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Recurrent network model for learning goal-directed sequences through reverse replay

机译:用于通过反向重播学习目标导向序列的递归网络模型

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摘要

Reverse replay of hippocampal place cells occurs frequently at rewarded locations, suggesting its contribution to goal-directed path learning. Symmetric spike-timing dependent plasticity (STDP) in CA3 likely potentiates recurrent synapses for both forward (start to goal) and reverse (goal to start) replays during sequential activation of place cells. However, how reverse replay selectively strengthens forward synaptic pathway is unclear. Here, we show computationally that firing sequences bias synaptic transmissions to the opposite direction of propagation under symmetric STDP in the co-presence of short-term synaptic depression or afterdepolarization. We demonstrate that significant biases are created in biologically realistic simulation settings, and this bias enables reverse replay to enhance goal-directed spatial memory on a W-maze. Further, we show that essentially the same mechanism works in a two-dimensional open field. Our model for the first time provides the mechanistic account for the way reverse replay contributes to hippocampal sequence learning for reward-seeking spatial navigation.
机译:海马位置细胞的反向重放经常发生在奖励位置,表明其对目标定向路径学习的贡献。 CA3中对称的依赖于时序的穗期可塑性(STDP)可能会在顺序激活位置细胞期间增强正向(开始到目标)和反向(从目标开始)重放的反复突触。但是,反向重放如何选择性增强正向突触途径尚不清楚。在这里,我们通过计算显示,在短时突触抑制或后去极化同时存在的情况下,发射序列将突触传递偏向对称STDP的相反传播方向。我们证明了在生物学上逼真的模拟设置中会创建明显的偏差,并且该偏差使反向重放能够增强W迷宫上目标导向的空间记忆。此外,我们显示出,基本上相同的机制在二维开放域中起作用。我们的模型首次提供了机制解释反向重放有助于海马序列学习以寻求奖励空间导航的方式。

著录项

  • 期刊名称 eLife
  • 作者

    Tatsuya Haga; Tomoki Fukai;

  • 作者单位
  • 年(卷),期 2015(7),
  • 年度 2015
  • 页码 e34171
  • 总页数 31
  • 原文格式 PDF
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