Testing a Level of Response to Alcohol-Based Model of Heavy Drinking and Alcohol Problems in 1,905 17-year-olds
Marc A. Schuckit
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorTom L. Smith
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJon Heron
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorMatthew Hickman
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJohn Macleod
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorGlyn Lewis
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJohn M. Davis
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJoseph R. Hibbeln
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorSandra Brown
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorLuisa Zuccolo
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorLaura L. Miller
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorGeorge Davey-Smith
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorMarc A. Schuckit
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorTom L. Smith
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJon Heron
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorMatthew Hickman
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJohn Macleod
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorGlyn Lewis
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJohn M. Davis
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorJoseph R. Hibbeln
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorSandra Brown
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorLuisa Zuccolo
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorLaura L. Miller
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorGeorge Davey-Smith
From the Department of Psychiatry (MAS, TLS, SB), University of California, San Diego, La Jolla, California; MRC Centre for Causal Analyses in Translational Epidemiology (JH, MH, JM, GL, LZ, LLM, GD-S), School of Social and Community Medicine, University of Bristol, Bristol, U.K.; Department of Psychiatry (JMD), University of Illinois, Chicago, Illinois; and LMBB/NIAAA (JRH), Bethesda, Maryland.
Search for more papers by this authorAbstract
Background: The low level of response (LR) to alcohol is one of several genetically influenced characteristics that increase the risk for heavy drinking and alcohol problems. Efforts to understand how LR operates through additional life influences have been carried out primarily in modest-sized U.S.-based samples with limited statistical power, raising questions about generalizability and about the importance of components with smaller effects. This study evaluates a full LR-based model of risk in a large sample of adolescents from the United Kingdom.
Methods: Cross-sectional structural equation models were used for the approximate first half of the age 17 subjects assessed by the Avon Longitudinal Study of Parents and Children, generating data on 1,905 adolescents (mean age 17.8 years, 44.2% boys). LR was measured with the Self-Rating of the Effects of Alcohol Questionnaire, outcomes were based on drinking quantities and problems, and standardized questionnaires were used to evaluate peer substance use, alcohol expectancies, and using alcohol to cope with stress.
Results: In this young and large U.K. sample, a low LR related to more adverse alcohol outcomes both directly and through partial mediation by all 3 additional key variables (peer substance use, expectancies, and coping). The models were similar in boys and girls.
Conclusions: These results confirm key elements of the hypothesized LR-based model in a large U.K. sample, supporting some generalizability beyond U.S. groups. They also indicate that with enough statistical power, multiple elements contribute to how LR relates to alcohol outcomes and reinforce the applicability of the model to both genders.
References
- American Psychiatric Association (1994) Fourth Diagnostic and Statistical Manual. APA Press, Washington DC.
- Arbuckle JL (2009) AMOS 18 User’s Guide. SPSS Inc, Chicago, IL.
-
Bandura A (1997) Self-efficacy: toward a unifying theory of behavioral change.
Psychol Rev
84: 191–215.
10.1037/0033-295X.84.2.191 Google Scholar
- Bentler PM (1990) Comparative fit indexes in structural models. Psychol Bull 107: 238–246.
- Beseler CL, Aharonovich E, Keyes KM, Hasin DS (2008) Adult transition from at-risk drinking to alcohol dependence: the relationship of family history and drinking motives. Alcohol Clin Exp Res 32: 607–616.
- Brown SA, Christiansen BA, Goldman MS (1987) The Alcohol Expectancy Questionnaire: an instrument for the assessment of adolescent and adult alcohol expectancies. J Stud Alcohol 48: 483–491.
- Brown SA, McGue M, Maggs J, Schulenberg J, Hingson R, Swartzwelder S, Martin C, Chung T, Tapert SF, Sher K, Winters KC, Lowman C, Murphy S (2008) A developmental perspective on alcohol and youths 16 to 20 years of age. Pediatrics 121(Suppl 4): S290–S310.
- Bucholz KK, Cadoret R, Cloninger CR, Dinwiddie SH, Hesselbrock VM, Nurnberger JI Jr, Reich T, Schmidt I, Schuckit MA (1994) A new, semi-structured psychiatric interview for use in genetic linkage studies: a report on the reliability of the SSAGA. J Stud Alcohol 55: 149–158.
- Chung T, Martin CS (2009) Subjective stimulant and sedative effects of alcohol during early drinking experiences predict alcohol involvement in treated adolescents. J Stud Alcohol Drugs 70: 660–667.
- Cooper ML, Russell M, George WH (1988) Coping, expectancies, and alcohol abuse: a test of social learning formulations. J Abnorm Psychol 97: 218–230.
- Dodge KA, Lansford JE, Burks VS, Bates JE, Pettit GS, Fontaine R, Price JM (2003) Peer rejection and social information-processing factors in the development of aggressive behavior problems in children. Child Dev 74: 374–393.
