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Multivariate Behavior Genetic Analyses of Aggressive Behavior Subtypes

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Abstract

This study examined the genetic and environmental architecture underlying aggressive behavior measured by the Life History of Aggression Questionnaire (LHA; Coccaro et al. 1997a). Following preliminary phenotypic factor analysis procedures, multivariate behavioral genetics models were fit to responses from 2,925 adult twins from the PennTwins cohort on five LHA items assessing lifetime frequency of temper tantrums, indirect aggression, verbal aggression, fighting, and physical assault. The best-fitting model was a 2-factor common pathway model, indicating that these five aggressive behaviors are underpinned by two distinct etiological factors with different genetic and nonshared environmental influences. Although there was evidence of significant sex differences, the structure of the two factors appeared to be quite similar in males and females, where General Aggression and Physical Aggression factors emerged. Heritability of these factors ranged from .37 to .57, and nonshared environmental effects ranged from .43 to .63. The results of this study highlight the heterogeneous nature of the aggression construct and the need to consider differences in genetic and environmental influences on individual aggressive behaviors in a multivariate context.

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Notes

  1. Within the larger body of the aggression literature, indirect aggression usually refers to a subtype of aggression which includes behaviors of social manipulation, such as spreading malicious lies about someone, or excluding someone from a group. However, the indirect aggression item of the LHA asks whether the respondent has “deliberately struck or broken objects…in anger” (see Table 1).

  2. We also tested 1- and 2-factor independent pathway (IP) models, which are unconstrained versions of the CP models. The CP models did not show a significant reduction in fit compared to the IP models, so only results from the CP models are presented here.

  3. Allowing correlations between the factors in a full 2-factor CP model results in model nonidentification. Thus, correlations between the common A, C, and E factors are only added to factor models in which the factor structure has been simplified.

  4. Though the items temper tantrums and indirect aggression index aggression that is carried out physically (i.e., slamming doors, throwing, striking, or breaking objects, see Table I), the ad hoc factor name “Nonphysical Aggression” is used to reflect the non-person directed nature of the physicality.

  5. Additional analyses (not shown) tested whether the observed sex differences were due solely to differences in variances across sex. Even while allowing for scalar differences, the differences between males and females in the CP 2-factor models were still statistically significant. However, given the significant variance differences across sex, exploration of sex differences was done via constraints on the standardized parameters (results available upon request).

References

  • Achenbach TM (1991) Integrative guide to the 1991 CBCL/4–18, YSR, and TRF profiles. University of Vermont, Department of Psychology, Burlington, VT

    Google Scholar 

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

    Article  Google Scholar 

  • Archer J (2004) Sex differences in aggression in real-world settings: a meta-analytic review. Rev Gen Psychol 8(4):291–332

    Article  Google Scholar 

  • Asberg M (1994) Monomamine neurotransmitters in human aggressiveness and violence: a selective review. Crim Behav Ment Health 4:303–327

    Google Scholar 

  • Baker LA, Jacobson KC, Raine A, Lozano DI, Bezdjian S (2007) Genetic and environmental bases of childhood antisocial behavior: a multi-informant twin study. J Abnorm Psychol 116(2):219–235

    Article  PubMed  Google Scholar 

  • Baker LA, Raine A, Liu J, Jacobson K (2008) Differential genetic and environmental influences on reactive and proactive aggression in children. J Abnorm Child Psychol 36(8):1265–1278

    Article  PubMed  Google Scholar 

  • Barratt ES, Stanford M, Dowdy L, Liebman MJ, Kent TA (1999) Impulsive and premeditated aggression: a factor analysis of self-reported acts. Psychiatry Res 86:163–173

    Article  PubMed  Google Scholar 

  • Berkowitz L (1974) Some determinants of impulsive aggression: Role of mediated associations with reinforcements for aggression. Psychol Rev 81:165–176

    Article  PubMed  Google Scholar 

  • Björkqvist K, Lagerspetz K, Kaukiainen A (1992) Do girls manipulate and boys fight? Developmental trends in regard to direct and indirect aggression. Aggress Behav 18:117–127

    Article  Google Scholar 

  • Björkqvist K, Österman K, Lagerspetz KMJ (1994) Sex differences in covert aggression among adults. Aggress Behav 20:27–33

    Article  Google Scholar 

  • Boyle DJ, O’Leary KD, Rosenbaum A, Hassett-Walker C (2008) Differentiating between generally and partner-only violent subgroups: Lifetime antisocial behavior, family of origin violence, and impulsivity. J Fam Violence 23(1):47–55

