Skip to main content

Advertisement

Log in

Externalizing disorders and substance use: empirically derived subtypes in a population-based sample of adults

  • Original Paper
  • Published:
Social Psychiatry and Psychiatric Epidemiology Aims and scope Submit manuscript

Abstract

Purpose

Attention-deficit/hyperactivity disorder (ADHD), conduct disorder (CD), and oppositional defiant disorder (ODD) are common externalizing disorders of childhood. The common effects of these disorders on substance abuse need further investigation. The current study investigated the joint clusters of childhood/adolescence ADHD, CD, and ODD, and their influence on substance abuse/dependence in a population-based sample of adults.

Methods

The data were drawn from the PsyCoLaus study (n = 3,720) conducted in Lausanne, Switzerland. The population-based sample included 238 subjects meeting criteria for ADHD/ODD/CD diagnoses before the age of 15. Latent class analyses (LCA) were performed to derive comorbidity subtypes, which were subsequently characterized with respect to psychosocial correlates and substance use.

Results

The best fit in LCAs was achieved with three latent classes: an ADHD subtype (35.7 %); an externalizing multimorbid subtype (33.6 %) involving ODD, ADHD, and CD; and a third subtype with CD (30.7 %). The CD subtype showed the highest association with substance use. Apart from this, the externalizing multimorbid subtype was also significantly linked to substance use. The ADHD subtype had only elevated frequencies for alcohol dependence in comparison with subjects that had no history of ADHD, ODD, and CD during childhood or adolescence. Finally, important interactions between subtypes and sex were observed with regard to substance use.

Conclusions

This study provides evidence showing that subtyping the externalizing disorders, ADHD, ODD and CD, along their comorbidity patterns leads to important differences regarding substance use. This could have implications for the etiology, prevention, and treatment of substance use disorders.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  1. Castellanos FX, Tannock R (2002) Neuroscience of attention-deficit/hyperactivity disorder: the search for endophenotypes. Nat Rev Neurosci 3(8):617–628. doi:10.1038/nrn896

    Article  CAS  PubMed  Google Scholar 

  2. Feldman HM, Reiff MI (2014) Clinical practice. Attention deficit-hyperactivity disorder in children and adolescents. N Engl J Med 370(9):838–846. doi:10.1056/NEJMcp1307215

    Article  CAS  PubMed  Google Scholar 

  3. Flory K, Lynam DR (2003) The relation between attention deficit hyperactivity disorder and substance abuse: what role does conduct disorder play? Clin Child Fam Psychol Rev 6(1):1–16

    Article  PubMed  Google Scholar 

  4. Charach A, Yeung E, Climans T, Lillie E (2011) Childhood attention-deficit/hyperactivity disorder and future substance use disorders: comparative meta-analyses. J Am Acad Child Adolesc Psychiatry 50(1):9–21. doi:10.1016/j.jaac.2010.09.019

    Article  PubMed  Google Scholar 

  5. Sihvola E, Rose RJ, Dick DM, Korhonen T, Pulkkinen L, Raevuori A, Marttunen M, Kaprio J (2011) Prospective relationships of ADHD symptoms with developing substance use in a population-derived sample. Psychol Med 41(12):2615–2623. doi:10.1017/S0033291711000791

  6. De Sanctis VA, Trampush JW, Harty SC, Marks DJ, Newcorn JH, Miller CJ, Halperin JM (2008) Childhood maltreatment and conduct disorder: independent predictors of adolescent substance use disorders in youth with attention deficit/hyperactivity disorder. J Clin Child Adolesc Psychol 37(4):785–793. doi:10.1080/15374410802359650

    Article  PubMed Central  PubMed  Google Scholar 

  7. Kollins SH, McClernon FJ, Fuemmeler BF (2005) Association between smoking and attention-deficit/hyperactivity disorder symptoms in a population-based sample of young adults. Arch Gen Psychiatry 62(10):1142–1147. doi:10.1001/archpsyc.62.10.1142

