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神经网络的自稳定。II. 突触形成的稳定性条件。

Self-stabilization of neuronal networks. II. Stability conditions for synaptogenesis.

作者信息

Dammasch I E, Wagner G P, Wolff J R

机构信息

Zentrum Anatomie, Universität Göttingen, Federal Republic of Germany.

出版信息

Biol Cybern. 1988;58(3):149-58. doi: 10.1007/BF00364134.

DOI:10.1007/BF00364134
PMID:3358950
Abstract

This study is concerned with synaptic reorganization in local neuronal networks. Within networks of 30 neurons, an initial disequilibrium in connectivity has to be compensated by reorganization of synapses. Such plasticity is not a genetically determined process, but depends on results of neuronal interaction. Neurobiological experiments have lead to a model of the behavior of individual neurons during neuroplastic reorganization, formalized as a "synaptogenetic rule" that governs changes in the amount of synaptic elements on each neuron. When this synaptogenetic rule is applied to a system of neurons, there is some freedom left to the choice of further conditions. In this study it is examined, which assumptions additional to the synaptogenetic rule are essential in order to obtain morphogenetic stability. By explicating these assumptions, their plausibility can be tested. It is analysed, in which respect these conditions are important, in which part of the model they exert their influence, and what kind of instability and degeneration happens if the assumptions are violated. Our essentials for reaching morphogenetic stability are: (1) A network structure that guarantees the possibility of oscillations, (2) a compensation algorithm that guarantees a smooth morphogenesis, (3) kinetic parameters that guarantee convergence in the synaptic elements' change, and (4) a synaptic modification rule that prohibits Hebb-like as well as anti-Hebb-like synaptic changes. It is concluded that many structural features of the mammalian cerebral cortex are in accordance with the requirements of the model.

摘要

本研究关注局部神经元网络中的突触重组。在由30个神经元组成的网络中,连接性的初始不平衡必须通过突触重组来补偿。这种可塑性不是一个由基因决定的过程,而是取决于神经元相互作用的结果。神经生物学实验得出了一个关于神经可塑性重组过程中单个神经元行为的模型,该模型被形式化为一个“突触生成规则”,用于控制每个神经元上突触元件数量的变化。当将这个突触生成规则应用于一个神经元系统时,在进一步条件的选择上仍有一定的自由度。在本研究中,我们考察了除突触生成规则之外,哪些假设对于获得形态发生稳定性是必不可少的。通过阐明这些假设,可以检验它们的合理性。我们分析了这些条件在哪些方面是重要的,它们在模型的哪一部分发挥作用,以及如果违反这些假设会发生什么样的不稳定性和退化。我们得出的实现形态发生稳定性的要素如下:(1)一种保证振荡可能性的网络结构;(2)一种保证形态发生平稳的补偿算法;(3)保证突触元件变化收敛的动力学参数;(4)一种禁止类似赫布型以及反赫布型突触变化的突触修饰规则。我们得出结论,哺乳动物大脑皮层的许多结构特征与该模型的要求相符。

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Homeostatic structural plasticity increases the efficiency of small-world networks.内稳态结构可塑性提高了小世界网络的效率。

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