Adolescent neural response to reward is related to participant sex and task motivation
Introduction
Following perinatal neural organization, adolescence marks a second wave of plasticity, during which numerous behavioral, social, and physiological changes occur that act to re-organize and activate the brain (Spear, 2013). This extended brain plasticity can be viewed as a double-edged sword, serving to augment vulnerability to biological and psychological insult, as well as support healthy neurodevelopment (Telzer, 2016). Processing of rewarding stimuli is particularly relevant during the adolescent period, given the rise in sensation seeking, which may contribute to increased reward sensitivity and risk taking in some youth (Romer & Hennessy, 2007). Dysregulated reward processing has been linked with affective and substance use disorders, the incidence of which increase substantially during adolescence (Davey et al., 2008, Ernst et al., 2006, Fairchild, 2011, MacPherson et al., 2010). As such, elucidating the neural mechanisms underlying adolescent reward sensitivity may help in promoting beneficial, rather than adverse, neuroplastic change.
Psychobiological models of adolescent risk taking posit an imbalance between reward processing and self-control, mirrored by enhanced functional activation of reward-sensitive regions (i.e. striatum, including nucleus accumbens) and diminished activation of self-regulatory brain regions (i.e. medial prefrontal cortex), which drives risk taking via inefficient regulation of reward-sensitive brain regions by self-regulatory regions (Casey, 2015, Ernst, 2014, Smith et al., 2013, Somerville et al., 2010). However, there is a paucity of data showing a direct relationship between reward sensitivity and risk taking (Braams et al., 2016, Braams et al., 2015, Galvan et al., 2006, van Duijvenvoorde et al., 2014, van Duijvenvoorde et al., 2015, Vorobyev et al., 2015), likely because there is substantial individual variability in reward sensitivity (Bjork and Pardini, 2015, Braams et al., 2015, Chick, 2015, Cservenka et al., 2012). Some of this variability may be due to individual differences in personality traits, such as sensation seeking (Cservenka et al., 2012, van Duijvenvoorde et al., 2014) and impulsivity (Forbes et al., 2009, Piray et al., 2015). Moreover, the link between reward sensitivity and risk taking may be partly explained by pubertal influences (Forbes et al., 2010, Urosevic et al., 2014), given that puberty has been shown to correlate with sensation seeking (Forbes and Dahl, 2010, Martin et al., 2002, Martin et al., 2006, Steinberg, 2004, Steinberg et al., 2008), reward sensitivity (Urosevic et al., 2014) and nucleus accumbens activity in response to rewards (Braams et al., 2015). Indeed, there is evidence that pubertal increases in sensation seeking predict real-world risky behavior, such as substance use (Kirillova et al., 2001, Martin et al., 2002).
Gonadal hormones, which are re-activated at the onset of puberty, have also been linked to reward processing. Previous work in adolescents showed a positive association between striatal activity in response to reward and endogenous levels of testosterone (Braams et al., 2015, Op de Macks et al., 2011) and estradiol (Op de Macks et al., 2011) in both males and females. Moreover, sex hormone levels have been positively associated with risk-taking behavior in adolescence (de Water et al., 2013, Martin et al., 1999, Peper et al., 2013, Peters et al., 2015, Vermeersch et al., 2008a, Vermeersch et al., 2008b). In studies that compared boys and girls directly, there is more evidence of a positive relationship between sex hormones and risky behavior in boys relative to girls (de Water et al., 2013, Peper et al., 2015, Peters et al., 2015), or compared to evidence indicating no sex difference (Peper, Koolschijn, & Crone, 2013). In young adults, sex hormone levels have been shown to predict risky behavior in both sexes to the same degree (Braams et al., 2016, Mehta et al., 2015, Nguyen et al., 2016, Stanton et al., 2011). The majority of this research supports a link between testosterone and risk taking (Braams et al., 2016, de Water et al., 2013, Martin et al., 1999, Mehta et al., 2015, Nguyen et al., 2016, Peper et al., 2015, Peper et al., 2013, Peters et al., 2015, Stanton et al., 2011, Vermeersch et al., 2008b), while a subset of studies also support a positive association between estradiol and risk taking (de Water et al., 2013, Martin et al., 1999, Peper et al., 2015, Vermeersch et al., 2008a). Only two studies have examined the relationship between reward sensitivity, as indexed by nucleus accumbens activity, sex hormones and risk taking (Braams et al., 2015, Braams et al., 2016). One of these studies reported that puberty, testosterone and risk taking explained nucleus accumbens activation during a gambling game in both males and females (Braams et al., 2015). The second study indicated that testosterone levels, but not nucleus accumbens activation during the same gambling task, predicted risky behavior, as indexed by self-reported alcohol use, two years later in males and females (Braams et al., 2016). The mechanism linking sex hormones, reward sensitivity and risk taking remains to be fully elucidated; however, the extant literature suggests that both testosterone and estradiol may be important in explaining risk-taking behavior during adolescence, particularly in boys.