    Article  PubMed  Google Scholar 

  8. Elkins IJ, McGue M, Iacono WG (2007) Prospective effects of attention-deficit/hyperactivity disorder, conduct disorder, and sex on adolescent substance use and abuse. Arch Gen Psychiatry 64(10):1145–1152. doi:10.1001/archpsyc.64.10.1145

    Article  PubMed  Google Scholar 

  9. Molina BS, Pelham WE Jr (2003) Childhood predictors of adolescent substance use in a longitudinal study of children with ADHD. J Abnorm Psychol 112(3):497–507

    Article  PubMed  Google Scholar 

  10. Szobot CM, Rohde LA, Bukstein O, Molina BS, Martins C, Ruaro P, Pechansky F (2007) Is attention-deficit/hyperactivity disorder associated with illicit substance use disorders in male adolescents? A community-based case-control study. Addiction 102(7):1122–1130. doi:10.1111/j.1360-0443.2007.01850.x

    Article  PubMed  Google Scholar 

  11. Serra-Pinheiro MA, Coutinho ES, Souza IS, Pinna C, Fortes D, Araujo C, Szobot CM, Rohde LA, Mattos P (2012) Is ADHD a risk factor independent of conduct disorder for illicit substance use? A meta-analysis and metaregression investigation. J Atten Disord 17(6):459–469. doi:10.1177/1087054711435362

  12. Disney ER, Elkins IJ, McGue M, Iacono WG (1999) Effects of ADHD, conduct disorder, and gender on substance use and abuse in adolescence. Am J Psychiatry 156(10):1515–1521

    Article  CAS  PubMed  Google Scholar 

  13. Acosta MT, Castellanos FX, Bolton KL, Balog JZ, Eagen P, Nee L, Jones J, Palacio L, Sarampote C, Russell HF, Berg K, Arcos-Burgos M, Muenke M (2008) Latent class subtyping of attention-deficit/hyperactivity disorder and comorbid conditions. J Am Acad Child Adolesc Psychiatry 47(7):797–807. doi:10.1097/CHI.0b013e318173f70b

    Article  PubMed Central  PubMed  Google Scholar 

  14. Hicks BM, Krueger RF, Iacono WG, McGue M, Patrick CJ (2004) Family transmission and heritability of externalizing disorders: a twin-family study. Arch Gen Psychiatry 61(9):922–928. doi:10.1001/archpsyc.61.9.922

    Article  PubMed  Google Scholar 

  15. Coolidge FL, Thede LL, Young SE (2000) Heritability and the comorbidity of attention deficit hyperactivity disorder with behavioral disorders and executive function deficits: a preliminary investigation. Dev Neuropsychol 17(3):273–287. doi:10.1207/S15326942DN1703_1

    Article  CAS  PubMed  Google Scholar 

  16. Jain M, Palacio LG, Castellanos FX, Palacio JD, Pineda D, Restrepo MI, Munoz JF, Lopera F, Wallis D, Berg K, Bailey-Wilson JE, Arcos-Burgos M, Muenke M (2007) Attention-deficit/hyperactivity disorder and comorbid disruptive behavior disorders: evidence of pleiotropy and new susceptibility loci. Biol Psychiatry 61(12):1329–1339. doi:10.1016/j.biopsych.2006.06.026

    Article  CAS  PubMed  Google Scholar 

  17. Vidal SI, Vandeleur C, Rothen S, Gholam-Rezaee M, Castelao E, Halfon O, Aubry JM, Ferrero F, Preisig M (2012) Risk of mental disorders in children of parents with alcohol or heroin dependence: a controlled high-risk study. Eur Addict Res 18(5):253–264. doi:10.1159/000337328

    Article  PubMed  Google Scholar 

  18. Preisig M, Waeber G, Vollenweider P, Bovet P, Rothen S, Vandeleur C, Guex P, Middleton L, Waterworth D, Mooser V, Tozzi F, Muglia P (2009) The PsyCoLaus study: methodology and characteristics of the sample of a population-based survey on psychiatric disorders and their association with genetic and cardiovascular risk factors. BMC Psychiatry 9:9. doi:10.1186/1471-244X-9-9

