TY - JOUR
T1 - Striatal correlates of Bayesian beliefs in self-efficacy in adolescents and their relation to mood and autonomy: A pilot study
AU - Romaniuk, Liana
AU - MacSweeney, Niamh
AU - Atkinson, Kimberley
AU - Chan, Stella W Y
AU - Barbu, Miruna Carmen
AU - Lawrie, Stephen M
AU - Whalley, Heather
PY - 2023/11/2
Y1 - 2023/11/2
N2 - Major depressive disorder often originates in adolescence and is associated with long-term functional impairment. Mechanistically characterising this heterogeneous illness could provide important leads for optimising treatment. Importantly, reward learning is known to be disrupted in depression. In this pilot fMRI study of 21 adolescents (16-20 years), we assessed how reward network disruption impacts specifically on Bayesian belief representations of self-efficacy (SE-B) and their associated uncertainty (SE-U), using a modified instrumental learning task probing activation induced by the opportunity to choose, and an optimal Hierarchical Gaussian Filter computational model. SE-U engaged caudate, nucleus accumbens (NAcc), precuneus, posterior parietal and dorsolateral prefrontal cortex (PFWE<0.005). Sparse partial least squares analysis identified SE-U striatal activation as associating with one’s sense of perceived choice and depressive symptoms, particularly anhedonia and negative feelings about oneself. As Bayesian uncertainty modulates belief flexibility and their capacity to steer future actions, this suggests that these striatal signals may be informative developmentally, longitudinally and in assessing response to treatment.
AB - Major depressive disorder often originates in adolescence and is associated with long-term functional impairment. Mechanistically characterising this heterogeneous illness could provide important leads for optimising treatment. Importantly, reward learning is known to be disrupted in depression. In this pilot fMRI study of 21 adolescents (16-20 years), we assessed how reward network disruption impacts specifically on Bayesian belief representations of self-efficacy (SE-B) and their associated uncertainty (SE-U), using a modified instrumental learning task probing activation induced by the opportunity to choose, and an optimal Hierarchical Gaussian Filter computational model. SE-U engaged caudate, nucleus accumbens (NAcc), precuneus, posterior parietal and dorsolateral prefrontal cortex (PFWE<0.005). Sparse partial least squares analysis identified SE-U striatal activation as associating with one’s sense of perceived choice and depressive symptoms, particularly anhedonia and negative feelings about oneself. As Bayesian uncertainty modulates belief flexibility and their capacity to steer future actions, this suggests that these striatal signals may be informative developmentally, longitudinally and in assessing response to treatment.
U2 - 10.1093/texcom/tgad020
DO - 10.1093/texcom/tgad020
M3 - Article
SN - 2632-7376
JO - Cerebral Cortex Communications
JF - Cerebral Cortex Communications
ER -