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ELECTRICAL NOISES REDUCTION IN NANOPORES EXPERIMENTS BASED ON CONSENSUS FILTER

机译:基于共识滤波器的纳米孔实验降低电气噪声

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Nanopore has developed into an indispensable tool for single molecules experiments, where useful information about the characteristics of DNA/RNA can be obtained from the flowing of ionic current elicited by individual molecules as they traverse a single nanometer-scale aperture. However, due to the relatively high background current noise and low measurement bandwidth, it is difficult to distinguish the molecule-specific signals from the intrinsic noises of the nanopore recording systems, which impeded its application in DNA sequencing. In this paper, we present a novel consensus filter-based noise reduction approach, which considerably improves the accuracy of the noise-filtered current traces and the signal-to-noise ratios (SNRs). The new approach is compared to the conventional Bessel filters and validated by analyzing simulated representative translocation data as well as alpha-Hemolysin (α-HL) nanopore experimental data. It is demonstrated that the high frequency noise generated by the voltage noise of the amplifier and Analog-to-Digital converter circuits (ADC) can be significantly reduced and some hidden short-lived translocation events can be recovered with satisfying accuracy beyond the conventional limitations of the Bessel filters.
机译:纳米孔已经开发成一个不可或缺的单分子实验工具,其中可以从单个分子引发的离子电流流动时获得关于DNA / RNA的特性的有用信息,因为它们遍历单个纳米级孔径。然而,由于相对高的背景电流噪声和低测量带宽,难以将分子特定信号与纳米孔记录系统的内在噪声区分开,这阻碍了其在DNA测序中的应用。在本文中,我们提出了一种新的共识基于滤波器的降噪方法,其显着提高了噪声滤波电流迹线的准确性和信噪比(SNR)。将新方法与传统的贝塞尔滤波器进行比较并通过分析模拟代表性易位数据以及α-溶血素(α-HL)纳米孔实验数据进行验证。据证明,由放大器和模数转换器电路(ADC)的电压噪声产生的高频噪声可以显着降低,并且可以通过满足超出传统限制的令人满意的精度来恢复一些隐藏的短寿命的易位事件贝塞尔过滤器。

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