    Article  PubMed Central  PubMed  Google Scholar 

  19. Firmann M, Mayor V, Vidal PM, Bochud M, Pecoud A, Hayoz D, Paccaud F, Preisig M, Song KS, Yuan X, Danoff TM, Stirnadel HA, Waterworth D, Mooser V, Waeber G, Vollenweider P (2008) The CoLaus study: a population-based study to investigate the epidemiology and genetic determinants of cardiovascular risk factors and metabolic syndrome. BMC Cardiovasc Disord 8:6. doi:10.1186/1471-2261-8-6

    Article  PubMed Central  PubMed  Google Scholar 

  20. Preisig M, Fenton BT, Matthey ML, Berney A, Ferrero F (1999) Diagnostic interview for genetic studies (DIGS): inter-rater and test–retest reliability of the French version. Eur Arch Psychiatry Clin Neurosci 249(4):174–179

    Article  CAS  PubMed  Google Scholar 

  21. Nurnberger JI Jr, Blehar MC, Kaufmann CA, York-Cooler C, Simpson SG, Harkavy-Friedman J, Severe JB, Malaspina D, Reich T (1994) Diagnostic interview for genetic studies. Rationale, unique features, and training. NIMH genetics initiative. Arch Gen Psychiatry 51(11):849–859 (discussion 863–844)

    Article  PubMed  Google Scholar 

  22. Berney A, Preisig M, Matthey ML, Ferrero F, Fenton BT (2002) Diagnostic interview for genetic studies (DIGS): inter-rater and test–retest reliability of alcohol and drug diagnoses. Drug Alcohol Depend 65(2):149–158

    Article  PubMed  Google Scholar 

  23. Endicott J, Spitzer RL (1978) A diagnostic interview: the schedule for affective disorders and schizophrenia. Arch Gen Psychiatry 35(7):837–844

    Article  CAS  PubMed  Google Scholar 

  24. Orvaschel H, Puig-Antich J, Chambers W, Tabrizi MA, Johnson R (1982) Retrospective assessment of prepubertal major depression with the Kiddie-SADS-e. J Am Acad Child Psychiatry 21(4):392–397

    Article  CAS  PubMed  Google Scholar 

  25. Lubke GH, Muthén B (2005) Investigating population heterogeneity with factor mixture models. Psychol Methods 10(1):21–39. doi:10.1037/1082-989X.10.1.21

    Article  PubMed  Google Scholar 

  26. Akaike H (1987) Factor analysis and AIC. Psychometrika 52(3):317–332

    Article  Google Scholar 

  27. Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6:461–464

    Article  Google Scholar 

  28. Sclove SL (1987) Application of model-selection criteria to some problems in multivariate analysis. Psychometrika 52:333–343

    Article  Google Scholar 

  29. Vuong QH (1989) Likelihood ratio tests for model selection and non-nested hypotheses. Econometrica 57:307–333

    Article  Google Scholar 

  30. Lo Y, Mendell NR, Rubin DB (2001) Testing the number of components in a normal mixture. Biometrika 88(3):767–778

    Article  Google Scholar 

  31. Nylund KL, Asparouhov T, Muthén BO (2007) Deciding on the number of classes in latent class analysis and growth mixture modeling: a monte carlo simulation study. Struct Equ Model 14(4):535–569

    Article  Google Scholar 

  32. Muthén B (2004) Latent variable analysis: growth mixture modeling and related techniques for longitudinal data. In: Kaplan D (ed) Handbook of quantitative methodology for the social sciences. Sage Publications, Newbury Park, pp 345–368

    Google Scholar 

  33. Muthén LK, Muthén BO (1998–2012) Mplus user’s guide. 7th edn. Muthén&Muthén, Los Angeles

  34. Biederman J, Wilens TE, Mick E, Faraone SV, Spencer T (1998) Does attention-deficit hyperactivity disorder impact the developmental course of drug and alcohol abuse and dependence? Biol Psychiatry 44(4):269–273

