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arXiv 0707.0089cond-mat.stat-mechcond-mat.soft
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有仪器噪声时非平衡功数据自由能的贝叶斯估计

Bayesian estimates of free energies from nonequilibrium work data in the presence of instrument noise

Paul Maragakis, Felix Ritort, Carlos Bustamante, Martin Karplus, Gavin E. Crooks

摘要:

Jarzynski等式和涨落定理将平衡自由能差与功的非平衡测量联系起来。这些关系延伸到单分子实验,这些实验已经探测了蛋白质和核酸的有限时间热力学。实验误差和仪器噪声的影响以前没有被考虑。在这里,我们提出了一个贝叶斯形式主义估计自由能的变化,从非平衡工作测量,补偿仪器噪声,并结合从多个驱动协议的数据。我们重新分析了最近的一组实验中,一个单一的RNA发夹展开和重折叠使用光镊在三个不同的速度。有趣的是,最快和最远的平衡测量包含最少的仪器噪声,因此提供了一个更准确的估计自由能比一些缓慢,更嘈杂,接近平衡的测量。我们在这里提出的方法将扩展单分子实验的范围,它们可以用于分析AFM,光学和磁镊子测量的数据。

英文摘要:

The Jarzynski equality and the fluctuation theorem relate equilibrium free energy differences to non-equilibrium measurements of the work. These relations extend to single-molecule experiments that have probed the finite-time thermodynamics of proteins and nucleic acids. The effects of experimental error and instrument noise have not previously been considered. Here, we present a Bayesian formalism for estimating free-energy changes from non-equilibrium work measurements that compensates for instrument noise and combines data from multiple driving protocols. We reanalyze a recent set of experiments in which a single RNA hairpin is unfolded and refolded using optical tweezers at three different rates. Interestingly, the fastest and farthest-from-equilibrium measurements contain the least instrumental noise, and therefore provide a more accurate estimate of the free energies than a few slow, more noisy, near-equilibrium measurements. The methods we propose here will extend the scope of single-molecule experiments; they can be used in the analysis of data from measurements with AFM, optical, and magnetic tweezers.

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