Abstract
Despite increasing knowledge of social and biological risk factors for callous-unemotional (CU) traits, relatively less is known about how these two sets of risk factors combine to affect these traits. The current longitudinal study investigated pathways from parenting style to CU traits via resting heart rate in a three-year project. Parents of 382 children completed the Parenting Styles and Dimensions Questionnaire at Time 1 (children Mean age = 9.06, SD = 0.94, range = 7–11 years), with the heart rate data collected at Time 2 (M = 10.16, SD = 0.93, range = 8–13 years) and CU traits assessed at Time 3 (M = 11.06, SD = 0.94, range = 9–13 years). We found that parenting style and CU traits were associated with resting heart rate, and that structural equation modeling showed resting heart rate to partially mediate the effect of parenting style on CU traits. Specifically, higher levels of authoritarian parenting were associated with lower resting heart rate, which in turn was linked to higher level of CU traits. On the contrary, children in the context of authoritative parenting showed relatively higher resting heart rate, which was predictive of lower CU traits. Overall, findings have implications for understanding the etiology of CU traits in children and developing effective prevention programs for children with affective deficits.
Similar content being viewed by others
Notes
Heart rate variability, an index of neurocardiac function, roots in the interaction of the heart and the brain and the dynamic processes of the autonomic nervous system, and refers to the oscillation in the time interval between heartbeats.
The current study recorded heart rate with the RSPEC-R and skin conductance level with the PPGED-R, hence, a separate ground channel was not needed.
References
Alink, L. R. A., Cyr, C., Madigan, S., Allegrini, A. G., Evans, B. E., de Rooij, S., & Huizink, A. C. (2019). Gene × Environment contributions to autonomic stress reactivity in youth. Development & Psychopathology, 31, 293–307. https://doi.org/10.1017/S095457941700181X
American Psychiatric Association [APA]. (2013). Diagnostic and Statistical Manual of Mental Disorders (5th ed.). American Psychiatric Association.
Anastassiou-Hadjicharalambous, X., & Warden, D. (2008). Physiologically-indexed and self-perceived affective empathy in conduct-disordered children high and low on callous-unemotional traits. Child Psychiatry and Human Development, 39, 503–517. https://doi.org/10.1007/s10578-008-0104-y
Ang, R. P., & Goh, D. H. (2006). Authoritarian parenting style in Asian societies: A cluster-analytic investigation. Contemporary Family Therapy, 28, 131–151. https://doi.org/10.1007/s10591-006-9699-y
Appelhans, B. M., & Luecken, L. J. (2006). Heart rate variability as an index of regulated emotional responding. Review of General Psychology, 10, 229–240. https://doi.org/10.1037/1089-2680.10.3.229
Armstrong, T. A., & Boutwell, B. B. (2012). Low resting heart rate and rational choice: Integrating biological correlates of crime in criminological theories. Journal of Criminal Justice, 40, 31–39. https://doi.org/10.1016/j.jcrimjus.2011.11.001
Baumrind, D. (1967). Child care practices anteceding three patterns of preschool behavior. Genetic Psychology Monographs, 75, 43–88.