    Article  CAS  PubMed  Google Scholar 

  35. Ohlmeier MD, Peters K, Te Wildt BT, Zedler M, Ziegenbein M, Wiese B, Emrich HM, Schneider U (2008) Comorbidity of alcohol and substance dependence with attention-deficit/hyperactivity disorder (ADHD). Alcohol Alcohol 43(3):300–304. doi:10.1093/alcalc/agn014

    Article  PubMed  Google Scholar 

  36. Maxwell A (2013) Are some individuals diagnosed with ADHD prone to alcohol abuse? Consideration of two possible mediating factors for this susceptibility. J Atten Disord 17(2):98–101. doi:10.1177/1087054711427400

    Article  PubMed  Google Scholar 

  37. Molina BS, Pelham WE, Cheong J, Marshal MP, Gnagy EM, Curran PJ (2012) Childhood attention-deficit/hyperactivity disorder (ADHD) and growth in adolescent alcohol use: the roles of functional impairments, ADHD symptom persistence, and parental knowledge. J Abnorm Psychol 121(4):922–935. doi:10.1037/a0028260

    Article  PubMed Central  PubMed  Google Scholar 

  38. Knop J, Penick EC, Nickel EJ, Mortensen EL, Sullivan MA, Murtaza S, Jensen P, Manzardo AM, Gabrielli WF Jr (2009) Childhood ADHD and conduct disorder as independent predictors of male alcohol dependence at age 40. J Stud Alcohol Drugs 70(2):169–177

    PubMed Central  PubMed  Google Scholar 

  39. Cumyn L, French L, Hechtman L (2009) Comorbidity in adults with attention-deficit hyperactivity disorder. Can J Psychiatry 54(10):673–683

    PubMed  Google Scholar 

  40. Mannuzza S, Klein RG, Bonagura N, Malloy P, Giampino TL, Addalli KA (1991) Hyperactive boys almost grown up. V. Replication of psychiatric status. Arch Gen Psychiatry 48(1):77–83

    Article  CAS  PubMed  Google Scholar 

  41. Barkley RA, Fischer M, Smallish L, Fletcher K (2004) Young adult follow-up of hyperactive children: antisocial activities and drug use. J Child Psychol Psychiatry 45(2):195–211

    Article  PubMed  Google Scholar 

  42. Arcos-Burgos M, Velez JI, Solomon BD, Muenke M (2012) A common genetic network underlies substance use disorders and disruptive or externalizing disorders. Hum Genet 131(6):917–929. doi:10.1007/s00439-012-1164-4

    Article  PubMed Central  PubMed  Google Scholar 

  43. Burke JD, Loeber R, Lahey BB (2001) Which aspects of ADHD are associated with tobacco use in early adolescence? J Child Psychol Psychiatry 42(4):493–502

    Article  CAS  PubMed  Google Scholar 

  44. Lee SS, Hinshaw SP (2006) Predictors of adolescent functioning in girls with attention deficit hyperactivity disorder (ADHD): the role of childhood ADHD, conduct problems, and peer status. J Clin Child Adolesc Psychol 35(3):356–368. doi:10.1207/s15374424jccp3503_2

    Article  PubMed  Google Scholar 

  45. Vonmoos M, Hulka LM, Preller KH, Jenni D, Schulz C, Baumgartner MR, Quednow BB (2013) Differences in self-reported and behavioral measures of impulsivity in recreational and dependent cocaine users. Drug Alcohol Depend 133(1):61–70. doi:10.1016/j.drugalcdep.2013.05.032

    Article  PubMed  Google Scholar 

  46. Germano E, Gagliano A, Curatolo P (2010) Comorbidity of ADHD and dyslexia. Dev Neuropsychol 35(5):475–493. doi:10.1080/87565641.2010.494748

