Abstract
We tested whether children show greater internalizing symptoms when their parents are actively abusing alcohol. In an integrative data analysis, we combined observations over ages 2 through 17 from two longitudinal studies of children of alcoholic parents and matched controls recruited from the community. Using a mixed modeling approach, we tested whether children showed elevated mother- and child-reported internalizing symptoms (a) at the same time that parents showed alcohol-related consequences (time-varying effects), (b) if parents showed greater alcohol-related consequences during the study period (proximal effects), and (c) if parents had a lifetime diagnosis of alcoholism that predated the study period (distal effects). No support for time-varying effects was found; proximal effects of mothers’ alcohol-related consequences on child-reported internalizing symptoms were found and distal effects of mother and father alcoholism predicted greater internalizing symptoms among children of alcoholic parents. Implications for the time-embedded relations between parent alcoholism and children’s internalizing symptoms are discussed.
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Notes
Although 3 year olds were targeted as the lower bound for study recruitment, because of assessment scheduling issues, six boys were assessed shortly before their 3-year birthday.
Because the sample contained very few African American participants, we were not able to look at effects separately for African American and Hispanic participants.
Differences in the assessment window for this instrument are part of the study effect which was tested in all aspects of analyses. As detailed later, results of testing in the IRT analyses, however, suggested no study differences in measurement structure after accounting for gender and age effects.
Because both imputation packages rely on Markov-Chain Monte-Carlo methods to draw samples from the posterior predictive distribution of the missing data given the observed data, we used graphical methods reviewed by Cowles and Carlin (1996) to assess whether the simulated “chains” had properly converged. We found that due to the relatively small proportion of missingness (i.e., the highest proportion of missing cases is 20.4% for the Father’s Depression diagnosis, and the fraction of missing information for this variable 20.1%.), the chains converged very fast, generally moving out of the initial phase and converging to the target (posterior) distribution in as few as 200 iterations. The low fraction of missing information in most variables ensured that with just M = 10 imputations, we achieved “relative efficiency” of at least 0.98 (see Rubin 1996).
Because indices of global model fit are not available within the mixed modeling framework, we judged fit by examining convergence among several indicators. We examined Akaike information criterion (AIC) and Bayesian information criterion (BIC) values (for these non-nested models reflecting linear, quadratic, and various piece-wise models) to determine functional form of the trajectories. (Actual AIC and BIC values available from first author by request.) Given that there are no formal thresholds for these model indices (rather model adequacy is based on relative comparisons across models) we used these indices more as guidelines than as absolute indices of fit. Our decision about model fit was based on a combination of these information-theory criteria tests, significance testing of the fixed and random effects (i.e., the linear, quadratic and piece-wise components), and visual inspection of graphs (e.g., plotting observed and model-implied means as a function of sample size).
References
Achenbach, T., & Edelbrock, C. (1978). The classification of child psychopathology: A review and analysis of empirical efforts. Psychological Bulletin, 85, 1275–1301.
Alloy, L. B., Abramson, L. Y., Walshaw, P. D., Keyser, J., & Gerstein, R. K. (2006). A cognitive vulnerability-stress perspective on bipolar spectrum disorders in a normative adolescent brain, cognitive, and emotional development context. Development and Psychopathology, 18, 1055–1103.
Andreasen, N. C., Endicott, J., Spitzer, R. L., & Winokur, G. (1977). The family history method using diagnostic criteria. Reliability and validity. Archives of General Psychiatry, 34, 1229–1235.
Bollen, K. A., & Curran, P. J. (2006). Latent curve models: A structural equation approach. Wiley Series on Probability and Mathematical Statistics. New York: Wiley.
Chassin, L., & Barrera, M. (1993). Substance use escalation and substance use restraint among adolescent children of alcoholics. Psychology of Addictive Behaviors, 7, 3–20.
Chassin, L., Barrera, M., Bech, K., & Kossak-Fuller, J. (1992). Recruiting a community sample of adolescent children of alcoholics: A comparison of three subject sources. Journal of Studies on Alcohol, 53, 316–319.
Chassin, L., Curran, P. J., Hussong, A. M., & Colder, C. R. (1996). The relation of parent alcoholism to adolescent substance use: A longitudinal follow-up study. Journal of Abnormal Psychology, 105, 70–80.
Chassin, L., Pillow, D. R., Curran, P. J., & Molina, B. S., & Barrera, M. (1993). Relation of parental alcoholism to early adolescent substance use: A test of three mediating mechanisms. Journal of Abnormal Psychology, 102, 3–19.
Chassin, L., Rogosch, F., & Barrera, M. (1991). Substance use and symptomatology among adolescent children of alcoholics. Journal of Abnormal Psychology, 100, 449–463.
