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Social Reinforcement Learning and Its Neural Modulation By Oxytocin in Healthy Young Adults
Objectives: We investigated the influence of OXT on socially reinforced learning and its underlying neural mechanisms in a social learning task, which allowed for the differentiation of social feedback stimuli and social stimuli as the target of learning.
Methods: Using functional Magnetic Resonance Imaging we assessed brain activation during performance of a probabilistic reinforcement learning task in 24 typically developing controls (18-25 years). We used a double-blind placebo-controlled cross-over design. Participants indicated whether social or non-social stimuli belong to category A or B. After a jittered delay, social or non-social feedback (either rewarding or neutral) with non-100% contingencies was provided. Data were analyzed using computational modeling of reinforcement learning, according to the Q-learning model. From the behavioral choice data, individual model parameters were estimated and used to calculate trial-by-trial reward-prediction error values. We assessed the correlation of brain activation with reward-prediction error values during feedback as well as brain activation related to the anticipation of reward during choice. Results were significant at p<.05 (cluster-level corrected, p<.001 voxel level).
Results: Analyses revealed a significant correlation of brain activation in the striatum with the reward prediction error across conditions, confirming that overall learning was mediated by striatal circuitry. During feedback anticipation, OXT selectively enhanced brain activation in the striatum and insular cortex for social feedback conditions despite the learning target being non-social. The learning target being social, however, did not show a modulation by OXT during feedback anticipation. Behaviorally, subjects demonstrated significant learning during the task independent of task or treatment condition. More extensive analyses including data of patients with ASD will follow.
Conclusions: Our results demonstrate that in healthy controls, OXT selectively enhances brain activation related to the acquired anticipation of social feedback, but no selectivity was evident for social stimuli as a learning target. This pattern suggests that the modulatory role of OXT during reward processing is tied to the feedback phase being social. Our investigation therefore provides deeper insights into the neural mechanisms of OXT-induced modulation of the reward system and its potential enhancement of socially reinforced learning. Combinations of behavioral interventions with OXT might be particularly effective, if emphasis is put on positive, socially mediated feedback. Further investigations are needed to study this mechanism and its implications for interventions with OXT in ASD.