Center for Molecular and Behavioral Neuroscience & Department of Psychology, Rutgers University, 101 Warren Street, Newark, NJ 07102, USA.
Neuroimage. 2011 Mar 1;55(1):266-76. doi: 10.1016/j.neuroimage.2010.10.080. Epub 2010 Nov 5.
Regions within the medial temporal lobe and basal ganglia are thought to subserve distinct memory systems underlying declarative and nondeclarative processes, respectively. One question of interest is how these multiple memory systems interact during learning to contribute to goal directed behavior. While some hypotheses suggest that regions such as the striatum and the hippocampus interact in a competitive manner, alternative views posit that these structures may operate in a parallel manner to facilitate learning. In the current experiment, we probed the functional connectivity between regions in the striatum and hippocampus in the human brain during an event related probabilistic learning task that varied with respect to type of difficulty (easy or hard cues) and type of learning (via feedback or observation). We hypothesized that the hippocampus and striatum would interact in a parallel manner during learning. We identified regions of interest (ROI) in the striatum and hippocampus that showed an effect of cue difficulty during learning and found that such ROIs displayed a similar pattern of blood oxygen level dependent (BOLD) responses, irrespective of learning type, and were functionally correlated as assessed by a Granger causality analysis. Given the connectivity of both structures with dopaminergic midbrain centers, we further applied a reinforcement learning algorithm often used to highlight the role of dopamine in human reward related learning paradigms. Activity in both the striatum and hippocampus positively correlated with a prediction error signal during feedback learning. These results suggest that distinct human memory systems operate in parallel during probabilistic learning, and may act synergistically particularly when a violation of expectation occurs, to jointly contribute to learning and decision making.
内侧颞叶和基底神经节的区域被认为分别为陈述性和非陈述性过程提供了不同的记忆系统。一个感兴趣的问题是,这些多个记忆系统如何在学习过程中相互作用,以促进目标导向的行为。虽然一些假设表明,纹状体和海马等区域以竞争的方式相互作用,但另一种观点则认为,这些结构可能以并行的方式运作,以促进学习。在当前的实验中,我们在一个与难度类型(简单或困难线索)和学习类型(通过反馈或观察)有关的事件相关概率学习任务中,探测了人类大脑中纹状体和海马体区域之间的功能连接。我们假设海马体和纹状体在学习过程中会以并行的方式相互作用。我们在纹状体和海马体中确定了在学习过程中显示线索难度效应的感兴趣区域(ROI),并发现这些 ROI 表现出相似的血氧水平依赖(BOLD)反应模式,无论学习类型如何,并且通过格兰杰因果关系分析评估,它们在功能上是相关的。鉴于这两个结构与多巴胺能中脑中心的连接,我们进一步应用了强化学习算法,该算法常用于突出多巴胺在人类奖励相关学习范式中的作用。在反馈学习过程中,纹状体和海马体的活动与预测误差信号呈正相关。这些结果表明,在概率学习过程中,不同的人类记忆系统以并行的方式运作,并且可能在出现违反预期的情况下协同作用,共同促进学习和决策。