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Accurate Encoding and Decoding by Single Cells: Amplitude Versus Frequency Modulation

机译:单个单元的准确编码和解码:幅度与频率调制

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摘要

Cells sense external concentrations and, via biochemical signaling, respond by regulating the expression of target proteins. Both in signaling networks and gene regulation there are two main mechanisms by which the concentration can be encoded internally: amplitude modulation (AM), where the absolute concentration of an internal signaling molecule encodes the stimulus, and frequency modulation (FM), where the period between successive bursts represents the stimulus. Although both mechanisms have been observed in biological systems, the question of when it is beneficial for cells to use either AM or FM is largely unanswered. Here, we first consider a simple model for a single receptor (or ion channel), which can either signal continuously whenever a ligand is bound, or produce a burst in signaling molecule upon receptor binding. We find that bursty signaling is more accurate than continuous signaling only for sufficiently fast dynamics. This suggests that modulation based on bursts may be more common in signaling networks than in gene regulation. We then extend our model to multiple receptors, where continuous and bursty signaling are equivalent to AM and FM respectively, finding that AM is always more accurate. This implies that the reason some cells use FM is related to factors other than accuracy, such as the ability to coordinate expression of multiple genes or to implement threshold crossing mechanisms.
机译:细胞感知外部浓度,并通过生化信号传导,通过调节靶蛋白的表达来作出反应。在信号网络和基因调控中,可以通过两种主要机制对浓度进行内部编码:幅度调制(AM)(内部信号分子的绝对浓度编码刺激)和频率调制(FM)(其中周期连续爆发之间的刺激表示刺激。尽管在生物系统中都观察到了两种机制,但何时使用AM或FM有益于细胞的问题仍未得到解答。在这里,我们首先考虑一个单一受体(或离子通道)的简单模型,该模型可以在配体结合时连续发出信号,或者在受体结合后在信号分子中产生爆发。我们发现,仅对于足够快的动态,突发信号传递比连续信号传递更准确。这表明基于突发的调制在信号网络中可能比基因调节更为普遍。然后,我们将模型扩展到多个接收器,连续和突发信号分别等效于AM和FM,发现AM总是更准确。这意味着某些细胞使用FM的原因与准确性不相关,例如协调多个基因表达或实现阈值交叉机制的能力。

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