Neurosciences and Mental Health, The Hospital for Sick Children, Toronto, Canada.
Institute of Biomedical Engineering, University of Toronto, Toronto, Canada.
Elife. 2022 Mar 16;11:e72875. doi: 10.7554/eLife.72875.
Neurons regulate their excitability by adjusting their ion channel levels. Degeneracy - achieving equivalent outcomes (excitability) using different solutions (channel combinations) - facilitates this regulation by enabling a disruptive change in one channel to be offset by compensatory changes in other channels. But neurons must coregulate many properties. Pleiotropy - the impact of one channel on more than one property - complicates regulation because a compensatory ion channel change that restores one property to its target value often disrupts other properties. How then does a neuron simultaneously regulate multiple properties? Here, we demonstrate that of the many channel combinations producing the target value for one property (the single-output solution set), few combinations produce the target value for other properties. Combinations producing the target value for two or more properties (the multioutput solution set) correspond to the intersection between single-output solution sets. Properties can be effectively coregulated only if the number of adjustable channels () exceeds the number of regulated properties (). Ion channel correlations emerge during homeostatic regulation when the dimensionality of solution space ( - ) is low. Even if each property can be regulated to its target value when considered in isolation, regulation as a whole fails if single-output solution sets do not intersect. Our results also highlight that ion channels must be coadjusted with different ratios to regulate different properties, which suggests that each error signal drives modulatory changes independently, despite those changes ultimately affecting the same ion channels.
神经元通过调节离子通道水平来调节其兴奋性。简并性——通过使用不同的解决方案(通道组合)来实现等效的结果(兴奋性)——通过允许一个通道的破坏性变化被其他通道的补偿性变化抵消,从而促进了这种调节。但是神经元必须共同调节许多特性。多效性——一个通道对多个特性的影响——使调节变得复杂,因为恢复一个特性到目标值的补偿性离子通道变化通常会破坏其他特性。那么,神经元如何同时调节多个特性呢?在这里,我们证明了,在产生一个特性的目标值的许多通道组合中(单输出解集),很少有组合会产生其他特性的目标值。产生两个或更多特性的目标值的组合(多输出解集)对应于单输出解集的交集。只有当可调节通道的数量()超过被调节特性的数量()时,特性才能有效地共同调节。当内稳态调节时,解空间的维数()较低,离子通道相关性就会出现。即使当每个特性在孤立考虑时都可以调节到其目标值,如果单输出解集不相交,那么整体调节就会失败。我们的结果还表明,离子通道必须以不同的比例共同调节,以调节不同的特性,这表明每个错误信号独立地驱动调节变化,尽管这些变化最终会影响相同的离子通道。