- Ducci F, Goldman D (2008) Genetic approaches to addiction: genes and alcohol. Addiction 103: 1414–1428.
- Eng MY, Schuckit MA, Smith TL (2005) The level of response to alcohol in daughters of alcoholics and controls. Drug Alcohol Depend 79: 83–93.
- Finn PR, Zeitouni NC, Pihl RO (1990) Effects of alcohol on psychophysiological hyperreactivity to nonaversive and aversive stimuli in men at high risk for alcoholism. J Abnorm Psychol 99: 79–85.
- Fritz MS, MacKinnon DP (2007) Required sample size to detect the mediated effect. Psychological Science 18: 233–239.
- Golding J, Pembrey M, Jones R; ALSPAC Study Team (2001) ALSPAC: the Avon Longitudinal Study of Parents and Children. I. Study methodology. Paediatr Perinat Epidemiol 15: 74–87.
- Goldman MS (2002) Expectancy and risk for alcoholism: the unfortunate exploitation of a fundamental characteristic of neurobehavioral adaptation. Alcohol Clin Exp Res 26: 737–746.
- Heath AC, Madden PA, Bucholz KK, Dinwiddie SH, Slutske WS, Bierut LJ, Rohrbaugh JW, Statham DJ, Dunne MP, Whitfield JB, Martin NG (1999) Genetic differences in alcohol sensitivity and the inheritance of alcoholism risk. Psychol Med 29: 1069–1081.
- Henry KL, Slater MD, Oetting ER (2005) Alcohol use in early adolescence: the effect of changes in risk taking, perceived harm and friends’ alcohol use. J Stud Alcohol 66: 275–283.
- Hesselbrock M, Easton C, Bucholz KK, Schuckit MA, Hesselbrock V (1999) A validity study of the SSAGA: a comparison with the SCAN. Addiction 94: 1361–1370.
- Hoyle RH, Smith GT (1994) Formulating clinical research hypotheses as structural equation models. J Cons Clin Psychol 62: 429–440.
- Hu LT, Bentler PM (1998) Fit indices in covariance structural analysis: sensitivity to under parameter-sized model misspecification. Psychol Methods 3: 424–453.
- Kramer JR, Chan G, Dick DM, Kuperman S, Bucholz KK, Edenberg HJ, Polgreen LA, Hesselbrock VM, Schuckit MA, Nurnberger JI, Kapp ES, Porjesz B, Bierut LJ (2008) Multiple-domain predictors of problematic alcohol use in young adulthood. J Stud Alcohol Drugs 69: 649–659.
- Li T-K (2000) Pharmacogenetics of responses to alcohol and genes that influence alcohol drinking. J Stud Alcohol 61: 5–12.
- Longabaugh R, Beattie M, Noel N, Stout R, Malloy P (1993) The effect of social investment on treatment outcome. J Stud Alcohol 54: 465–478.
- Longabaugh R, Wirtz PW, Rice C (2001) Social functioning, in Project MATCH: results and causal chain analyses, in NIAAA Project MATCH Monograph Series, Vol 8 ( R Longabaugh, PW Wirtz eds), p 285. NIH Publication No. 01-4238. National Institute of Health, Bethesda.
- MacKinnon DP, Warsi G, Dwyer JH (1995) A simulation study of mediated effect measures. Multivar Behav Res 30: 41–62.
- McGue M (1999) The behavioral genetics of alcoholism. Curr Dir Psychol Sci 8: 109–115.
- Morzorati SL, Ramchandani VA, Flury L, Li T-K, O’Connor S (2002) Self-reported subjective perception of intoxication reflects family history of alcoholism when breath alcohol levels are constant. Alcohol Clin Exp Res 26: 1299–1306.
- Muthén LK, Muthén BO (2007) Mplus User’s Guide. Muthén and Muthén, Los Angeles.
- Ohannessian CM, Hesselbrock VM (2008) A comparison of three vulnerability models for the onset of substance use in a high-risk sample. J Stud Alcohol Drugs 69: 75–84.
- Paynter NP, Chasman DI, Paré G, Buring JE, Cook NR, Miletich JP, Ridker PM (2010) Association between a literature-based genetic risk score and cardiovascular events in women. JAMA 303: 631–637.
- Ray LA, Audette A, DiCristoforo S, Odell K, Kaiser A, Hutchison KE (2007) Behavioral, laboratory, and genetic correlates of low level of response to alcohol. Alcohol Clin Exp Res 31: 1–5.
- Schuckit MA (2009) An overview of genetic influences in alcoholism. J Subst Abuse Treat 36: S5–S14.
- Schuckit MA, Edenberg HJ, Kalmijn J, Flury L, Smith TL, Reich T, Bierut L, Goate A, Foroud T (2001) A genome-wide search for genes that relate to a low level of response to alcohol. Alcohol Clin Exp Res 25: 323–329.
