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A Neural Correlate of Reward-Based Behavioral Learning in Caudate Nucleus: A Functional Magnetic Resonance Imaging Study of a Stochastic Decision Task

机译:尾状核中基于奖励的行为学习的神经相关性:随机决策任务的功能磁共振成像研究。

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摘要

Humans can acquire appropriate behaviors that maximize rewards on a trial-and-error basis. Recent electrophysiological and imaging studies have demonstrated that neural activity in the midbrain and ventral striatum encodes the error of reward prediction. However, it is yet to be examined whether the striatum is the main locus of reward-based behavioral learning. To address this, we conducted functional magnetic resonance imaging (fMRI) of a stochastic decision task involving monetary rewards, in which subjects had to learn behaviors involving different task difficulties that were controlled by probability. We performed a correlation analysis of fMRI data by using the explanatory variables derived from subject behaviors. We found that activity in the caudate nucleus was correlated with short-term reward and, furthermore, paralleled the magnitude of a subject's behavioral change during learning. In addition, we confirmed that this parallelism between learning and activity in the caudate nucleus is robustly maintained even when we vary task difficulty by controlling the probability. These findings suggest that the caudate nucleus is one of the main loci for reward-based behavioral learning.
机译:人类可以获取适当的行为,从而在反复试验的基础上获得最大的回报。最近的电生理和影像学研究表明,中脑和腹侧纹状体的神经活动编码了奖励预测的误差。但是,纹状体是否是基于奖励的行为学习的主要场所,尚待研究。为了解决这个问题,我们对涉及金钱奖励的随机决策任务进行了功能磁共振成像(fMRI),其中受试者必须学习涉及概率控制的不同任务难度的行为。我们通过使用源自受试者行为的解释变量对功能磁共振成像数据进行了相关分析。我们发现尾状核中的活动与短期奖励相关,此外,还与受试者在学习过程中行为变化的幅度平行。此外,我们确认即使通过控制概率改变任务难度,也能牢固地维持尾状核学习与活动之间的这种平行性。这些发现表明,尾状核是基于奖励的行为学习的主要场所之一。

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