Baumrind, D. (1983). Rejoinder to Lewis’s reinterpretation of parental firm control effects: Are authoritative families really harmonious? Psychological Bulletin, 94, 132–142. https://doi.org/10.1037/0033-2909.94.1.132
Barker, E. D., Oliver, B. R., Viding, E., Salekin, R. T., & Maughan, B. (2011). The impact of prenatal maternal risk, fearless temperament and early parenting on adolescent callous-unemotional traits: A 14-year longitudinal investigation. Journal of Child Psychology and Psychiatry, 52, 878–888. https://doi.org/10.1111/j.1469-7610.2011.02397.x
Barnes, J. C., Boutwell, B. B., Beaver, K. M., Gibson, C. L., & Wright, J. P. (2014). On the consequences of ignoring genetic influences in criminological research. Journal of Criminal Justice, 42, 471–482. https://doi.org/10.1016/j.jcrimjus.2014.08.003
Bisby, M. A., Kimonis, E. R., & Goulter, N. (2017). Low maternal warmth mediates the relationship between emotional neglect and callous-unemotional traits among male juvenile offenders. Journal of Child and Family Studies, 26, 1790–1798. https://doi.org/10.1007/s10826-017-0719-3
Brennan, P. A., Raine, A., Schulsinger, F., Kirkegaard-Sorensen, L., Knop, J., Hutchings, B., & Mednick, S. A. (1997). Psychophysiological protective factors for male subjects at high risk for criminal behavior. American Journal of Psychiatry, 154, 853–855. https://doi.org/10.1176/ajp.154.6.853
Burke, J. D., Loeber, R., & Lahey, B. B. (2007). Adolescent conduct disorder and interpersonal callousness as predictors of psychopathy in young adults. Journal of Clinical Child and Adolescent Psychology, 36, 334–346. https://doi.org/10.1080/15374410701444223
Burt, C. H., & Simons, R. L. (2014). Pulling back the curtain on heritability studies: Biosocial criminology in the postgenomic era. Criminology, 52, 223–262. https://doi.org/10.1111/1745-9125.12036
Chang, L., Chen, B., & Ji, L. Q. (2011). Attributions and attitudes of mothers and fathers in China. Parenting Science & Practice, 11, 102–115. https://doi.org/10.1080/15295192.2011.585553
Chao, R. K. (1994). Beyond parental control and authoritarian parenting style: Understanding Chinese parenting through the cultural notion of training. Child Development, 65, 1111–1119. https://doi.org/10.2307/1131308
Choy, O., Raine, A., Portnoy, J., Rudo-Hutt, A., Gao, Y., & Soyfer, L. (2015). The mediating role of heart rate on the social adversity-antisocial behavior relationship: A social neuro-criminology perspective. Journal of Research in Crime and Delinquency, 52, 303–341. https://doi.org/10.1177/0022427814565905
Colins, O. F., Andershed, H., Hawes, S. W., Bijttebier, P., & Pardini, D. A. (2016). Psychometric properties of the original and short form of the inventory of callous-unemotional traits in detained female adolescents. Child Psychiatry and Human Development, 47, 679–690. https://doi.org/10.1007/s10578-015-0601-8
Darling, N., & Steinberg, L. (1993). Parenting style as context: An integrative model. Psychological Bulletin, 113, 487–496. https://doi.org/10.1037/0033-2909.113.3.487
Ellenbogen, M. A., & Hodgins, S. (2004). The impact of high neuroticism in parents on children’s psychosocial functioning in a population at high risk for major affective disorder: A family–environmental pathway of intergenerational risk. Development and Psychopathology, 16, 113–136. https://doi.org/10.1017/s0954579404044438
Ellis, B., & Del Giudice, M. (2019). Developmental adaptation to stress: An evolutionary perspective. Annual Review of Psychology, 70, 111–139. https://doi.org/10.1146/annurev-psych-122216-011732
Elzinga, B. M., Roelofs, K., Tollenaar, M. S., Bakvis, P., van Pelt, J., & Spinhoven, P. (2008). Diminished cortisol responses to psychosocial stress associated with lifetime adverse events: A study among healthy young subjects. Psychoneuroendocrinology, 33, 227–237. https://doi.org/10.1016/j.psyneuen.2007.11.004
Fagan, S. E., Zhang, W., & Gao, Y. (2017). Social adversity and antisocial behavior: Mediating effects of autonomic nervous system activity. Journal of Abnormal Child Psychology, 45, 1553–1564. https://doi.org/10.1007/s10802-017-0262-0
Fido, D., Santo, M. G. E., Bloxsom, C. A. J., Gregson, M., & Sumich, A. L. (2017). Electrophysiological study of the violence inhibition mechanism in relation to callous-unemotional and aggressive traits. Personality & Individual Differences, 118, 44–49. https://doi.org/10.1016/j.paid.2017.01.049
Fontaine, N. M. G., McCrory, E. J. P., Boivin, M., Moffitt, T. E., & Viding, E. (2011). Predictors and outcomes of joint trajectories of callous–unemotional traits and conduct problems in childhood. Journal of Abnormal Psychology, 120, 730–742. https://doi.org/10.1037/a0022620
Frick, P. J. (2004). The Inventory of Callous-Unemotional Traits. The University of New Orleans.
