{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T06:07:48Z","timestamp":1788847668527,"version":"build-2803163510"},"reference-count":55,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T00:00:00Z","timestamp":1788825600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Introduction<\/jats:title>\n                    <jats:p>Adolescent use of alcohol, tobacco, and cannabis remains a significant public health concern across Europe. In border regions, young people may be exposed to differing laws, social norms, and environmental influences, creating a context in which individual and environmental associations may operate differently. This study investigates how individual and environmental factors relate to substance use among adolescents in the border regions of the Netherlands, Belgium, and Germany.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>The study included 20,461 adolescents (aged 13\u201317) from the cross-border regions of the Netherlands, Belgium, and Germany. In 2023, they completed a standardized, anonymous online questionnaire during school hours. The questionnaire assessed substance use (alcohol, tobacco, cannabis), psychosocial characteristics, and physical, social, and economic environmental factors and was analysed using descriptive statistics and logistic regression.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Higher odds of binge drinking, smoking and vaping, and cannabis use were observed for older age, peer influence, and frequent late-night outings, while lower odds were observed for parental monitoring, clear household rules, and structured leisure. While the strength of these associations varied across countries, the underlying factors were largely consistent.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Behavioral differences between countries may reflect variations in national policies and cultural contexts, as well as the broader social dynamics that characterize life in cross-border regions. The social and cultural environments in which adolescents grow up appear to be more decisive. Effective prevention in border regions should therefore prioritize context-specific, cross-border collaboration, focusing on strengthening social structures around parents, schools, and leisure time.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1858516","type":"journal-article","created":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T05:35:30Z","timestamp":1788845730000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Associations between individual and environmental factors and adolescent substance use in the border regions of the Netherlands, Belgium, and Germany"],"prefix":"10.3389","volume":"14","author":[{"given":"Brigitte A. M.","family":"van der Zanden","sequence":"first","affiliation":[{"name":"Department of Social Medicine, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences, Maastricht University","place":["Maastricht, Netherlands"]},{"name":"WHO Collaborating Centre Regions for Health and Cross Border Public Health, Maastricht University","place":["Maastricht, Netherlands"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stephanie","family":"Wagner","sequence":"additional","affiliation":[{"name":"Department of Knowledge and Innovation, South Limburg Public Health Service","place":["Heerlen, Netherlands"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christian J. P. A.","family":"Hoebe","sequence":"additional","affiliation":[{"name":"Department of Social Medicine, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences, Maastricht University","place":["Maastricht, Netherlands"]},{"name":"WHO Collaborating Centre Regions for Health and Cross Border Public Health, Maastricht University","place":["Maastricht, Netherlands"]},{"name":"Department of Sexual Health, Infectious Diseases and Environmental Health, Living Lab Public Health Mosa, South Limburg Public Health Service","place":["Heerlen, Netherlands"]},{"name":"Department of Medical Microbiology, Infectious Diseases and Infection Prevention, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences, Maastricht University Medical Centre (MUMC+)","place":["Maastricht, Netherlands"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,9,8]]},"reference":[{"key":"ref1","volume-title":"2023 Data Browser (Findings from the 2021\/22 International HBSC Survey)","year":"2023"},{"key":"ref2","volume-title":"A Focus on Adolescent Substance use in Europe, central Asia and Canada. Health Behaviour in School-aged Children International Report from the 2021\/2022 Survey. Volume 3","author":"Charrier","year":"2024"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1093\/pch\/pxx017","article-title":"Cannabis and Canada's children and youth","volume":"22","author":"Grant","year":"2017","journal-title":"Paediatr