Hauser Tobias U, Iannaccone Reto, Walitza Susanne, Brandeis Daniel, Brem Silvia
University Clinics for Child and Adolescent Psychiatry (UCCAP), University of Zurich, Neumünsterallee 9, 8032 Zürich, Switzerland; Wellcome Trust Centre for NeuroImaging, Institute of Neurology, University College London, United Kingdom; Neuroscience Center Zurich, University and ETH Zurich, Switzerland.
University Clinics for Child and Adolescent Psychiatry (UCCAP), University of Zurich, Neumünsterallee 9, 8032 Zürich, Switzerland; PhD Program in Integrative Molecular Medicine, University of Zurich, Zurich, Switzerland.
Neuroimage. 2015 Jan 1;104:347-54. doi: 10.1016/j.neuroimage.2014.09.018. Epub 2014 Sep 16.
Adolescence is associated with quickly changing environmental demands which require excellent adaptive skills and high cognitive flexibility. Feedback-guided adaptive learning and cognitive flexibility are driven by reward prediction error (RPE) signals, which indicate the accuracy of expectations and can be estimated using computational models. Despite the importance of cognitive flexibility during adolescence, only little is known about how RPE processing in cognitive flexibility deviates between adolescence and adulthood. In this study, we investigated the developmental aspects of cognitive flexibility by means of computational models and functional magnetic resonance imaging (fMRI). We compared the neural and behavioral correlates of cognitive flexibility in healthy adolescents (12-16years) to adults performing a probabilistic reversal learning task. Using a modified risk-sensitive reinforcement learning model, we found that adolescents learned faster from negative RPEs than adults. The fMRI analysis revealed that within the RPE network, the adolescents had a significantly altered RPE-response in the anterior insula. This effect seemed to be mainly driven by increased responses to negative prediction errors. In summary, our findings indicate that decision making in adolescence goes beyond merely increased reward-seeking behavior and provides a developmental perspective to the behavioral and neural mechanisms underlying cognitive flexibility in the context of reinforcement learning.
青春期与快速变化的环境需求相关,这需要出色的适应能力和高度的认知灵活性。反馈引导的适应性学习和认知灵活性由奖励预测误差(RPE)信号驱动,该信号表明期望的准确性,并可使用计算模型进行估计。尽管认知灵活性在青春期很重要,但关于青春期和成年期在认知灵活性方面的RPE处理差异,我们知之甚少。在本研究中,我们通过计算模型和功能磁共振成像(fMRI)研究了认知灵活性的发展方面。我们将健康青少年(12 - 16岁)与执行概率反转学习任务的成年人在认知灵活性方面的神经和行为相关性进行了比较。使用改进的风险敏感强化学习模型,我们发现青少年从负面RPE中学习的速度比成年人快。fMRI分析显示,在RPE网络中,青少年在前脑岛的RPE反应有显著改变。这种效应似乎主要由对负面预测误差的反应增加所驱动。总之,我们的研究结果表明,青春期的决策不仅仅是增加寻求奖励的行为,并且为强化学习背景下认知灵活性的行为和神经机制提供了一个发展视角。