    Article  PubMed  Google Scholar 

  47. Bellak L, Black RB (1992) Attention-deficit hyperactivity disorder in adults. Clin Ther 14(2):138–147

    CAS  PubMed  Google Scholar 

  48. Ganelin-Cohen E, Ashkenasi A (2013) Disordered sleep in pediatric patients with attention deficit hyperactivity disorder: an overview. Isr Med Assoc J 15(11):705–709

    PubMed  Google Scholar 

  49. Couwenbergh C, van den Brink W, Zwart K, Vreugdenhil C, van Wijngaarden-Cremers P, van der Gaag RJ (2006) Comorbid psychopathology in adolescents and young adults treated for substance use disorders: a review. Eur Child Adolesc Psychiatry 15(6):319–328. doi:10.1007/s00787-006-0535-6

    Article  PubMed  Google Scholar 

  50. Carpentier PJ, Knapen LJ, van Gogh MT, Buitelaar JK, De Jong CA (2012) Addiction in developmental perspective: influence of conduct disorder severity, subtype, and attention-deficit hyperactivity disorder on problem severity and comorbidity in adults with opioid dependence. J Addict Dis 31(1):45–59. doi:10.1080/10550887.2011.642756

    Article  PubMed  Google Scholar 

  51. Button TM, Rhee SH, Hewitt JK, Young SE, Corley RP, Stallings MC (2007) The role of conduct disorder in explaining the comorbidity between alcohol and illicit drug dependence in adolescence. Drug Alcohol Depend 87(1):46–53. doi:10.1016/j.drugalcdep.2006.07.012

    Article  PubMed  Google Scholar 

  52. Olsson M (2009) DSM diagnosis of conduct disorder (CD)––a review. Nord J Psychiatry 63(2):102–112. doi:10.1080/08039480802626939

    Article  PubMed  Google Scholar 

  53. Witkiewitz K, King K, McMahon RJ, Wu J, Luk J, Bierman KL, Coie JD, Dodge KA, Greenberg MT, Lochman JE, Pinderhughes EE (2013) Evidence for a multi-dimensional latent structural model of externalizing disorders. J Abnorm Child Psychol 41(2):223–237. doi:10.1007/s10802-012-9674-z

    Article  PubMed Central  PubMed  Google Scholar 

  54. Khalifa N, Duggan C, Howard R, Lumsden J (2012) The relationship between childhood conduct disorder and adult antisocial behavior is partially mediated by early-onset alcohol abuse. Personal Disord 3(4):423–432. doi:10.1037/a0027017

    Article  PubMed  Google Scholar 

  55. Loeber R, Green SM, Keenan K, Lahey BB (1995) Which boys will fare worse? Early predictors of the onset of conduct disorder in a six-year longitudinal study. J Am Acad Child Adolesc Psychiatry 34(4):499–509

    Article  CAS  PubMed  Google Scholar 

  56. Burke JD, Loeber R, Birmaher B (2002) Oppositional defiant disorder and conduct disorder: a review of the past 10 years, part II. J Am Acad Child Adolesc Psychiatry 41(11):1275–1293. doi:10.1097/00004583-200211000-00009

    Article  PubMed  Google Scholar 

  57. Whitmore EA, Mikulich SK, Thompson LL, Riggs PD, Aarons GA, Crowley TJ (1997) Influences on adolescent substance dependence: conduct disorder, depression, attention deficit hyperactivity disorder, and gender. Drug Alcohol Depend 47(2):87–97

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

The CoLaus/PsyCoLaus study was supported by grants from the Swiss National Science Foundation (105993, 118308, 122661 and 139468) and two grants from GlaxoSmithKline Clinical Genetics.

Conflict of interest

All authors declare that they have no conflicts of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Stephanie Rodgers.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rodgers, S., Müller, M., Rössler, W. et al. Externalizing disorders and substance use: empirically derived subtypes in a population-based sample of adults. Soc Psychiatry Psychiatr Epidemiol 50, 7–17 (2015). https://doi.org/10.1007/s00127-014-0898-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00127-014-0898-9

Keywords

Navigation