Child Health"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1097\/mop.0000000000001271","article-title":"The nicotine and tobacco epidemic among adolescents: new products are addicting our youth","volume":"35","author":"Heinly","year":"2023","journal-title":"Curr Opin Pediatr"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1038\/s41533-022-00277-9","article-title":"Global youth vaping and respiratory health: epidemiology, interventions, and policies","volume":"32","author":"Lyzwinski","year":"2022","journal-title":"NPJ Prim Care Respir Med"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"3491","DOI":"10.1007\/s11469-023-01062-6","article-title":"The association between adolescent vaping and subsequent use of other substances and risk factors for polysubstance use","volume":"22","author":"Salmon","year":"2023","journal-title":"Int J Ment Health Addict"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"S3","DOI":"10.1016\/j.drugalcdep.2011.12.018","article-title":"Common liability to addiction and \"gateway hypothesis\": theoretical, empirical and evolutionary perspective","author":"Vanyukov","year":"2012","journal-title":"Drug Alcohol Depend"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1080\/09595230500126698","article-title":"Is cannabis a gateway drug? Testing hypotheses about the relationship between cannabis use and the use of other illicit drugs","volume":"24","author":"Hall","year":"2005","journal-title":"Drug Alcohol Rev"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1177\/1524839919886314","article-title":"Prevention is possible: a brief history of the origin and dissemination of the Icelandic prevention model","volume":"21","author":"Sigfusdottir","year":"2020","journal-title":"Health Promot Pract"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1186\/1471-2458-8-86","article-title":"Social correlates of cigarette smoking among Icelandic adolescents: a population-based cross-sectional study","volume":"8","author":"Kristjansson","year":"2008","journal-title":"BMC Public Health"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"1472347","DOI":"10.3389\/fpubh.2024.1472347","article-title":"The German communities that care youth survey: dimensionality and validity of risk factors","volume":"12","author":"Reder","year":"2024","journal-title":"Front Public Health"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"873","DOI":"10.1007\/s11121-025-01823-w","article-title":"Early effects of communities that care on the adoption and implementation Fidelity of evidence-based prevention programs in communities: results from a quasi-experimental study","volume":"26","author":"Decker","year":"2025","journal-title":"Prev Sci"},{"key":"ref13","volume-title":"European Drug Prevention Quality Standard (EDPQS)","year":"2011"},{"key":"ref14","volume-title":"Consensus Building on Minimal and Ideal Quality Standards for Prevention, Treatment and harm Reduction of Substance Use Disorders (COMIQS.BE)","author":"Autrique","year":"2016"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1080\/17449057.2011.570981","article-title":"Borders of understanding: re-making frontiers in the Russian\u2013Norwegian contact zone","volume":"10","author":"Aure","year":"2011","journal-title":"Ethnopolitics"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"674","DOI":"10.1080\/14650040490478738","article-title":"The frontiers of the European Union: a geostrategic perspective","volume":"9","author":"Walters","year":"2004","journal-title":"Geopolitics"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.4000\/belgeo.10532","article-title":"Selected conceptual issues in border studies","volume":"1","author":"Kolossov","year":"2013","journal-title":"Belgeo"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"746","DOI":"10.1186\/s12889-024-18175-9","article-title":"European policies for public health in border regions: no European mindset as yet","volume":"24","author":"van der Zanden","year":"2024","journal-title":"BMC Public Health"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1037\/0033-2909.112.1.64","article-title":"Risk and protective factors for alcohol and other drug problems in adolescence and early adulthood: implications for substance abuse prevention","volume":"112","author":"Hawkins","year":"1992","journal-title":"Psychol Bull"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1037\/0033-2909.117.1.67","article-title":"Reviewing theories of adolescent substance use: organizing pieces in the puzzle","volume":"117","author":"Petraitis","year":"1995","journal-title":"Psychol Bull"},{"key":"ref21","volume-title":"Demography of Europe \u2013 2023rd edition","year":"2024"},{"key":"ref22","volume-title":"Report on EU Border Regions: Living Labs of European Integration (2021\/2202(INI))","author":"Omarjee","year":"2022"},{"key":"ref23","volume-title":"Methodological Manual on Territorial Typologies: 2018th Edition","year":"2019"},{"key":"ref24","volume-title":"Cross-Border Patient Mobility in Selected EU Regions Final Report","author":"Mullan","year":"2021"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"962","DOI":"10.1080\/09654313.2020.1818185","article-title":"Covid fencing effects on cross-border deterritorialism: the case of Europe","volume":"29","author":"Medeiros","year":"2021","journal-title":"Eur Plan Stud"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1016\/j.puhe.2022.06.020","article-title":"Perspectives of public health professionals on border control practices for COVID-19 management in Europe","volume":"210","author":"Dieminger","year":"2022","journal-title":"Public Health"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1186\/1747-597X-3-12","article-title":"Trends in prevalence of substance use among Icelandic adolescents, 1995-2006","volume":"3","author":"Sigfusdottir","year":"2008","journal-title":"Substan. Abuse Treat. Prev. Policy"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"1314","DOI":"10.1016\/j.addbeh.2012.06.020","article-title":"Family and peer predictors of substance use from early adolescence to early adulthood: an 11-year prospective analysis","volume":"37","author":"Van Ryzin","year":"2012","journal-title":"Addict Behav"},{"key":"ref29","volume-title":"Journal of Studies on Alcohol","author":"Schulenberg","year":"2001"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1007\/s10826-011-9493-9","article-title":"The Association of Externalizing Behavior and Parent-Child Relationships: an intergenerational study","volume":"21","author":"Brook","year":"2012","journal-title":"J. Child Fam. Stud."},{"key":"ref31","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1037\/\/0022-3514.71.5.937","article-title":"How are social support effects mediated? A test with parental support and adolescent substance use","volume":"71","author":"Wills","year":"1996","journal-title":"J Pers Soc Psychol"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1080\/09595230500167478","article-title":"The role of the family in preventing and intervening with substance use and misuse: a comprehensive review of family interventions, with a focus on young people","volume":"24","author":"Velleman","year":"2005","journal-title":"Drug Alcohol Rev"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1016\/j.jadohealth.2007.03.009","article-title":"Is commercial alcohol availability related to adolescent alcohol sources and alcohol use? Findings from a multi-level study","volume":"41","author":"Paschall","year":"2007","journal-title":"J Adolesc Health"},{"key":"ref34","volume-title":"Gezondheidsatlas Zuid-Limburg \u2013 Gezondheidsmonitor Jeugd","year":"2025"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"426","DOI":"10.1080\/17437199.2011.587961","article-title":"The effect of peer influence and selection processes on adolescent alcohol use: a systematic review of longitudinal studies","volume":"8","author":"Leung","year":"2014","journal-title":"Health Psychol Rev"},{"key":"ref36","doi-asserted-by":"publisher","first-page":"1299","DOI":"10.1111\/j.1469-7610.2006.01680.x","article-title":"The impact of alcohol-specific rules, parental norms about early drinking and parental alcohol use on adolescents\u2019 drinking behavior","volume":"47","author":"Van Der Vorst","year":"2006","journal-title":"J Child Psychol Psychiatry"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"656","DOI":"10.1186\/s12889-022-12992-6","article-title":"Parent\/caregiver attitudes, motivations and behaviours in relation to alcohol use among offspring aged 13\u201318 years: a qualitative study","volume":"22","author":"Mitchell","year":"2022","journal-title":"BMC Public Health"},{"key":"ref38","doi-asserted-by":"publisher","first-page":"774","DOI":"10.1080\/00048674.2010.501759","article-title":"Parenting factors associated with reduced adolescent alcohol use: a systematic review of longitudinal studies","volume":"44","author":"Ryan","year":"2010","journal-title":"Aust N Z J Psychiatry"},{"key":"ref39","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1016\/j.addbeh.2009.12.032","article-title":"Relationship of high school and college sports participation with alcohol, tobacco, and illicit drug use: a review","volume":"35","author":"Lisha","year":"2010","journal-title":"Addict Behav"},{"key":"ref40","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1177\/109019810102800109","article-title":"Peer and parent influences on smoking and drinking among early adolescents","volume":"28","author":"Simons-Morton","year":"2001","journal-title":"Health Educ Behav"},{"key":"ref41","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1136\/tobaccocontrol-2015-052705","article-title":"Longitudinal study of e-cigarette use and onset of cigarette smoking among high school students in Hawaii","volume":"26","author":"Wills","year":"2017","journal-title":"Tob Control"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s40894-019-00130-0","article-title":"Peer influence and adolescent substance use: a systematic review of dynamic social network research","volume":"6","author":"Henneberger","year":"2021","journal-title":"Adolesc Res Rev"},{"key":"ref43","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/s1054-139x(99)00056-7","article-title":"Do friendships change behaviors, or do behaviors change friendships? Examining paths of influence in young adolescents' alcohol use","volume":"26","author":"Sieving","year":"2000","journal-title":"J Adolesc Health"},{"key":"ref44","volume-title":"The Icelandic Model: Is the Hype Justified? Position Paper of the European Society for Prevention Research on the Icelandic Model","author":"Koning","year":"2020"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1007\/s00038-016-0930-9","article-title":"Participation in organized leisure-time activities and risk behaviors in Czech adolescents","volume":"62","author":"Badura","year":"2017","journal-title":"Int J Public Health"},{"key":"ref46","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.jpsychires.2015.02.022","article-title":"Perceived cannabis use norms and cannabis use among adolescents in the United States","volume":"64","author":"Wu","year":"2015","journal-title":"J Psychiatr Res"},{"key":"ref47","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1037\/0893-164X.20.3.265","article-title":"Behavioral and emotional self-control: relations to substance use in samples of middle and high school students","volume":"20","author":"Wills","year":"2006","journal-title":"Psychol. Addict. Behav."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"1988","DOI":"10.1186\/s12889-021-12113-9","article-title":"Friends and family matter most: a trend analysis of increasing e-cigarette use among Irish teenagers and socio-demographic, personal, peer and familial associations","volume":"21","author":"Hanafin","year":"2021","journal-title":"BMC Public Health"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"115","DOI":"10.15288\/jsad.2010.71.115","article-title":"Truancy and escalation of substance use during adolescence","volume":"71","author":"Henry","year":"2010","journal-title":"J Stud Alcohol Drugs"},{"key":"ref50","doi-asserted-by":"publisher","first-page":"578","DOI":"10.1111\/j.1745-6924.2009.01166.x","article-title":"Monitoring matters: meta-analytic review reveals the reliable linkage of parental monitoring with adolescent marijuana use","volume":"4","author":"Lac","year":"2009","journal-title":"Perspect Psychol Sci"},{"key":"ref51","doi-asserted-by":"publisher","first-page":"1060","DOI":"10.1542\/peds.93.6.1060","article-title":"Parental monitoring and peer influences on adolescent substance use","volume":"93","author":"Steinberg","year":"1994","journal-title":"Pediatrics"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1016\/j.addbeh.2013.11.006","article-title":"Sport participation and alcohol and illicit drug use in adolescents and young adults: a systematic review of longitudinal studies","volume":"39","author":"Kwan","year":"2014","journal-title":"Addict Behav"},{"key":"ref53","doi-asserted-by":"publisher","first-page":"530","DOI":"10.1016\/j.amepre.2010.12.021","article-title":"Exercise and substance use among American youth, 1991\u20132009","volume":"40","author":"Terry-McElrath","year":"2011","journal-title":"Am J Prev Med"},{"key":"ref54","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1002\/jad.12048","article-title":"Sports participation and alcohol use revisited: a longitudinal study of Norwegian postmillennial adolescents","volume":"94","author":"Brunborg","year":"2022","journal-title":"J Adolesc"},{"key":"ref55","first-page":"54","article-title":"Nederlandse grensregio's en de glazen muur met Duitsland en Belgi\u00eb","volume":"10","author":"Bos","year":"2016","journal-title":"Tijdschrift voor Politieke Econ."}],"container-title":["Frontiers in Public Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1858516\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T05:35:33Z","timestamp":1788845733000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1858516\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9,8]]},"references-count":55,"alternative-id":["10.3389\/fpubh.2026.1858516"],"URL":"https:\/\/doi.org\/10.3389\/fpubh.2026.1858516","relation":{},"ISSN":["2296-2565"],"issn-type":[{"value":"2296-2565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,9,8]]},"article-number":"1858516"}}