Frick, P. J., & Morris, A. S. (2004). Temperament and developmental pathways to conduct problems. Journal of Clinical Child & Adolescent Psychology, 33, 54–68. https://doi.org/10.1207/S15374424JCCP3301_6
Frick, P. J., Ray, J. V., Thornton, L. C., & Kahn, R. E. (2014). Annual Research Review: A developmental psychopathology approach to understanding callous-unemotional traits in children and adolescents with serious conduct problems. Journal of Child Psychology and Psychiatry, 55, 532–548. https://doi.org/10.1111/jcpp.12152
Gao, Y., Huang, Y., & Li, X. (2017). Interaction between prenatal maternal stress and autonomic arousal in predicting conduct problems and psychopathic traits in children. Journal of Psychopathology & Behavioral Assessment, 39, 1–14. https://doi.org/10.1007/s10862-016-9556-8
Gao, Y., & Raine, A. (2010). Successful and unsuccessful psychopaths: A neurobiological model. Behavioral Sciences & the Law, 28, 194–210. https://doi.org/10.1002/bsl.924
Gao, Y., & Zhang, W. (2016). Confirmatory factor analyses of self- and parent- report Inventory of Callous Unemotional Traits in 8- to 10-year-olds. Journal of Psychopathology and Behavioral Assessment, 38, 331–340. https://doi.org/10.1007/s10862-015-9527-5
Graham, R. A., Scott, B. G., & Weems, C. F. (2017). Parenting behaviors, parent heart rate variability, and their associations with adolescent heart rate variability. Journal of Youth and Adolescence, 46, 1089–1103. https://doi.org/10.1007/s10964-016-0616-x
Haas, S. M., Derefinko, K. J., & Waschbusch, D. A. (2017). The use of multimethod impulsivity assessment in the prediction of ADHD, conduct problems, and callous-unemotional symptoms. Personality and Individual Differences, 116, 289–295. https://doi.org/10.1016/j.paid.2017.04.028
Hammerton, G., Heron, J., Mahedy, L., Maughan, B., Hickman, M., & Murray, J. (2018). Low resting heart rate, sensation seeking and the course of antisocial behaviour across adolescence and young adulthood. Psychological Medicine, 48, 2194–2201. https://doi.org/10.1017/S0033291717003683
Hawes, D., Dadds, M., Frost, A., & Hasking, P. (2011). Do callous–unemotional traits drive change in parenting practices? Journal of Clinical Child & Adolescent Psychology, 40, 507–518. https://doi.org/10.1080/15374416.2011.581624
Henry, J., Dionne, G., Viding, E., Vitaro, F., Brendgen, M., Tremblay, R. E., & Boivin, M. (2018). Early warm-rewarding parenting moderates the genetic contributions to callous–unemotional traits in childhood. Journal of Child Psychology and Psychiatry, 59, 1282–1288. https://doi.org/10.1111/jcpp.12918
Hoffman, M. L. (2001). Empathy and moral development: Implications for caring and justice. Cambridge University Press.
Hoffman, M. L., & Saltzstein, H. D. (1967). Parent discipline and the child’s moral development. Journal of Personality and Social Psychology, 5, 45–57. https://doi.org/10.1037/h0024189
Hu, L., & Bentler, P. M. (1998). Fit indices in covariance structure modeling: Sensitivity to under-parameterized model misspecification. Psychological Methods, 3, 424–453. https://doi.org/10.1037/1082-989X.3.4.424
Kavish, N., Vaughn, M. G., Cho, E., Barth, A., Boutwell, B., Vaughn, S., & Martinez, L. (2017). Physiological arousal and juvenile psychopathy: Is low resting heart rate associated with affective dimensions? Psychiatric Quarterly, 88, 103–114. https://doi.org/10.1007/s11126-016-9437-z
Kennedy, A. E., Rubin, K. H., Hastings, P. D., & Maisel, B. (2004). Longitudinal relations between child vagal tone and parenting behavior: 2 to 4 years. Developmental Psychobiology, 45, 10–21. https://doi.org/10.1002/dev.20013
Kline, R. B. (2010). Principles and practice of structural equation modeling (3rd ed.). New York, NY: Guilford Press.
