TY - JOUR
T1 - Computational mechanisms underpinning greater exploratory behaviour in excess weight relative to healthy weight adolescents
AU - Halim, Jocelyn
AU - Robinson, Alex H.
AU - Navas, Juan F.
AU - Martin-Perez, Cristina
AU - Vilar-Lopez, Raquel
AU - Chong, Trevor T.J.
AU - Verdejo-Garcia, Antonio
N1 - Funding Information:
This study was funded by grants NEUROECOBE from the Junta de Andalucia (Spain) and GNT2009464 from the Australian National Health and Medical Research Council to Antonio Verdejo-Garcia
Publisher Copyright:
© 2023 The Authors
PY - 2023/4/1
Y1 - 2023/4/1
N2 - Obesity in adolescence is associated with cognitive changes that lead to difficulties in shifting unhealthy habits in favour of alternative healthy behaviours, similar to addictive behaviours. An outstanding question is whether this shift in goal-directed behaviour is driven by over-exploitation or over-exploration of rewarding outcomes. Here, we addressed this question by comparing explore/exploit behaviour on the Iowa Gambling Task in 43 adolescents with excess weight against 38 adolescents with healthy weight. We computationally modelled both exploitation behaviour (e.g., reinforcement sensitivity and inverse decay parameters), and explorative behaviour (e.g., maximum directed exploration value). We found that overall, adolescents with excess weight displayed more behavioural exploration than their healthy-weight counterparts – specifically, demonstrating greater overall switching behaviour. Computational models revealed that this behaviour was driven by a higher maximum directed exploration value in the excess-weight group (U = 520.00, p =.005, BF10 = 5.11). Importantly, however, we found substantial evidence that groups did not differ in reinforcement sensitivity (U = 867.00, p =.641, BF10 = 0.30). Overall, our study demonstrates a preference for exploratory behaviour in adolescents with excess weight, independent of sensitivity to reward. This pattern could potentially underpin an intrinsic desire to explore energy-dense unhealthy foods – an as-yet untapped mechanism that could be targeted in future treatments of obesity in adolescents.
AB - Obesity in adolescence is associated with cognitive changes that lead to difficulties in shifting unhealthy habits in favour of alternative healthy behaviours, similar to addictive behaviours. An outstanding question is whether this shift in goal-directed behaviour is driven by over-exploitation or over-exploration of rewarding outcomes. Here, we addressed this question by comparing explore/exploit behaviour on the Iowa Gambling Task in 43 adolescents with excess weight against 38 adolescents with healthy weight. We computationally modelled both exploitation behaviour (e.g., reinforcement sensitivity and inverse decay parameters), and explorative behaviour (e.g., maximum directed exploration value). We found that overall, adolescents with excess weight displayed more behavioural exploration than their healthy-weight counterparts – specifically, demonstrating greater overall switching behaviour. Computational models revealed that this behaviour was driven by a higher maximum directed exploration value in the excess-weight group (U = 520.00, p =.005, BF10 = 5.11). Importantly, however, we found substantial evidence that groups did not differ in reinforcement sensitivity (U = 867.00, p =.641, BF10 = 0.30). Overall, our study demonstrates a preference for exploratory behaviour in adolescents with excess weight, independent of sensitivity to reward. This pattern could potentially underpin an intrinsic desire to explore energy-dense unhealthy foods – an as-yet untapped mechanism that could be targeted in future treatments of obesity in adolescents.
KW - Addictive eating
KW - Adolescent obesity
KW - Computational modelling
KW - Decision-making
KW - Explore/exploit
UR - http://www.scopus.com/inward/record.url?scp=85148082657&partnerID=8YFLogxK
U2 - 10.1016/j.appet.2023.106484
DO - 10.1016/j.appet.2023.106484
M3 - Article
C2 - 36754172
AN - SCOPUS:85148082657
SN - 0195-6663
VL - 183
JO - Appetite
JF - Appetite
M1 - 106484
ER -