    Article  Google Scholar 

  • Brendgen M, Dionne G, Girard A, Boivin M, Vitaro F, Pérusse D (2005) Examining genetic and environmental effects on social aggression: a study of 6-year-old twins. Child Dev 76:930–946

    Article  PubMed  Google Scholar 

  • Brown GL, Goodwin FK, Ballenger JC, Goyer PF, Major LF (1979) Aggression in humans correlates with cerebrospinal fluid amine metabolites. Psychiatry Res 1:131–139

    Article  PubMed  Google Scholar 

  • Buss AH, Durkee A (1957) An inventory for assessing different kinds of hostility. J Consult Psychol 21:343–349

    Article  PubMed  Google Scholar 

  • Cadoret RJ (1978) Psychopathology in adopted-away offspring of biologic parents with antisocial behavior. Arch Gen Psychiatry 35:176–184

    PubMed  Google Scholar 

  • Cadoret RJ, Yates WR, Troughton E, Woodworth G (1995) Genetic–environmental interaction in the genesis of aggressivity and conduct disorders. Arch Gen Psychiatry 52:916–924

    PubMed  Google Scholar 

  • Caspi A, Moffitt TE, Newman DL, Silva PA (1998) Behavioral observations at age 3 years predict adult psychiatric disorders: longitudinal evidence from a birth cohort. In: Herzig ME, Farber EA (eds) Annual progress in child psychiatry and child development. Brunner/Mazel Inc., Bristol, PA, pp 319–331

    Google Scholar 

  • Cates DS, Houston BK, Vavak CR, Crawford MH, Uttley M (1993) Heritability of hostility-related emotions, attitudes, and behaviors. J Behav Med 16:237–256

    Article  PubMed  Google Scholar 

  • Coccaro EF, Jacobson KJ (2006) PennTwins: a population-based cohort for twin studies. Twin Res Hum Genet 9(6):998–1005

    Article  PubMed  Google Scholar 

  • Coccaro EF, Berman ME, Kavoussi RJ (1997a) Assessment of life history of aggression: development and psychometric characteristics. Psychiatry Res 73:147–157

    Article  PubMed  Google Scholar 

  • Coccaro EF, Bergerman C, Kavoussi RJ, Seroczynski A (1997b) Heritability of aggression and irritability: a twin study of the Buss—Durkee Aggression Scales in adult male subjects. Biol Psychiatry 41(3):273–284

    Article  PubMed  Google Scholar 

  • Coccaro EF, Lee R, McCloskey M (2003) Norepinephrine function in personality disorder: plasma free MHPG correlates inversely with life history of aggression. CNS Spectr 8(10):731–736

    PubMed  Google Scholar 

  • Coie JD, Dodge KA (1998) Aggression and antisocial behavior. In: Eisenberg N, Damon W (eds) Handbook of child psychology, vol 3: social, emotional, and personality development. Wiley, New York, pp 779–862

    Google Scholar 

  • Crick NR, Grotpeter JK (1995) Relational Aggression, gender, and social-psychological adjustment. Child Dev 66(3):710–722

    Article  PubMed  Google Scholar 

  • DiLalla LF (2002) Behavior genetics of aggression in children: review and future directions. Dev Rev 22:593–622

    Article  Google Scholar 

  • Dodge KA (1983) Behavioral antecedents of peer social status. Child Dev 54:1386–1399

    Article  Google Scholar 

  • Eagly AH, Steffen VJ (1986) Gender and aggressive behavior: a meta-analytic review of the social psychological literature. Psychol Bull 100(3):309–330

    Article  PubMed  Google Scholar 

  • Eley TC, Lichtenstein P, Stevenson J (1999) Sex differences in the etiology of aggressive and nonaggressive antisocial behavior: results from two twin studies. Child Dev 70(1):155–168

    Article  PubMed  Google Scholar 

  • Finkel D, McGue M (1997) Sex differences and nonadditivity in heritability of MPQ personality scales. J Pers Soc Psychol 72:929–938

    Article  PubMed  Google Scholar 

  • Frick PJ (1994) Family dysfunction and the disruptive behavior disorders: a review of recent empirical findings. In: Ollendick TH, Prinz RJ (eds) Advances in clinical child, vol 16. Plenum, New York, pp 203–226

    Google Scholar 

  • Friedman HS, Booth-Kewley S (1987) The ‘disease-prone personality’. A meta-analytic view of the construct. Am Psychol 42:439–455

    Article  Google Scholar 

  • Frodi A, Macaulay J, Thorne PR (1977) Are women always less aggressive than men? A review of the experimental literature. Psychol Bull 84:634–660

    Article  PubMed  Google Scholar 

  • Goodman G, Gerstadt C, Pfeffer CR, Stroh M, Valdez A (2008) ADHD and aggression as correlates of suicidal behavior in assaultive prepubertal psychiatric inpatients. Suicide Life Threat Behav 38(1):46–59

    Article  PubMed  Google Scholar 

  • Jang KL, Livesley WJ, Vernon PA, Jackson DN (1996) Heritability of personality disorder traits: a twin study. Acta Psychiatrica Scandinavia 94:438–444

    Article  Google Scholar 

  • Knight GP, Guthrie IK, Page MC, Fabes RA (2002) Emotional arousal and gender differences in aggression: a meta-analysis. Aggress Behav 28(5):366–393

    Article  Google Scholar 

  • Ligthart L, Bartels M, Hoekstra R, Hudziak J, Boomsma D (2005) Genetic contributions to subtypes of aggression. Twin Res Hum Genet 8:483–491

    Article  PubMed  Google Scholar 

  • Linnoila M, Virkkunen M, Scheinin M, Nuutila A, Rimon R, Goodwin FK (1983) Low cerebrospinal fluid 5-hydroxy indoleacetic acid concentration differentiates impulsive from nonimpulsive violent behavior. Life Sci 33:2609–2614

    Article  PubMed  Google Scholar 

  • Loeber R, Hay DF (1997) Key issues in the development of aggression and violence from childhood to early adulthood. Annu Rev Psychol 48:371–410

    Article  PubMed  Google Scholar 

  • Lykken DT (1978) The diagnosis of zygosity in twins. Behav Genet 8:437–473

    Article  PubMed  Google Scholar 

  • Mason DA, Frick PJ (1994) The heritability of antisocial behavior: a meta-analysis of twin and adoption studies. J Psychopathol Behav Assess 16(4):301–323

    Article  Google Scholar 

  • Miles DR, Carey G (1997) Genetic and environmental architecture of human aggression. J Pers Soc Psychol 72(1):207–217

    Article  PubMed  Google Scholar 

  • Muthén LK, Muthén BO (1998–2007) Mplus user’s guide, 5th edn. Los Angeles, CA: Muthén & Muthén

  • Neale M, Boker SM, Xie G, Maes HH (2003) Mx: statistical modeling, 6th edn. Department of Psychiatry, VCU Box 900126, Richmond, VA, 23298

  • Plomin R, Daniels D (1987) Why are the children in the same family so different from one another? Behav Brain Sci 10:1–60

    Article  Google Scholar 

  • Plomin R, Foch TT, Rowe DC (1981) Bobo clown aggression in childhood: environment, not genes. J Res Pers 15(3):331–342

    Article  Google Scholar 

  • Poulin F, Boivin M (2000) Reactive and proactive aggression: evidence of a two-factor model. Psychol Assess 12(2):115–122

    Article  PubMed  Google Scholar 

  • Pulkkinen L (1992) The path to adulthood for aggressively inclined girls. In: Björkqvist K, Niemelä P (eds) Of mice and women: aspects of female aggression. Academic Press, New York, pp 113–121

    Google Scholar 

  • Rhee SH, Waldman ID (2002) Genetic and environmental influences on antisocial behavior: a meta-analysis of twin and adoption studies. Psychol Bull 128:490–529

    Article  PubMed  Google Scholar 

  • Riley WT, Treiber FA, Woods MG (1989) Anger and hostility in depression. J Nerv Ment Dis 177:668–674

    Article  PubMed  Google Scholar 

  • Saudino KJ, Hines DA (2007) Etiological similarities between psychological and physical aggression in intimate relationships: a behavioral genetic exploration. J Fam Violence 22:121–129

    Article  Google Scholar 

  • Schwartz D, Dodge KA, Coie JD, Hubbard JA, Cillessen AHN, Lemerise EA., Bateman H (1998) Social-cognitive and behavioral correlates of aggression and victimization in boys’ play groups. J Abnorm Child Psychol 26:431–440

    Google Scholar 

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

    Article  Google Scholar 

  • Silberg JL, Erickson MT, Meyer JM, Eaves LJ (1994) The application of structural equation modeling to maternal ratings of twins’ behavioral and emotional problems. Special section: structural equation modeling in clinical research. J Consult Clin Psychol 62:510–521