Krupić, D., Ručević, R., & Vučković, S. (2020). From parental personality over parental styles to children psychopathic tendencies. Current Psychology, Advance online publication. https://doi.org/10.1007/s12144-020-00676-6
Latvala, A., Kuja-Halkola, R., Almqvist, C., Larsson, H., & Lichtenstein, P. (2015). A longitudinal study of resting heart rate and violent criminality in more than 700,000 men. JAMA Psychiatry, 72, 971–978. https://doi.org/10.1001/jamapsychiatry.2015.1165
Lewis, C. C. (1981). The effects of parental firm control: A reinterpretation of findings. Psychological Bulletin, 90, 547–563. https://doi.org/10.1037/0033-2909.90.3.547
Little, T. D., Cunningham, W. A., Shahar, G., & Widaman, K. F. (2002). To parcel or not to parcel: Exploring the question, weighing the merits. Structural Equation Modeling, 9, 151–173. https://doi.org/10.1207/S15328007SEM0902_1
Lo, C. K. M., Ho, F. K., Wong, R. S., Tung, K. T. S., Tso, W. W. Y., Ho, M. S. P., & Ip, P. (2019). Prevalence of child maltreatment and its association with parenting style: A population study in Hong Kong. International Journal of Environmental Research & Public Health, 16, 1130. https://doi.org/10.3390/ijerph16071130
Lorber, M. F. (2004). Psychophysiology of aggression, psychopathy, and conduct problems: A meta-analysis. Psychological Bulletin, 130, 531–552. https://doi.org/10.1037/0033-2909.130.4.531
Lu, H., & Chang, L. (2013). Parenting and socialization of only children in urban China: An example of authoritative parenting. Journal of Genetic Psychology, 174, 335–343. https://doi.org/10.1080/00221325.2012.681325
Lynam, D. R., Caspi, A., Moffitt, T. E., Raine, A., Loeber, R., & Stouthamer-Loeber, M. (2005). Adolescent psychopathy and the big five: Results from two samples. Journal of Abnormal Child Psychology, 33, 431–443. https://doi.org/10.1007/s10648-005-5724-0
Lynam, D. R., Charnigo, R., Moffitt, T. E., Raine, A., Loeber, R., & Stouthamer-Loeber, M. (2009). The stability of psychopathy across adolescence. Development and Psychopathology, 21, 1133–1153. https://doi.org/10.1017/S0954579409990083
Malik, M., Bigger, J., Camm, A., Kleiger, R., Malliani, A., & Moss, A. (1996). Guidelines: Heart Rate Variability, Standards of measurement, physiological interpretation, and clinical use. European Heart Journal, 17, 354–381.
McBride-Chang, C., & Chang, L. (1998). Adolescent-parent relations in Hong Kong: Parenting styles, emotional autonomy, and school achievement. The Journal of Genetic Psychology: Research and Theory on Human Development, 159, 421–436. https://doi.org/10.1080/00221329809596162
McDonald, R., Dodson, M., Rosenfield, D., & Jouriles, E. (2011). Effects of a parenting intervention on features of psychopathy in children. Journal of Abnormal Child Psychology, 39, 1013–1023. https://doi.org/10.1007/s10802-011-9512-8
Moore, A. A., Carney, D., Moroney, E., Machlin, L., Towbin, K. E., Brotman, M. A., & Hettema, J. M. (2017). The inventory of callous-unemotional traits (ICU) in children: Reliability and heritability. Behavior Genetics, 47, 141–151. https://doi.org/10.1007/s10519-016-9831-1
Muratori, P., Lochman, J. E., Lai, E., Milone, A., Nocentini, A., Pisano, S., & Masi, G. (2016). Which dimension of parenting predicts the change of callous unemotional traits in children with disruptive behavior disorder? Comprehensive Psychiatry, 69, 202–210. https://doi.org/10.1016/j.comppsych.2016.06.002
Muthén, L. K., & Muthén, B. O. (1998–2015). Mplus User’s Guide (7th ed.). Seventh Edition. Los Angeles: Muthén & Muthén.
