European School Survey Project on Alcohol and Other Drugs (ESPAD) Group. ESPAD report 2015: results from the European school survey project on alcohol and other drugs. Luxembourg: Luxembourg Publications Office European Union; 2016.
Google Scholar
Gray KM, Squeglia LM. Research review: what have we learned about adolescent substance use? J Child Psychol Psychiatry. 2018;59:618–27.
Article
PubMed
Google Scholar
Hammerslag LR, Gulley JM. Sex differences in behavior and neural development and their role in adolescent vulnerability to substance use. Behav Brain Res. 2016;298:15–26.
Article
PubMed
Google Scholar
Dir AL, Bell RL, Adams ZW, Hulvershorn LA. Gender differences in risk factors for adolescent binge drinking and implications for intervention and prevention. Front Psychiatry. 2017. https://doi.org/10.3389/fpsyt.2017.00289.
Article
PubMed Central
PubMed
Google Scholar
Grüne B, Piontek D, Sleczka P, Kraus L, Pogarell O. Drinking location and drinking culture and their association with alcohol use among girls and boys in Europe. J Stud Alcohol Drugs. 2017;78:549–57.
Article
PubMed
Google Scholar
Cheng HG, Anthony JC. A new era for drinking? Epidemiological evidence on adolescent male–female differences in drinking incidence in the United States and Europe. Soc Psychiatry Psychiatr Epidemiol. 2017;52:117–26.
Article
PubMed
Google Scholar
Keyes KM, Li G, Hasin DS. Birth cohort effects and gender differences in alcohol epidemiology: a review and synthesis. Alcohol Clin Exp Res. 2011;35:2101–12.
Article
PubMed
Google Scholar
Bright CL, Sacco P, Kolivoski KM, Stapleton LM, Jun H-J, Morris-Compton D. Gender differences in patterns of substance use and delinquency: a latent transition analysis. J Child Adolesc Subst Abuse. 2017;26:162–73.
Article
PubMed
Google Scholar
Whaley RB, Hayes-Smith J, Hayes-Smith R. Gendered pathways? Gender, mediating factors, and the gap in boys’ and girls’ substance use. Crime Delinquency. 2013;59:651–69.
Article
Google Scholar
Schulte MT, Ramo D, Brown SA. Gender Differences in factors influencing alcohol use and drinking progression among adolescents. Clin Psychol Rev. 2009;29:535–47.
Article
PubMed
Google Scholar
Santos T, de Matos MG, Simões MC, do Céu Machado M. Contextual factors related to chronic condition in Portuguese adolescents: highlights from the HBSC/WHO study. Psicol Reflex E Crítica. 2016;29:3.
Article
Google Scholar
Currie C, Zanotti C, Morgan A, Currie D, De Looze M, Roberts C, et al., editors. Social determinants of health and well-being among young people. Health Behaviour in School-aged Children (HBSC) study: international report from the 2009/2010 survey. Copenhagen: WHO Regional Office for Europe; 2012. http://www.euro.who.int/__data/assets/pdf_file/0003/163857/Social-determinants-of-health-and-well-being-among-young-people.pdf. Accessed 16 Mar 2019.
Kingston S, Rose M, Cohen-Serrins J, Knight E. A qualitative study of the context of child and adolescent substance use initiation and patterns of use in the first year for early and later initiators. PLoS ONE. 2017;12:e0170794.
Article
PubMed
Google Scholar
Swahn MH, Bossarte RM. Gender, early alcohol use, and suicide ideation and attempts: findings from the 2005 youth risk behavior survey. J Adolesc Health. 2007;41:175–81.
Article
PubMed
Google Scholar
Swahn MH, Bossarte RM, Choquet M, Hassler C, Falissard B, Chau N. Early substance use initiation and suicide ideation and attempts among students in France and the United States. Int J Public Health. 2012;57:95–105.
Article
PubMed
Google Scholar
Luk JW, Farhat T, Iannotti RJ, Simons-Morton BG. Parent-child communication and substance use among adolescents: do father and mother communication play a different role for sons and daughters? Addict Behav. 2010;35:426–31.
Article
PubMed
Google Scholar
Evans-Polce R, Lanza S, Maggs J. Heterogeneity of alcohol, tobacco, and other substance use behaviors in U.S. college students: a latent class analysis. Addict Behav. 2016;53:80–5.