- Schuckit MA, Smith TL (2006) An evaluation of the level of response to alcohol, externalizing symptoms, and depressive symptoms as predictors of alcoholism. J Stud Alcohol 67: 215–227.
- Schuckit MA, Smith TL, Anderson KG, Brown SA (2004) Testing the level of response to alcohol: social information processing model of alcoholism risk—a 20-year prospective study. Alcohol Clin Exp Res 28: 1881–1889.
- Schuckit MA, Smith TL, Beltran I, Waylen A, Horwood J, Davis JM; ALSPAC Study Team (2005) Performance of a self-report measure of the level of response to alcohol in 12- to 13-year-old adolescents. J Stud Alcohol 66: 452–458.
- Schuckit MA, Smith TL, Danko GP, Trim R, Bucholz KK, Edenberg HJ, Hesselbrock V, Kramer JJ, Dick DM (2009a) An evaluation of the full level of response to alcohol model of heavy drinking and problems in COGA offspring. J Stud Alcohol Drugs 70: 436–445.
- Schuckit MA, Smith TL, Kalmijn JA, Raimo EB (2000) The relationship of a low response to alcohol to ERP and personality measures. Alcohol Clin Exp Res 24: 27a.
- Schuckit MA, Smith TL, Trim RS, Allen RC, Fukukura T, Knight EE, Cesario EM, Kreikebaum SA (in press) A prospective evaluation of how a low level of response to alcohol predicts later heavy drinking and alcohol problems. Am J Drug Alcohol Abuse.
- Schuckit MA, Smith TL, Trim R, Fukukura T, Allen R (2009b) The overlap in predicting alcohol outcome for two measures of the level of response to alcohol. Alcohol Clin Exp Res 33: 563–569.
- Schuckit MA, Smith TL, Trim R, Heron J, Horwood J, Davis JM, Hibbeln JR; ALSPAC Study Team (2008a) The performance of elements of a ‘level of response to alcohol’-based model of drinking behaviors in 13-year-olds. Addiction 103: 1786–1792.
- Schuckit MA, Smith TL, Trim RS, Heron J, Horwood J, Davis J, Hibbeln J; ALSPAC Study Team (2008b) The self-rating of the effects of alcohol questionnaire as a predictor of alcohol-related outcomes in 12-year-old subjects. Alcohol Alcohol 43: 641–646.
- Schuckit MA, Smith TL, Trim R, Kreikebaum S, Hinga B, Allen R (2008c) Testing the level of response to alcohol-based model of heavy drinking and alcohol problems in offspring from the San Diego prospective study. J Stud Alcohol Drugs 69: 571–579.
- Schuckit MA, Smith TL, Trim RS, Tolentino NJ, Hall SA (2010) Comparing structural equation models that use different measures of the level of response to alcohol. Alcohol Clin Exp Res 34: 861–868.
- Schuckit MA, Smith TL, Waylen A, Horwood J, Danko GP, Hibbeln JR, Davis JM, Pierson J (2006) An evaluation of the performance of the self-rating of the effects of alcohol questionnaire in 12- and 35-year-old subjects. J Stud Alcohol 67: 841–850.
- Schuckit MA, Tipp JE, Smith TL, Wiesbeck GA, Kalmijn J (1997) The relationship between self-rating of the effects of alcohol and alcohol challenge results in ninety-eight young men. J Stud Alcohol 58: 397–404.
- Sher KJ, Grekin ER, Williams NA (2005) The development of alcohol use disorders. Annu Rev Clin Psychol 1: 493–523.
- Slutske WS, Heath AC, Madden PA, Bucholz KK, Statham DJ, Martin NG (2002) Personality and the genetic risk for alcohol dependence. J Abnorm Psychol 111: 124–133.
- Spillane NS, Boerner LM, Anderson KG, Smith GT (2004) Comparability of the eating disorder inventory-2 between men and women. Assessment 11: 85–93.
- Trim RS, Schuckit MA, Smith TL (2008) Level of response to alcohol within the context of alcohol-related domains: an examination of longitudinal approaches assessing changes over time. Alcohol Clin Exp Res 32: 472–480.
- Trim RS, Schuckit MA, Smith TL (2010) Predicting drinking onset with discrete-time survival analysis in offspring from the San Diego prospective study. Drug Alcohol Depend 107: 215–220.
- Veenstra MY, Lemmens PH, Friesema IH, Tan FE, Garretsen HF, Knottnerus JA, Zwietering PJ (2007) Coping style mediates impact of stress on alcohol use: a prospective population-based study. Addiction 102: 1890–1898.
-
Wheaton B,
Muthén B,
Alwin DF,
Summers GF (1977) Assessing reliability and stability in panel models.
Sociol Methodol
8: 84–136.
10.2307/270754 Google Scholar