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The energy-speed-accuracy tradeoff in sensory adaptation

机译:感官适应的能量速度准确性权衡

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摘要

Adaptation is the essential process by which an organism becomes better suited to its environment. The benefits of adaptation are well documented, but the cost it incurs remains poorly understood. Here, by analysing a stochastic model of a minimum feedback network underlying many sensory adaptation systems, we show that adaptive processes are necessarily dissipative, and continuous energy consumption is required to stabilize the adapted state. Our study reveals a general relation among energy dissipation rate, adaptation speed and the maximum adaptation accuracy. This energy-speed-accuracy relation is tested in the Escherichia coli chemosensory system, which exhibits near-perfect chemoreceptor adaptation. We identify key requirements for the underlying biochemical network to achieve accurate adaptation with a given energy budget. Moreover, direct measurements confirm the prediction that adaptation slows down as cells gradually de-energize in a nutrient-poor medium without compromising adaptation accuracy. Our work provides a general framework to study cost-performance tradeoffs for cellular regulatory functions and information processing.
机译:适应是生物体变得更适合其环境的基本过程。适应的好处是充分记录的,但它发生的成本仍然很糟糕。这里,通过分析许多感官适应系统的最小反馈网络的随机模型,我们表明自适应过程必然是耗散的,并且需要连续的能量消耗来稳定适应状态。我们的研究揭示了能量耗散率,适应速度和最大适应精度之间的一般关系。这种能量速度准确性关系在大肠杆菌化学感化系统中进行了测试,其展示了近乎完美的化学感受器适应。我们确定潜在的生化网络的关键要求,以通过给定的能源预算实现准确的适应。此外,直接测量证实了预测,随着细胞在营养较差的介质中逐渐降低而不损害适应精度,适应随着细胞逐渐降低的预测。我们的工作提供了一般框架,用于研究蜂窝监管职能和信息处理的成本性能权衡。

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