Article
PubMed
Google Scholar
Tomczyk S, Hanewinkel R, Isensee B. Multiple substance use patterns in adolescents-A multilevel latent class analysis. Drug Alcohol Depend. 2015;155:208–14.
Article
PubMed
Google Scholar
Kelly AB, Chan GC, Mason WA, Williams JW. The relationship between psychological distress and adolescent polydrug use. Psychol Addict Behav. 2015;29:787–93.
Article
PubMed
Google Scholar
Harakeh Z, de Looze ME, Schrijvers CTM, van Dorsselaer SAFM, Vollebergh WAM. Individual and environmental predictors of health risk behaviours among Dutch adolescents: the HBSC study. Public Health. 2012;126:566–73.
Article
CAS
PubMed
Google Scholar
Cleveland MJ, Collins LM, Lanza ST, Greenberg MT, Feinberg ME. Does individual risk moderate the effect of contextual-level protective factors? A latent class analysis of substance use. J Prev Interv Community. 2010;38:213–28.
Article
PubMed
Google Scholar
Connell CM, Gilreath TD, Hansen NB. A multiprocess latent class analysis of the co-occurrence of substance use and sexual risk behavior among adolescents. J Stud Alcohol Drugs. 2009;70:943–51.
Article
PubMed
Google Scholar
Currie C, Molcho M, Boyce W, Holstein B, Torsheim T, Richter M. Researching health inequalities in adolescents: the development of the Health Behaviour in School-Aged Children (HBSC) family affluence scale. Soc Sci Med. 2008;66:1429–36.
Article
PubMed
Google Scholar
Moore GF, Cox R, Evans RE, Hallingberg B, Hawkins J, Littlecott HJ, et al. School, peer and family relationships and adolescent substance use, subjective wellbeing and mental health symptoms in wales: a cross sectional study. Child Indic Res. 2018;11:1951–65.
Article
PubMed
Google Scholar
Mark L, Samm A, Tooding L-M, Sisask M, Aasvee K, Zaborskis A, et al. Suicidal ideation, risk factors, and communication with parents. Crisis. 2013;34:3–12.
Article
PubMed
Google Scholar
Callaghan M, Kelly C, Molcho M. Bullying and bystander behaviour and health outcomes among adolescents in Ireland. J Epidemiol Community Health. 2019;1:1. https://doi.org/10.1136/jech-2018-211350.
Article
Google Scholar
Djerboua M, Chen BE, Davison CM. Physical fighting, fighting-related injuries and family affluence among Canadian youth. BMC Public Health. 2016;16:199.
Article
PubMed
Google Scholar
Gariepy G, McKinnon B, Sentenac M, Elgar FJ. Validity and reliability of a brief symptom checklist to measure psychological health in school-aged children. Child Indic Res. 2016;9:471–84.
Article
Google Scholar
Nuutinen T, Roos E, Ray C, Villberg J, Välimaa R, Rasmussen M, et al. Computer use, sleep duration and health symptoms: a cross-sectional study of 15-year olds in three countries. Int J Public Health. 2014;59:619–28.
Article
PubMed
Google Scholar
Feingold A, Tiberio SS, Capaldi DM. New approaches for examining associations with latent categorical variables: applications to substance abuse and aggression. Psychol Addict Behav J Soc Psychol Addict Behav. 2014;28:257–67.
Article
Google Scholar
Lanza ST, Cooper BR. Latent class analysis for developmental research. Child Dev Perspect. 2016;10:59–64.
Article
Google Scholar
Schuler MS. Estimating the relative treatment effects of natural clusters of adolescent substance abuse treatment services: Combining latent class analysis and propensity score methods. Ph.D. Thesis. Johns Hopkins University; 2013.
Collins LM, Lanza ST. Latent class and latent transition analysis: with applications in the social, behavioral, and health sciences. Hoboken: John Wiley & Sons; 2013.
Google Scholar
Nylund KL, Asparouhov T, Muthén BO. Deciding on the number of classes in latent class analysis and growth mixture modeling: a monte carlo simulation study. Struct Equ Model Multidiscip J. 2007;14:535–69.