Cowles, M. K., & Carlin, B. P. (1996). Markov Chain Monte Carlo convergence diagnostics: A comparative review. Journal of the American Statistical Association, 91, 883–904.
Curran, P. J., & Chassin, L. (1996). A longitudinal study of parenting as a protective factor for children of alcoholics. Journal of Studies on Alcohol, 57, 305–313.
Curran, P. J., Edwards, M. C., Wirth, R. J., Hussong, A. M., & Chassin, L. (2007a). The incorporation of categorical measurement models in the analysis of individual growth. In T. Little, J. Bovaird, & N. Card (Eds.), Modeling ecological and contextual effects in longitudinal studies of human development (pp. 89–120). Mahwah: LEA.
Curran, P. J., Hussong, A. M., Cai, L., & Huang, W. (2007b). The Integrative Analysis of Three Data Sets: Internalizing Symptomatology from Ages 10 to 33. In P. J. Curran & A. M. Hussong (Eds.), The Utility of Integrative Analysis with Multiple Samples in the Study of Emerging Adulthood. A paper presented at the biennial meeting for the Emerging Adulthood Conference, Tucson, AZ.
DeLucia, C., Belz, A., & Chassin, L. (2001). Do adolescent symptomatology and family environment vary over time with fluctuations in paternal alcohol impairment? Developmental Psychology, 37, 207–216.
Edwards, E. P., Leonard, K. E., & Eiden, R. D. (2001). Temperament and behavioral problems among infants in alcoholic families. Infant Mental Health Journal, 22, 374–392.
Embretson, S. E., & Reise, S. P. (2000). Item response theory for psychologists. Mahwah: Lawrence Erlbaum Associates.
Feighner, J. P., Robins, E., Guze, S. B., Woodruff, R. A., Winokur, G., & Munoz, R. (1972). Diagnostic criteria for use in psychiatric research. Archives of General Psychiatry, 26, 57–63.
Flora, D. B., Curran, P. J., Hussong, A. M., & Edwards, M. C. (2007). Incorporating measurement non-equivalence in a cross-study latent growth curve analysis. Structural Equation Modeling (in press).
Graber, J. (2004). Internalizing problems during adolescence. In R. M. Lerner & L. Steinberg (Eds.), Handbook of adolescent psychology (pp. 587–626). Hoboken: Wiley.
Granic, I., & Patterson, G. R. (2006). Toward a comprehensive model of antisocial development: A dynamic systems approach. Psychological Review, 113, 101–131.
Hussong, A. M., & Chassin, L. (1997). Substance use initiation among adolescent children of alcoholics: Testing protective factors. Journal of Studies on Alcohol, 58, 272–279.
Hussong, A. M., Curran, P. J., & Chassin, L. (1998). Pathways of risk for children of alcoholics’ accelerated heavy alcohol use. Journal of Abnormal Child Psychology, 26, 453–466.
Hussong, A. M., Flora, D. B., Curran, P. J., Chassin, L. A., Zucker, R. A. (2007). Defining risk heterogeneity for internalizing symptoms among children of alcoholic parents. Development and Psychopathology (in press).
Hussong, A. M., Zucker, R. A., Wong, M. W., Fitzgerald, H. E., & Puttler, L. I. (2005). Social competence in children of alcoholic parents. Developmental Psychology, 41, 747–759.
Kendler, K. S., Neale, M. C., Heath, A. C., Kessler, R. C., & Eaves, L. J. (1994). A twin-family study of alcoholism in women. American Journal of Psychiatry, 15, 707–715.
Khoo, S. T., West, S. G., Wu, W., & Kwok, O. M. (2006). Longitudinal methods. In M. Eid & E. Diener (Eds.), Handbook of multimethod measurement in psychology (pp. 301–317). Washington, DC: American Psychological Association.
Kinderman, T. A., & Skinner, E. A. (1992). Modeling environmental development: Individual and contextual trajectories. In J. B. Asendorpf & J. Valsiner (Eds.), Stability and change in development: A study of methodological reasoning (pp. 155–190). Newbury Park: Sage.
Loukas, A., Piejak, L. A., Bingham, C. R., Fitzgerald, H. E., & Zucker, R. A. (2001). Parental distress as a mediator of problem behaviors in sons of alcohol-involved families. Family Relations, 50, 293–301.
Loukas, A., Zucker, R. A., Fitzgerald, H. E., & Krull, J. L. (2003). Developmental trajectories of disruptive behavior problems among sons of alcoholics: Effects of parent psychopathology, family conflict, and child undercontrol. Journal of Abnormal Psychology, 112, 119–131.
McArdle, J. J. (1988). Dynamic but structural equation modeling of repeated measures data. In R. B. Cattell & J. R. Nesselroade (Eds.), Handbook of multivariate experimental psychology (2nd edition) (pp. 561–614). New York: Plenum.