Olivari, M. G., Tagliabue, S., & Confalonieri, E. (2013). Parenting style and dimensions questionnaire: A review of reliability and validity. Marriage and Family Review, 49, 465–490. https://doi.org/10.1080/01494929.2013.770812
Ortiz, J., & Adrian, R. (2004). Heart rate level and antisocial behavior in children and adolescents: A meta-analysis. Journal of the American Academy of Child & Adolescent Psychiatry, 43, 154–162. https://doi.org/10.1097/00004583-200402000-00010
Pardini, D. A., Lochman, J. E., & Powell, N. (2007). The development of callous-unemotional traits and antisocial behavior in children: Are there shared and/or unique predictors? Journal of Clinical Child and Adolescent Psychology, 36, 319–333. https://doi.org/10.1080/15374410701444215
Pasalich, D. S., Dadds, M. R., Hawes, D. J., & Brennan, J. (2011). Do callous-unemotional traits moderate the relative importance of parental coercion versus warmth in child conduct problems? An observational study. Journal of Child Psychology and Psychiatry, 52, 1308–1315. https://doi.org/10.1111/j.1469-7610.2011.02435.x
Porter, C. L., Hart, C. H., Yang, C., Robinson, C. C., Olsen, S. F., Zeng, Q., & Jin, S. (2005). A comparative study of child temperament and parenting in Beijing, China and the western United States. International Journal of Behavioral Development, 29, 541–551. https://doi.org/10.1177/01650250500147402
Portnoy, J., & Farrington, D. P. (2015). Resting heart rate and antisocial behavior: An updated systematic review and meta-analysis. Aggression and Violent Behavior, 22, 33–45. https://doi.org/10.1016/j.avb.2015.02.004
Portnoy, J., Jennings, J. R., Matthews, K. A., Pardini, D., & Raine, A. (2020). The relationship between resting heart rate and aggression in males is racially variant. Aggressive Behavior, 46, 170–180. https://doi.org/10.1002/ab.21879
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40, 879–891. https://doi.org/10.3758/BRM.40.3.879
Price-Evans, K., & Field, A. P. (2008). A neglectful parenting style moderates the effect of the verbal threat information pathway on children’s heart rate responses to novel animals. Behavioral and Cognitive Psychotherapy, 36, 473–482. https://doi.org/10.1017/S1352465808004396
Propper, C. B., & Holochwost, S. J. (2013). The influence of proximal risk on the early development of the autonomic nervous system. Developmental Review, 33, 151–167. https://doi.org/10.1016/j.dr.2013.05.001
Raine, A. (2002). Biosocial studies of antisocial and violent behavior in children and adults: A review. Journal of Abnormal Child Psychology, 30, 311–326. https://doi.org/10.1023/A:1015754122318
Raine, A., Fung, A. L. C., Portnoy, J., Choy, O., & Spring, V. L. (2014). Low heart rate as a risk factor for child and adolescent proactive aggressive and impulsive psychopathic behavior. Aggressive Behavior, 40, 290–299. https://doi.org/10.1002/ab.21523
Salihovic, S., Kerr, M., Özdemir, M., & Pakalniskiene, V. (2012). Directions of effects between adolescent psychopathic traits and parental behavior. Journal of Abnormal Child Psychology, 40, 957–969. https://doi.org/10.1007/s10802-012-9623-x
Sebastian, C. L., Mccrory, E. J., Dadds, M. R., Cecil, C. A., Lockwood, P. L., & HydeViding, Z. H. E. (2014). Neural responses to fearful eyes in children with conduct problems and varying levels of callous-unemotional traits. Psychological Medicine, 44, 99–109. https://doi.org/10.1017/S0033291713000482
Sng, K. I., Hawes, D. J., Raine, A., Ang, R. P., Ooi, Y. P., & Fung, D. S. (2018). Callous/unemotional traits and the relationship between aggressive parenting practices and conduct problems in Singaporean families. Child Abuse & Neglect, 81, 225–234. https://doi.org/10.1016/j.chiabu.2018.04.026
Stadler, C., Grassmann, D., Fegert, J., Holtmann, M., Poustka, F., & Schmeck, K. (2008). Heart rate and treatment effect in children with disruptive behavior disorders. Child Psychiatry and Human Development, 39, 299–309. https://doi.org/10.1007/s10578-007-0089-y