Article
Google Scholar
Collins LM, Lanza ST. Latent class and latent transition analysis: with applications in the social, behavioral, and health sciences. Hoboken: John Wiley & Sons; 2010.
Google Scholar
Schafer JL, Kang J. LCCA package for R users’ guide (Version 1.1. 0). Retrieved Methodol Psu Edu; 2013.
Asparouhov T, Muthén B. Auxiliary variables in mixture modeling: three-step approaches using M plus. Struct Equ Model Multidiscip J. 2014;21:329–41.
Article
Google Scholar
Muthen LK, Muthén BO. Mplus version 8 user’s guide. Los Angeles: Muthen & Muthen; 2017.
Google Scholar
Rubin DB. Multiple imputation for nonresponse in surveys (Wiley Series in Probability and Statistics); 1987.
Cranford JA, Boyd CJ, McCabe SE. Adolescents’ nonmedical use and excessive medical use of prescription medications and the identification of substance use subgroups. Addict Behav. 2013. https://doi.org/10.1016/j.addbeh.2013.06.015.
Article
PubMed Central
PubMed
Google Scholar
Gilreath TD, Astor RA, Estrada JN, Johnson RM, Benbenishty R, Unger JB. Substance use among adolescents in California: a latent class analysis. Subst Use Misuse. 2013;1:1. https://doi.org/10.3109/10826084.2013.824468.
Article
Google Scholar
Lamont AE, Woodlief D, Malone PS. Predicting high-risk versus higher-risk substance use during late adolescence from early adolescent risk factors using Latent Class Analysis. Addict Res Theory. 2014;22:78–89.
Article
PubMed
Google Scholar
Kelly A, Evans-Whipp TJ, Smith R, Chan GCK, Toumbourou JW, Patton GC, et al. A longitudinal study of the association of adolescent polydrug use, alcohol use, and high school non-completion. Addict Abingdon Engl. 2015;110:627–35.
Article
Google Scholar
Tomczyk S, Hanewinkel R, Isensee B. Multiple substance use patterns in adolescents—a multilevel latent class analysis. Drug Alcohol Depend. 2015;155(Supplement C):208–14.
Article
PubMed
Google Scholar
MacArthur GJ, Smith MC, Melotti R, Heron J, Macleod J, Hickman M, et al. Patterns of alcohol use and multiple risk behaviour by gender during early and late adolescence: the ALSPAC cohort. J Public Health. 2012;34(suppl_1):i20–30.
Article
Google Scholar
Choi HJ, Lu Y, Schulte M, Temple JR. Adolescent substance use: latent class and transition analysis. Addict Behav. 2018;77:160–5.
Article
PubMed
Google Scholar
Donovan JE, Molina BSG. Types of alcohol use experience from childhood through adolescence. J Adolesc Health Off Publ Soc Adolesc Med. 2013;53:453–9.
Article
Google Scholar
Bosque-Prous M, Kuipers MAG, Espelt A, Richter M, Rimpelä A, Perelman J, et al. Adolescent alcohol use and parental and adolescent socioeconomic position in six European cities. BMC Public Health. 2017;17:646.
Article
PubMed
Google Scholar
Humensky JL. Are adolescents with high socioeconomic status more likely to engage in alcohol and illicit drug use in early adulthood? Subst Abuse Treat Prev Policy. 2010;5:19.
Article
PubMed
Google Scholar
Hanson MD, Chen E. Socioeconomic status and substance use behaviors in adolescents: the role of family resources versus family social status. J Health Psychol. 2007;12:32–5.
Article
PubMed
Google Scholar
Taylor M, Collin SM, Munafò MR, MacLeod J, Hickman M, Heron J. Patterns of cannabis use during adolescence and their association with harmful substance use behaviour: findings from a UK birth cohort. J Epidemiol Community Health. 2017;71:764–70.
Article
PubMed
Google Scholar
Gaete J, Tornero B, Valenzuela D, Rojas-Barahona CA, Salmivalli C, Valenzuela E, et al. Substance use among adolescents involved in bullying: a cross-sectional multilevel study. Front Psychol. 2017;8:1056.
Article
PubMed
Google Scholar
Van Ouytsel J, Torres E, Choi HJ, Ponnet K, Walrave M, Temple JR. The associations between substance use, sexual behaviors, bullying, deviant behaviors, health, and cyber dating abuse perpetration. J Sch Nurs. 2017;33:116–22.
