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Effects of depression on hippocampal memory: A computational model

机译:抑郁症对海马记忆的影响:一种计算模型

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Animal studies have shown that chronic stress and depression produce irreversible atrophy of the apical dendrites of CA3 pyramidal neurons. Dysregulations caused by depression also disturbes molecular mechanisms of hippocampal long-term potentiation (LTP). The effect of stress on amygdala is just the opposite of the hippocampus; neuroimaging studies have found both increased baseline activity and a greater amygdala volume in depressed compared to nondepressed individuals. In our study, we have implemented a computational model of CA3 region of the hippocampus to simulate the auto-associative memory impairement caused by depression. In our model, the dendritic atrophy and disturbed synaptic plasticity, is represented by the increase in transmission delay and the increased amygdala activity, in turn, is represented by increased inhibitory input to CA3 region. Our auto-associative CA3 network incorporates 256 excitatory recurrent Hebb's synapses in a 16 times 16 array plus one interneuron representing the inhibition by amygdala. The network has been trained to recognize face patterns. We tested the auto-associative memory function with incomplete patterns and we expected our model to perform the pattern completion function. The pattern completion performance was negatively effected by the increase of the inhibition by amygdala. The increase in information delay due to dendritical atrophy had even more severe consequences on the memory performance. We observed a shutting off of the auto-associative memory for time delays longer than 10 ms. In further studies, our dynamic model will be improved to include the molecular effects of stress on synaptic plasticity.
机译:动物研究表明,慢性应激和抑郁会导致CA3锥体神经元根尖树突的不可逆萎缩。由抑郁症引起的失调也干扰了海马长时程增强(LTP)的分子机制。压力对杏仁核的影响正好与海马体相反。神经影像学研究发现,与非抑郁者相比,抑郁者的基线活动增加,杏仁核体积增加。在我们的研究中,我们实现了海马CA3区的计算模型,以模拟抑郁引起的自联想记忆障碍。在我们的模型中,树突萎缩和突触可塑性受阻,表现为传播延迟增加,杏仁核活性增加,反过来,CA3区抑制性输入增加。我们的自缔合CA3网络在16乘16阵列中结合了256个兴奋性Hebb突触,再加上一个代表杏仁核抑制作用的中间神经元。该网络已经过训练,可以识别人脸模式。我们用不完整的模式测试了自动联想记忆功能,并期望我们的模型能够执行模式完成功能。杏仁核抑制作用的增加不利地影响图案完成性能。由于树突萎缩导致的信息延迟增加对记忆性能产生了更为严重的影响。我们观察到自动关联内存关闭的时间延迟超过10毫秒。在进一步的研究中,我们的动力学模型将得到改进,以包括应力对突触可塑性的分子影响。

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