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持续存储能力会损害生物物理网络模型中的决策能力。

Persistent storage capability impairs decision making in a biophysical network model.

机构信息

Canadian Institutes of Health Research Group in Sensory-Motor Integration, Queen's University, 18 Stuart Street, Kingston, Ontario, Canada.

出版信息

Neural Netw. 2011 Dec;24(10):1062-73. doi: 10.1016/j.neunet.2011.05.004. Epub 2011 May 19.

Abstract

Two long-standing questions in neuroscience concern the mechanisms underlying our abilities to make decisions and to store goal-relevant information in memory for seconds at a time. Recent experimental and theoretical advances suggest that NMDA receptors at intrinsic cortical synapses play an important role in both these functions. The long NMDA time constant is suggested to support persistent mnemonic activity by maintaining excitatory drive after the removal of a stimulus and to enable the slow integration of afferent information in the service of decisions. These findings have led to the hypothesis that the local circuit mechanisms underlying decisions must also furnish persistent storage of information. We use a local circuit cortical model of spiking neurons to test this hypothesis, controlling intrinsic drive by scaling NMDA conductance strength. Our simulations provide further evidence that persistent storage and decision making are supported by common mechanisms, but under biophysically realistic parameters, our model demonstrates that the processing requirements of persistent storage and decision making may be incompatible at the local circuit level. Parameters supporting persistent storage lead to strong dynamics that are at odds with slow integration, whereas weaker dynamics furnish the speed-accuracy trade-off common to psychometric data and decision theory.

摘要

神经科学中两个长期存在的问题是,我们做出决策的机制,以及我们将与目标相关的信息在记忆中存储数秒的机制。最近的实验和理论进展表明,内在皮质突触中的 NMDA 受体在这两个功能中都起着重要作用。长 NMDA 时间常数通过在刺激去除后维持兴奋性驱动,从而支持持久的记忆活动,并使传入信息能够缓慢整合,以服务于决策。这些发现导致了这样一种假设,即决策的局部回路机制也必须提供信息的持久存储。我们使用一个尖峰神经元的局部回路皮质模型来检验这一假设,通过调整 NMDA 电导强度来控制内在驱动。我们的模拟进一步证明,持久存储和决策是由共同的机制支持的,但在生物物理上现实的参数下,我们的模型表明,持久存储和决策的处理要求在局部回路水平上可能不兼容。支持持久存储的参数导致与缓慢整合不一致的强烈动态,而较弱的动态则提供了与心理物理数据和决策理论共同的速度-准确性权衡。

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