Article
PubMed
Google Scholar
Ttofi MM, Farrington DP, Lösel F, Crago RV, Theodorakis N. School bullying and drug use later in life: a meta-analytic investigation. Sch Psychol Q Off J Div Sch Psychol Am Psychol Assoc. 2016;31:8–27.
Google Scholar
Kretschmer T, Veenstra R, Deković M, Oldehinkel AJ. Bullying development across adolescence, its antecedents, outcomes, and gender-specific patterns. Dev Psychopathol. 2017;29:941–55.
Article
PubMed
Google Scholar
Ewing BA, Osilla KC, Pedersen ER, Hunter SB, Miles JN, D’Amico EJ. Longitudinal family effects on substance use among an at-risk adolescent sample. Addict Behav. 2015;41:185–91.
Article
PubMed
Google Scholar
Moor I, Rathmann K, Lenzi M, Pförtner T-K, Nagelhout GE, de Looze M, et al. Socioeconomic inequalities in adolescent smoking across 35 countries: a multilevel analysis of the role of family, school and peers. Eur J Public Health. 2015;25:457–63.
Article
PubMed
Google Scholar
Hoffmann JP. Family structure and adolescent substance use: an international perspective. Subst Use Misuse. 2017;52:1667–83.
Article
PubMed
Google Scholar
Carver H, Elliott L, Kennedy C, Hanley J. Parent–child connectedness and communication in relation to alcohol, tobacco and drug use in adolescence: an integrative review of the literature. Drugs Educ Prev Policy. 2017;24:119–33.
Article
Google Scholar
Levin KA, Dallago L, Currie C. The association between adolescent life satisfaction, family structure, family affluence and gender differences in parent-child communication. Soc Indic Res. 2012;106:287–305.
Article
Google Scholar
Rostad W. The influence of dad: an investigation of adolescent females’ perceived closeness with fathers and risky behaviors. Master of Arts Thesis. University of Montana; 2012.
Hussong AM, Ennett ST, Cox MJ, Haroon M. A systematic review of the unique prospective association of negative affect symptoms and adolescent substance use controlling for externalizing symptoms. Psychol Addict Behav J Soc Psychol Addict Behav. 2017;31:137–47.
Article
Google Scholar
Danzo S, Connell AM, Stormshak EA. Associations between alcohol-use and depression symptoms in adolescence: examining gender differences and pathways over time. J Adolesc. 2017;56:64–74.
Article
PubMed
Google Scholar
Edwards AC, Joinson C, Dick DM, Kendler KS, Macleod J, Munafò M, et al. The association between depressive symptoms from early to late adolescence and later use and harmful use of alcohol. Eur Child Adolesc Psychiatry. 2014;23:1219–30.
Article
PubMed
Google Scholar
Johannessen EL, Andersson HW, Bjørngaard JH, Pape K. Anxiety and depression symptoms and alcohol use among adolescents—a cross sectional study of Norwegian secondary school students. BMC Public Health. 2017;17:494.
Article
PubMed
Google Scholar
Conway KP, Vullo GC, Nichter B, Wang J, Compton WM, Iannotti RJ, et al. Prevalence and patterns of polysubstance use in a nationally representative sample of 10th graders in the United States. J Adolesc Health Off Publ Soc Adolesc Med. 2013;52:716–23.
Article
Google Scholar
Danielsson A-K, Wennberg P, Tengström A, Romelsjö A. Adolescent alcohol use trajectories: predictors and subsequent problems. Addict Behav. 2010;35:848–52.
Article
PubMed
Google Scholar
Magidson J, Vermunt J. Latent class models for clustering: a comparison with K-means. Can J Mark Res. 2002;20:36–43.
Google Scholar
Bray BC, Lanza ST, Tan X. Eliminating bias in classify-analyze approaches for latent class analysis. Struct Equ Model Multidiscip J. 2015;22:1–11.
Article
Google Scholar
Roberts C, Freeman J, Samdal O, Schnohr C, Looze M, Nic Gabhainn S, et al. The health behaviour in school-aged children (HBSC) study: methodological developments and current tensions. Int J Public Health. 2009;54(Suppl 2):140–50.
Article
PubMed
Google Scholar