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An Inverse Approach for Elucidating Dendritic Function

机译:阐明树突功能的逆方法

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摘要

We outline an inverse approach for investigating dendritic function–structure relationships by optimizing dendritic trees for a priori chosen computational functions. The inverse approach can be applied in two different ways. First, we can use it as a “hypothesis generator” in which we optimize dendrites for a function of general interest. The optimization yields an artificial dendrite that is subsequently compared to real neurons. This comparison potentially allows us to propose hypotheses about the function of real neurons. In this way, we investigated dendrites that optimally perform input-order detection. Second, we can use it as a “function confirmation” by optimizing dendrites for functions hypothesized to be performed by classes of neurons. If the optimized, artificial, dendrites resemble the dendrites of real neurons the artificial dendrites corroborate the hypothesized function of the real neuron. Moreover, properties of the artificial dendrites can lead to predictions about yet unmeasured properties. In this way, we investigated wide-field motion integration performed by the VS cells of the fly visual system. In outlining the inverse approach and two applications, we also elaborate on the nature of dendritic function. We furthermore discuss the role of optimality in assigning functions to dendrites and point out interesting future directions.
机译:我们概述了一种通过优化树状树以优化先验选择的计算功能来研究树状功能-结构关系的逆方法。逆方法可以两种不同的方式应用。首先,我们可以将其用作“假设生成器”,在其中我们针对最佳功能优化树突。优化产生了人工树突,随后将其与真实神经元进行比较。这种比较可能使我们能够提出有关真实神经元功能的假设。这样,我们研究了最佳执行输入顺序检测的树突。第二,我们可以通过优化树枝状结构来假设神经元类别执行的功能,从而将其用作“功能确认”。如果优化的人工树突类似于真实神经元的树突,则人工树突证实了真实神经元的假设功能。而且,人造树突的性质可以导致关于尚未测量的性质的预测。通过这种方式,我们研究了由飞行视觉系统的VS单元执行的广域运动整合。在概述逆方法和两个应用时,我们还详细阐述了树突功能的性质。我们进一步讨论了最优性在将功能分配给树突上的作用,并指出了有趣的未来方向。

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