Intriguingly, sex differences in striatal reactivity during reward processing have not been reported or examined in previous studies of adolescents (Braams et al., 2015, Braams et al., 2016, Forbes et al., 2010, Op de Macks et al., 2011). This is somewhat surprising, given the presence of sex differences in pubertal maturation, sex hormone levels (Tanner & Whitehouse, 1976), prefrontal cortical maturation (on average, girls mature approximately two years earlier than boys) (Lenroot et al., 2007) and sensation seeking (on average, boys report more sensation seeking than girls) (Romer and Hennessy, 2007, Steinberg et al., 2008, Zuckerman and Kuhlman, 2000). Thus, sex may be an important variable to consider for understanding individual differences in reward sensitivity and risk taking during adolescence. Indeed, one of the primary neurotransmitters involved in reward processing - dopamine (Berridge & Kringelbach, 2008) - develops in a sexually dimorphic manner during adolescence. Studies in rodents demonstrate enhanced dopamine release in females compared to males due to elevations in estradiol levels during puberty (Di Paolo et al., 1985, Sarvari et al., 2014, Xiao and Becker, 1994). In contrast, testosterone metabolites have been shown to mediate reward response following direct administration into the nucleus accumbens, which may be mediated by binding at γ-Aminobutyric acid (GABA) (Frye, Park, Tanaka, Rosellini, & Svare, 2001) and dopamine (Mhillaj et al., 2015) receptors. Additionally, both sex hormones have been shown to influence sensation seeking in adolescence (Kerschbaum et al., 2006, Vermeersch et al., 2009), indicating a role for sex hormones in dopamine activity and sensation seeking. Thus, examining the influence of sensation seeking and sex hormones on potential sex differences in reward sensitivity may inform psychobiological models of risk taking in adolescence.
The current study adds to this literature by examining sex differences in reward processing in a large sample of healthy adolescents, as well as the potentially mediating influence of sex hormones on observed sex differences. We hypothesized boys would show increased blood oxygen level-dependent (BOLD) response in the striatum, including nucleus accumbens, during reward receipt feedback, as well as heightened risky behavior during a risky decision-making task, compared to girls. These hypotheses were based on research showing higher sensation seeking in adolescent boys (Romer and Hennessy, 2007, Steinberg et al., 2008) and delayed prefrontal gray matter maturation in boys, compared to age-matched girls (Lenroot et al., 2007). We also predicted testosterone and estradiol would mediate sex differences in nucleus accumbens BOLD response, given their important role in pubertal development, sensation seeking and in modulating reward-relevant brain regions (Braams et al., 2015, Di Paolo et al., 1985, Frye et al., 2001, Op de Macks et al., 2011, Sarvari et al., 2014, Xiao and Becker, 1994).
Section snippets
Participant screening and exclusionary criteria
Participants underwent comprehensive structured interviews by trained research assistants to determine eligibility. Youth and parents completed separate structured telephone interviews that included the Diagnostic Interview Schedule for Children Predictive Scales (Lucas et al., 2001), the Family History Assessment Module (Rice et al., 1995), and the Brief Lifetime version of the Customary Drinking and Drug Use Record (Brown et al., 1998). Exclusionary criteria included current diagnosis of
Participant characteristics and task behavior
Details on participant characteristics can be found in Table 1. Boys and girls did not differ in age, SES, IQ, sensation seeking, or general quality of sleep. Two-run averaged RMS head movement values exceeded 1.5 mm for five participants that were subsequently excluded from further analyses; RMS was not statistically different between boys and girls of the remaining sample. Sex hormone levels were not normally distributed and underwent log transformation. Boys had statistically greater serum
Discussion
In this study, sex differences in brain response to reward were observed in a large and carefully matched sample of adolescent boys and girls. Specifically, BOLD response following notification of receipt of monetary rewards was higher in males, relative to females, in several reward-relevant brain regions (Liu et al., 2011, Mohr et al., 2010), including the nucleus accumbens. Although testosterone was positively related with nucleus accumbens BOLD response, it did not mediate the relationship
Conclusions
In sum, sex differences in BOLD activity during reward processing were observed in a large sample of healthy adolescents. Regions related to reward processing, including nucleus accumbens (Liu et al., 2011, Mohr et al., 2010), were recruited more robustly in males during reward trials. Sex hormones did not mediate the effect of sex on nucleus accumbens activation even though testosterone was positively correlated with activation of this region, indicating that sex may be a stronger predictor of
Funding
This work was supported by the National Institutes of Health [AA017664 to B.J.N., AA2368801 to G.A.]; and the American Psychological Association [APA 110415 to G.A.]. Funding sources had no involvement in study design, collection, analysis or interpretation of the data and no involvement in writing or deciding to publish this manuscript.
Acknowledgements
Members of the Developmental Brain Imaging Lab at OHSU are thanked for their efforts in data collection.
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