Szabó, E., Halász, J., Morgan, A., Demetrovics, Z., & Kökönyei, G. (2019). Callous-unemotional traits and the attentional bias towards emotional stimuli: Testing the moderating role of emotional and behavioural problems among high-risk adolescents. Clinical Child Psychology and Psychiatry, 1–18. https://doi.org/10.1177/1359104518822690
Viding, E., Sebastian, C. L., Dadds, M. R., Lockwood, P. L., Cecil, C. A. M., De Brito, S. A., & McCrory, E. J. (2012). Amygdala response to preattentive masked fear in children with conduct problems: The role of callous-unemotional traits. American Journal of Psychiatry, 169, 1109–1116. https://doi.org/10.1176/appi.ajp.2012.12020191
Wadsworth, M. E. J. (1976). Delinquency, pulse rates and early emotional deprivation. British Journal of Criminology, 16, 245–256. https://doi.org/10.1177/000486587600900407
Waller, R., Gardner, F., & Hyde, L. W. (2013). What are the associations between parenting, callous–unemotional traits, and antisocial behavior in youth? A systematic review of evidence. Clinical Psychology Review, 33, 593–608. https://doi.org/10.1016/j.cpr.2013.03.001
Waller, R., Gardner, F., Hyde, L., Shaw, D., Dishion, T., & Wilson, M. (2012). Do harsh and positive parenting predict reports of deceitful-callous behavior in early childhood? Journal of Child Psychology and Psychiatry, 53, 946–953. https://doi.org/10.1111/j.1469-7610.2012.02550.x
Wang, M.-C., Gao, Y., Deng, J., Lai, H., Deng, Q., & Armour, C. (2017). The factor structure and construct validity of the inventory of callous-unemotional traits in Chinese undergraduate students. PLoS One, 12, e0189003.
Wilson, L. C., & Scarpa, A. (2013). Baseline heart rate, sensation seeking, and aggression in young adult women: A two-sample examination. Aggressive Behavior, 39, 280–289. https://doi.org/10.1002/ab.21477
Wu, P., Robinson, C. C., Yang, C., Hart, C. H., Olsen, S. F., Porter, C. L., & Wu, X. (2002). Similarities and differences in mothers’ parenting of preschoolers in China and the United States. International Journal of Behavioral Development, 26, 481–491. https://doi.org/10.1080/01650250143000436
Xu, Y., Raine, A., Yu, L., & Krieg, A. (2014). Resting heart rate, vagal tone, and reactive and proactive aggression in Chinese children. Journal of Abnormal Child Psychology, 42, 501–514. https://doi.org/10.1007/s10802-013-9792-2
Zahn-Waxler, C., Cole, P. M., Welsh, J. D., & Fox, N. A. (1995). Psychophysiological correlates of empathy and prosocial behaviors in preschool children with behavior problems. Development and Psychopathology, 7, 27–48. https://doi.org/10.1017/S0954579400006325
Zhang, W., & Gao, Y. (2015). Interactive effects of social adversity and respiratory sinus arrhythmia activity on reactive and proactive aggression. Psychophysiology, 52, 1343–1350. https://doi.org/10.1111/psyp.12473
Zhang, X., Shou, Y., Wang, M.-C., Zhong, C., Luo, J., Gao, Y., & Yang, W. (2019). Assessing callous-unemotional traits in Chinese detained boys: Factor structure and construct validity of the inventory of callous-unemotional traits. Frontiers in Psychology, 10, 1841. https://doi.org/10.3389/fpsyg.2019.01841
Funding
This study was funded by the National Natural Science Foundation of China (Grant No. 31400904) and the Guangzhou University's Research Project (YK2020026).The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethical Approval
The Human Subjects Review Committee at Guangzhou University provided ethical approval.
Informed Consent
Informed consent was obtained by participants.
Conflicts of Interest
The authors declare that they have no conflicts of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Zhang, X., Wang, R., Gao, Y. et al. Resting Heart Rate Mediates the Relationship between Parenting Style and Callous-Unemotional Traits in Chinese Children. Res Child Adolesc Psychopathol 49, 1419–1430 (2021). https://doi.org/10.1007/s10802-021-00834-9
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10802-021-00834-9