                      ], cannabis use [IVW: odds ratio (OR)\u2009=\u20091.34; 95% CI\u2009=\u20091.24\u20131.44;\n                      <jats:italic>P<\/jats:italic>\n                      \u2009=\u20091.95\u2009\u00d7\u200910\n                      <jats:sup>\u221214<\/jats:sup>\n                      ] and cannabis dependence (IVW: OR\u2009=\u20091.68; 95% CI\u2009=\u20091.12\u20132.51;\n                      <jats:italic>P<\/jats:italic>\n                      \u2009=\u20090.01). We also found evidence of an effect of cannabis use on the increased likelihood of smoking initiation (IVW: OR\u2009=\u20091.39; 95% CI\u2009=\u20091.08\u20131.80;\n                      <jats:italic>P<\/jats:italic>\n                      \u2009=\u20090.01). We did not find evidence of an effect of drinks per week on other substance use outcomes, except weak evidence of an effect on cannabis use (IVW: OR\u2009=\u20090.55; 95% CI\u2009=\u20090.16\u20131.93;\n                      <jats:italic>P<\/jats:italic>\n                      \u2010value\u2009=\u20090.35). We found weak evidence of an effect of opioid dependence on increased drinks per week (IVW: \u03b2\u2009=\u20090.002; 95% CI\u2009=\u20090.0005\u20130.003;\n                      <jats:italic>P<\/jats:italic>\n                      \u2009=\u20098.61\u2009\u00d7 10\n                      <jats:sup>\u221203<\/jats:sup>\n                      ).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Bidirectional Mendelian randomization testing of the gateway hypothesis reveals that smoking initiation may lead to increased alcohol consumption, cannabis use and cannabis dependence. Cannabis use may also lead to smoking initiation and opioid dependence to alcohol consumption. However, given that tobacco and alcohol use typically begin before other drug use, these results may reflect a shared risk factor or a bidirectional effect for cannabis use and opioid dependence.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/add.15673","type":"journal-article","created":{"date-parts":[[2021,9,30]],"date-time":"2021-09-30T02:06:10Z","timestamp":1632967570000},"page":"741-750","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":30,"title":["Using Mendelian randomization to explore the gateway hypothesis: possible causal effects of smoking initiation and alcohol consumption on substance use outcomes"],"prefix":"10.1111","volume":"117","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2990-6979","authenticated-orcid":false,"given":"Zoe E.","family":"Reed","sequence":"first","affiliation":[{"name":"School of Psychological Science University of Bristol  Bristol UK"},{"name":"MRC Integrative Epidemiology Unit University of Bristol  Bristol UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3961-3202","authenticated-orcid":false,"given":"Robyn E.","family":"Wootton","sequence":"additional","affiliation":[{"name":"MRC Integrative Epidemiology Unit University of Bristol  Bristol UK"},{"name":"Nic Waals Institute Lovisenberg Diaconal Hospital  Oslo Norway"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4049-993X","authenticated-orcid":false,"given":"Marcus R.","family":"Munaf\u00f2","sequence":"additional","affiliation":[{"name":"School of Psychological Science University of Bristol  Bristol UK"},{"name":"MRC Integrative Epidemiology Unit University of Bristol  Bristol UK"},{"name":"National Institute for Health Research Bristol Biomedical Research Centre University Hospitals Bristol NHS Foundation Trust and University of Bristol  Bristol UK"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2021,9,29]]},"reference":[{"key":"e_1_2_9_2_1","article-title":"Substance use and associated health conditions throughout the lifespan","volume":"35","author":"Schulte MT","year":"2014","journal-title":"Public Health Rev"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/S2215-0366(18)30337-7"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.3109\/10826084.2015.1007679"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.socscimed.2014.08.016"},{"key":"e_1_2_9_6_1","doi-asserted-by":"publisher","DOI":"10.15288\/jsa.1992.53.447"},{"key":"e_1_2_9_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-4603(01)00211-8"},{"key":"e_1_2_9_8_1","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2458-14-1202"},{"key":"e_1_2_9_9_1","first-page":"61","article-title":"Externalizing behavior problems and cigarette smoking as predictors of cannabis use: the TRAILS study","volume":"49","author":"Korhonen T","year":"2010","journal-title":"J Acad Child Adolesc Psychiatry"},{"key":"e_1_2_9_10_1","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.3003062"},{"key":"e_1_2_9_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.addbeh.2015.02.014"},{"key":"e_1_2_9_12_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1746-1561.2012.00712.x"},{"key":"e_1_2_9_13_1","doi-asserted-by":"publisher","DOI":"10.1046\/j.1360-0443.2001.9656915.x"},{"key":"e_1_2_9_14_1","doi-asserted-by":"publisher","DOI":"10.1111\/josh.12351"},{"key":"e_1_2_9_15_1","doi-asserted-by":"publisher","DOI":"10.1038\/npp.2016.279"},{"key":"e_1_2_9_16_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10461-016-1492-9"},{"key":"e_1_2_9_17_1","doi-asserted-by":"publisher","DOI":"10.3109\/10826084.2015.1073323"},{"key":"e_1_2_9_18_1","doi-asserted-by":"publisher","DOI":"10.1111\/add.15183"},{"key":"e_1_2_9_19_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1360-0443.2009.02831.x"},{"key":"e_1_2_9_20_1","doi-asserted-by":"publisher","DOI":"10.1038\/nrg1635"},{"key":"e_1_2_9_21_1","doi-asserted-by":"publisher","DOI":"10.2174\