提出皮层神经元尖峰时序精度是长时工作记忆的潜在机制。
Dynamical Mechanisms for Coordinating Long-term Working Memory Based on the Precision of Spike-timing in Cortical Neurons
- 用尖峰时序精度替代传统放电率,解释长期记忆的神经基础。
- 毫秒级时序可触发持续数小时的突触可塑性,支持记忆维持。
- 适合对神经编码、认知计算感兴趣的学者阅读。
过去百年,皮层神经元研究主要依赖平均放电率,适用于秒级感官运动处理。但对以小时为尺度的长期工作记忆机制了解甚少。认知状态未必伴随感觉或运动输出,如静坐规划或行走中思考。本文提出存在与经典感官运动层级并存的第二层级神经活动,其核心特征是协调的尖峰时序。三个关键观察支持此假说:一是皮层神经元在体内对快速变化输入表现出毫秒级精确的尖峰起始(Mainen 和 Sejnowski, 1995);二是毫秒级时序可介导突触可塑性(STDP),调控前后发放关系;三是皮层多频率波(如γ波)传播具有高度时序精度,注意力诱发的γ波可能引发持续数小时的神经网络改变。这一临时性网络可能构成支持认知加工和长期工作记忆的第二层级功能。
原文摘要 · Abstract (English)
In the last century, most sensorimotor studies of cortical neurons relied on average firing rates. Rate coding is efficient for fast sensorimotor processing that occurs within a few seconds. Much less is known about the neural mechanisms underlying long-term working memory with a time scale of hours. Cognitive states may not have sensory or motor correlates. For example, you can sit in a quiet room making plans without moving or sensory processing. You can also make plans while out walking. In this perspective, I make the case for a possible second tier of neural activity that coexists with the well-established sensorimotor tier. The prominent physiological feature of the second tier is coordinated spike timing activity. The interplay of data supporting this hypothesis involves three puzzling yet highly intriguing experimental observations, without any obvious indication that they might actually represent different aspects of a single functional organization. First, consider the precision of spiking in individual neurons. The discovery of millisecond-precision spike initiation in cortical neurons was unexpected (Mainen and Sejnowski, 1995). Even more striking was the precision of spiking in vivo, in response to rapidly fluctuating sensory inputs. Second, high temporal resolution can also mediate spike timing-dependent plasticity (STDP) by controlling the relative timing of presynaptic and postsynaptic spikes at the millisecond scale. Third, we observe waves across many frequency bands traveling across the cortex. Strikingly, their timing is highly precise. Gamma waves, for example, which are triggered by attention, can plausibly trigger STDP that lasts for hours in cortical neurons. This temporary cortical network, ostensibly a second tier of functionality, rides astride the long-term sensorimotor network and could support cognitive processing and long-term working memory.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。