McArdle, J. J., & Horn, J. L. (2002). The benefits and limitations of mega-analysis with illustrations for the WAIS. Paper presented at the International meeting of CODATA, Montreal, QE, October 2002.
Mehta, P. D., & West, S. G. (2000). Putting the individual back into individual growth curves. Psychological Methods, 5, 23–43.
Merikangas, K. R., Leckman, J. F., Prusoff, B. A., Pauls, D. L., & Weissman, M. M. (1985). Familial transmission of depression and alcoholism. Archives of General Psychiatry, 42, 367–372.
Puttler, L. I., Zucker, R. A., Fitzgerald, H. E., & Bingham, C. (1998). Behavioral outcomes among children of alcoholics during the early and middle childhood years: Familial subtype variations. Alcoholism: Clinical and Experimental Research, 22, 1962–1972.
Raudenbush, S. W., & Bryk, A. S. (2002). Hiererchical linear models: Applications and data analysis methods, 2nd edition. Thousand Oaks: Sage.
Robins, L. N., Helzer, J. E., Croughan, J., & Ratcliff, K. S. (1981). National institute of mental health diagnostic interview schedule: Its history, characteristics, and validity. Archives of General Psychiatry, 38, 381–389.
Robins, L. N., Helzer, J. E., Ratcliff, K. S., & Seyfried, W. (1982). Validity of the diagnostic interview schedule, version II: DSM-III diagnoses. Psychological Medicine, 12, 855–870.
Rubin, D. B. (1987). Multiple imputation for nonresponse in surveys. New York: Wiley.
Rubin, D. B. (1996). Multiple imputation after 18+ years. Journal of the American Statistical Association, 91, 473–489.
SAS Institute (1999). SAS/STAT user’s guide: PROC MI, version 9.1.3. Cary: SAS Institute.
Selzer, M. L., Vinokur, A., & van Rooijan, L. (1975). A self-administered short Michigan Alcoholism Screening Test (SMAST). Journal of Studies on Alcohol, 36, 117–126.
Sher, K. J., Gershuny, B. S., Peterson, L., & Raskin, G. (1997). The role of childhood stressors in the intergenerational transmission of alcohol use disorders. Journal of Studies on Alcohol, 58, 414–427.
Thissen, D. (1991). MULTILOG user’s guide: Multiple, categorical item analysis and test scoring using item response theory [computer software] (Version). Chicago: Scientific Software.
Thissen, D., & Orlando, M. (2001). Item response theory for items scored in two categories. In H. Waine & D. Thissen (Ed.), Test scoring (pp. 73–140). Mahwah: Lawrence Erlbaum Associates.
Tubman, J. G. (1993). Family risk-factors, parental alcohol-use, and problem behaviors among school-age-children. Family Relations, 42, 81–86.
Werner, E. E. (1986). Resilient offspring of alcoholics: A longitudinal study from birth to age 18. Journal of Studies on Alcohol, 47, 34–40.
Wolin, S. J., Bennett, L. A., Noonan, D. L., & Teitelbaum, M. A. (1980). Disrupted family rituals: A factor in the intergenerational transmission of alcoholism. Journal of Studies on Alcohol, 41, 199–214.
Zucker, R. A. (2006). Alcohol use and alcohol use disorders: A developmental-biopsychosocial systems formulation covering the life course. In D. Cicchetti & D. J. Cohen (Eds.), Developmental psychopathology, 2nd edition, volume three: Risk, disorder and adaptation (pp. 620–656). Hoboken: Wiley.
Zucker, R. A., Fitzgerald, H. E., Refior, S. K., Puttler, L. I., Pallas, D. M., & Ellis, D. A. (2000) The clinical and social ecology of childhood for children of alcoholics: Description of a study and implications for a differentiated social policy. In H. E. Fitzgerald, B. M. Lester, & B. S. Zuckerman (Eds.), Children of addiction: Research, health and policy issues (pp. 109–141). New York: Routledge Falmer.
Acknowledgement
This work was supported by grant R01 DA15398 to AMH and R01 DA013148 to PJC. The work was also supported by grant R37 AA 07065 to RAZ and grant R01 AA16213 to LAC. This work was completed while AMH and PJC were visiting faculty at the Centre for Addictions Research in BC, University of Victoria, British Columbia. We thank the many individuals at the Centre and the University for their generous support of our work.
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Hussong, A.M., Cai, L., Curran, P.J. et al. Disaggregating the Distal, Proximal, and Time-Varying Effects of Parent Alcoholism on Children’s Internalizing Symptoms. J Abnorm Child Psychol 36, 335–346 (2008). https://doi.org/10.1007/s10802-007-9181-9
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DOI: https://doi.org/10.1007/s10802-007-9181-9