论文标题

广泛的信号网络的计算能力高于其通信能力

Computation capacities of a broad class of signaling networks are higher than their communication capacities

论文作者

Habibi, Iman, Emamian, Effat S, Simeone, Osvaldo, Abdi, Ali

论文摘要

由于结构和功能异常或遗传变异和突变,细胞内信号网络中可能存在功能失调的分子,这些分子不允许网络正确调节其输出分子,例如转录因子。信号传导中的这种破坏会中断正常的细胞功能,并最终可能发展一些病理条件。在本文中,引入信号网络的计算能力是对此类网络的信号能力和性能的基本限制。计算能力测量可计算输入的最大数量,即,当网络包含某些功能障碍分子时,可以从错误的网络输出中恢复正确的功能输出值的最大输入值数。这与常规通信能力相反,该通信能力是测量可以根据错误的网络输出正确区分的最大输入值数量。 如果网络响应函数不是输入信号的一对一函数,则计算能力高于通信能力。通过明确合并导致网络功能障碍的信号误差的效果,计算能力提供了有关网络及其故障的更多信息。这里研究了两个信号网络的示例,一个调节CASPASE3和另一个调节NFKB的示例,其中分析了计算和通信能力。两个网络都观察到较高的计算能力。这一发现的生物学意义是,信号网络的容量可能比常规通信能力指标指定的能力更大。还研究了反馈的效果。总而言之,本文报告了细胞信号网络信号传导能力的新基本特征的发现。

Due to structural and functional abnormalities or genetic variations and mutations, there may be dysfunctional molecules within an intracellular signaling network that do not allow the network to correctly regulate its output molecules, such as transcription factors. This disruption in signaling interrupts normal cellular functions and may eventually develop some pathological conditions. In this paper, computation capacity of signaling networks is introduced as a fundamental limit on signaling capability and performance of such networks. The computation capacity measures the maximum number of computable inputs, that is, the maximum number of input values for which the correct functional output values can be recovered from the erroneous network outputs, when the network contains some dysfunctional molecules. This contrasts with the conventional communication capacity that measures instead the maximum number of input values that can be correctly distinguished based on the erroneous network outputs. The computation capacity is higher than the communication capacity, if the network response function is not a one-to-one function of the input signals. By explicitly incorporating the effect of signaling errors that result in the network dysfunction, the computation capacity provides more information about the network and its malfunction. Two examples of signaling networks are studied here, one regulating caspase3 and another regulating NFkB, for which computation and communication capacities are analyzed. Higher computation capacities are observed for both networks. One biological implication of this finding is that signaling networks may have more capacity than that specified by the conventional communication capacity metric. The effect of feedback is also studied. In summary, this paper reports findings on a new fundamental feature of the signaling capability of cell signaling networks.

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