    PubMed  Google Scholar 

  • Sluyter F, Keisjer JN, Boomsma DI, van Doornen LJP, van den Oord EJCG, Sneider H (2000) Genetics of testosterone and the aggression-hostility-anger (AHA) syndrome: a study of middle-aged male twins. Twin Res 3:266–276

    Article  PubMed  Google Scholar 

  • Stouthamer-Loeber M, Loeber R (1989) The use of prediction data in understanding delinquency. In: Bond LA, Compas BE (eds) Primary prevention and promotion in the schools. Sage, Newbury Park, CA, pp 179–202

    Google Scholar 

  • Straus MA, Hamby SL, Boney-McCoy S, Sugarman DB (1996) The revised Conflict Tactics Scales (CTS2): development and preliminary psychometric data. J Fam Issue 17(3):283–316

    Article  Google Scholar 

  • Suris A, Lind L, Emmett G, Borman PD, Kashner M, Barratt ES (2004) Measures of aggressive behavior: overview of clinical and research instruments. Aggress Violent Behav 9:165–227

    Article  Google Scholar 

  • Swanson JW, Holzer CE, Ganju VK, Jono RT (1990) Violence and psychiatric disorder in the community: evidence from the Epidemiologic Catchment Area surveys. Hosp Community Psychiatry 41:761–770

    PubMed  Google Scholar 

  • Torgersen S (1979) The determination of twin zygosity by means of a mailed questionnaire. Acta Genet Med Gemellol 28(3):225–236

    PubMed  Google Scholar 

  • Torgersen S (2005) Behavioral genetics of personality. Curr Psychiatry Rep 7:51–56

    Article  PubMed  Google Scholar 

  • Vaillancourt T, Brendgen M, Boivin M, Tremblay RE (2003) A longitudinal confirmatory factor analysis of indirect and physical aggression: evidence of two factors over time? Child Dev 74:1628–1638

    Article  PubMed  Google Scholar 

  • Van den Oord EJCG, Boomsma DI, Verhulst FC (1994) A study of problem behaviors in 10- to 15-year-old biologically related and unrelated international adoptees. Behav Genet 24:193–205

    Article  PubMed  Google Scholar 

  • Vernon PA, McCarthy JM, Johnson AM, Jang KL, Harris JA (1999) Individual differences in multiple dimensions of aggression: a univariate and multivariate genetic analysis. Twin Res 2:16–21

    Article  PubMed  Google Scholar 

  • Vitaro F, Gendreau PL, Tremblay RE, Oligny P (1998) Reactive and proactive aggression differentially predict later conduct problems. J Child Psychol Psychiatry 39(3):377–385

    Article  PubMed  Google Scholar 

  • Vitaro F, Brendgen M, Barker ED (2006) Subtyptes of aggressive behaviors: a developmental perspective. Int J Behav Dev 30(1):1–19

    Article  Google Scholar 

  • Volavka J, Nolan KA (2008) Methodological structure for aggression research. Psychiatr Q 79(4):293–300

    Article  PubMed  Google Scholar 

  • Xie H, Cairns RB, Cairns BD (2002a) The development of social aggression and physical aggression: A narrative analysis of interpersonal conflicts. Aggress Behav 28:341–355

    Article  Google Scholar 

  • Xie H, Swift DJ, Cairns BD, Cairns RB (2002b) Aggressive behaviors in social interaction and developmental adaptation: a narrative analysis of interpersonal conflicts during early adolescence. Social Dev 11:205–224

    Article  Google Scholar 

  • Zahn-Waxler C (1993) Warriors and worriers: gender and psychopathology. Dev Psychopathol 5:79–89

    Article  Google Scholar 

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Acknowledgments

This study was supported by the National Institute of Mental Health (NIMH) Grant R01 MH063262 to Emil F. Coccaro and an NIMH Mentored Scientist Career Development Award K01 MH068484 to Kristen C. Jacobson. We wish to thank Crystal Cole, Jing (Sam) Pan, Bing Chen, and the rest of the Clinical Neuroscience and Psychopharmacology Research Unit at the University of Chicago for their assistance in data collection and scoring. We are also grateful to the twins in the PennTwins Cohort for participating in this research.

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Correspondence to Kristen C. Jacobson.

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Edited by Danielle Dick.

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Yeh, M.T., Coccaro, E.F. & Jacobson, K.C. Multivariate Behavior Genetic Analyses of Aggressive Behavior Subtypes. Behav Genet 40, 603–617 (2010). https://doi.org/10.1007/s10519-010-9363-z

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