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Formation of Opioid-Induced Memory and Its Prevention: A Computational Study

机译:阿片类药物诱导的记忆的形成及其预防:一项计算研究

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摘要

There are several experimental studies which suggest opioids consumption forms pathological memories in different brain regions. For example it has been empirically demonstrated that the theta rhythm which appears during chronic opioid consumption is correlated with the addiction memory formation. In this paper, we present a minimal computational model that shows how opioids can change firing patterns of the neurons during acute and chronic opioid consumption and also during withdrawal periods. The model consists of a pre- and post-synaptic neuronal circuits and the astrocyte that monitors the synapses. The output circuitry consists of inhibitory interneurons and excitatory pyramidal neurons. Our simulation results demonstrate that acute opioid consumption induces synchronous patterns in the beta frequency range, while, chronic opioid consumption provokes theta frequency oscillations. This allows us to infer that the theta rhythm appeared during chronic treatment can be an indication of brain engagement in opioid-induced memory formation. Our results also suggest that changing the inputs of the interneurons and the inhibitory neuronal network is not an appropriate method for preventing the formation of pathological memory. However, the same results suggest that prevention of pathological memory formation is possible by manipulating the input of the stimulatory network and the excitatory connections in the neuronal network. They also show that during withdrawal periods, firing rate is reduced and random fluctuations are generated in the modeled neural network. The random fluctuations disappear and synchronized patterns emerge when the activities of the astrocytic transporters are decreased. These results suggest that formation of the synchronized activities can be correlated with the relapse. Our model also predicts that reduction in gliotransmitter release can eliminate the synchrony and thereby it can reduce the likelihood of the relapse occurrence.
机译:有几项实验研究表明,阿片类药物的消费会在不同的大脑区域形成病理记忆。例如,已经经验证明,在长期阿片类药物消费期间出现的θ节律与成瘾记忆形成有关。在本文中,我们提供了一个最小的计算模型,该模型显示了阿片类药物如何在急性和慢性阿片类药物消费以及戒断期间改变神经元的放电模式。该模型由突触前和突触后神经元回路以及监视突触的星形胶质细胞组成。输出电路由抑制性中间神经元和兴奋性锥体神经元组成。我们的模拟结果表明,急性阿片类药物消费会诱发β频率范围内的同步模式,而慢性阿片类药物消费会引起theta频率振荡。这使我们可以推断,慢性治疗期间出现的theta节律可能是大脑参与阿片类药物诱导的记忆形成的指示。我们的结果还表明,改变中间神经元和抑制​​性神经元网络的输入不是防止病理记忆形成的合适方法。但是,相同的结果表明,通过操纵神经网络中的刺激网络和兴奋性连接的输入,可以防止病理记忆的形成。他们还表明,在撤退期间,射击速度降低,并且在建模的神经网络中生成随机波动。当星形细胞转运体的活性降低时,随机波动消失并且出现同步模式。这些结果表明同步活动的形成可以与复发相关。我们的模型还预测神经胶质递质释放的减少可以消除同步性,从而可以减少复发的可能性。

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