/1573400510666140320000928"},{"key":"e_1_2_9_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10519-004-1327-8"},{"key":"e_1_2_9_23_1","doi-asserted-by":"publisher","DOI":"10.1111\/add.14533"},{"key":"e_1_2_9_24_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41588-018-0307-5"},{"key":"e_1_2_9_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/S2215-0366(20)30339-4"},{"key":"e_1_2_9_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.pnpbp.2019.109667"},{"key":"e_1_2_9_27_1","doi-asserted-by":"publisher","DOI":"10.1001\/jamapsychiatry.2020.1206"},{"key":"e_1_2_9_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cpr.2011.01.006"},{"key":"e_1_2_9_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11920-013-0436-6"},{"key":"e_1_2_9_30_1","doi-asserted-by":"publisher","DOI":"10.1111\/adb.12849"},{"key":"e_1_2_9_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2005.07.009"},{"key":"e_1_2_9_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.addbeh.2016.10.012"},{"key":"e_1_2_9_33_1","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyg070"},{"key":"e_1_2_9_34_1","doi-asserted-by":"publisher","DOI":"10.3945\/ajcn.115.118216"},{"key":"e_1_2_9_35_1","doi-asserted-by":"publisher","DOI":"10.1002\/sim.3034"},{"key":"e_1_2_9_36_1","doi-asserted-by":"publisher","DOI":"10.1093\/hmg\/ddu328"},{"key":"e_1_2_9_37_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10654-015-0011-z"},{"key":"e_1_2_9_38_1","doi-asserted-by":"publisher","DOI":"10.1111\/add.14154"},{"key":"e_1_2_9_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.drugalcdep.2020.107966"},{"key":"e_1_2_9_40_1","doi-asserted-by":"publisher","DOI":"10.1002\/gepi.21998"},{"key":"e_1_2_9_41_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41593-018-0206-1"},{"key":"e_1_2_9_42_1","doi-asserted-by":"publisher","DOI":"10.1038\/mp.2017.200"},{"key":"e_1_2_9_43_1","doi-asserted-by":"publisher","DOI":"10.1038\/mp.2013.99"},{"key":"e_1_2_9_44_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2013.08.034"},{"key":"e_1_2_9_45_1","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-11-288"},{"key":"e_1_2_9_46_1","volume-title":"R: A Language and Environment for Statistical Computing","author":"R Core Team","year":"2016"},{"key":"e_1_2_9_47_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pgen.1007081"},{"key":"e_1_2_9_48_1","article-title":"MR\u2010base: a platform for systematic causal inference across the phenome using billions of genetic associations","author":"Hemani G","year":"2016","journal-title":"bioRxiv"},{"key":"e_1_2_9_49_1","doi-asserted-by":"publisher","DOI":"10.1002\/gepi.21758"},{"key":"e_1_2_9_50_1","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyv080"},{"key":"e_1_2_9_51_1","doi-asserted-by":"publisher","DOI":"10.1002\/gepi.21965"},{"key":"e_1_2_9_52_1","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyx102"},{"key":"e_1_2_9_53_1","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.322.7280.226"},{"key":"e_1_2_9_54_1","first-page":"1961","article-title":"Assessing the suitability of summary data for two\u2010sample Mendelian randomization analyses using MR\u2010Egger regression: the role of the I 2 statistic","volume":"45","author":"Bowden J","year":"2016","journal-title":"Int J Epidemiol"},{"key":"e_1_2_9_55_1","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyy262"},{"key":"e_1_2_9_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.drugalcdep.2015.01.004"},{"key":"e_1_2_9_57_1","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-015-2194-3"},{"key":"e_1_2_9_58_1","doi-asserted-by":"publisher","DOI":"10.1002\/ajmg.b.32808"},{"key":"e_1_2_9_59_1","first-page":"1","article-title":"Mendelian randomisation for psychiatry: how does it work, and what can it tell us?","volume":"4","author":"Wootton RE","year":"2021","journal-title":"Mol Psychiatry"},{"key":"e_1_2_9_60_1","doi-asserted-by":"publisher","DOI":"10.1097\/00132576-200205000-00002"},{"key":"e_1_2_9_61_1","doi-asserted-by":"publisher","DOI":"10.1080\/09638230600998896"},{"key":"e_1_2_9_62_1","doi-asserted-by":"publisher","DOI":"10.3109\/16066359.2013.867432"},{"key":"e_1_2_9_63_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal"},{"key":"e_1_2_9_64_1","first-page":"1866","article-title":"Triangulation in aetiological epidemiology","volume":"45","author":"Lawlor DA","year":"2017","journal-title":"Int J Epidemiol"},{"key":"e_1_2_9_65_1","doi-asserted-by":"publisher","DOI":"10.1038\/d41586-018-01023-3"}],"container-title":["Addiction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/add.15673","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/add.15673","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/add.15673","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,4]],"date-time":"2025-12-04T05:01:41Z","timestamp":1764824501000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/add.15673"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,9,29]]},"references-count":64,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2022,3]]}},"alternative-id":["10.1111\/add.15673"],"URL":"https:\/\/doi.org\/10.1111\/add.15673","archive":["Portico"],"relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2021.01.12.21249649","asserted-by":"object"}]},"ISSN":["0965-2140","1360-0443"],"issn-type":[{"value":"0965-2140","type":"print"},{"value":"1360-0443","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,9,29]]},"assertion":[{"value":"2021-01-12","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-08-11","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-09-29","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}