Improved resolution of chromatographic peak analysis using multi-snapshot imaging

J. Hopgood
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引用次数: 2

Abstract

Snapshot imaging has a number of advantages in automated gel electrophoresis compared with the finish-line method in capillary electrophoresis, although at the expense of resolution. This paper presents a novel signal processing algorithm enabling a multi-capture imaging modality which improves resolution. The approach takes multiple snapshots as macromolecules are electrophoresed. Peaks from latter snapshots have higher resolution but poor signal-to-noise ratio (SNR), while peaks from earlier snapshots have lower resolution but better SNR. Signals at different capture-times are related by a scale-in-separation, amplitude scaling, and an arbitrary shift. The multiple captures are realigned and fused together using least-squares estimation and a physically inspired signal model. Since partial waveforms are observed as the chromatic peaks exit the sensor's field-of-view, this is accounted for in the realignment algorithm. The proposed technique yields improved resolution, improved fragment concentration and size estimates, and allows the removal of static background noise.
利用多快照成像提高色谱峰分析的分辨率
与毛细管电泳的终点线方法相比,快照成像在自动凝胶电泳中具有许多优点,尽管以分辨率为代价。本文提出了一种新的信号处理算法,实现了多捕获成像模式,提高了分辨率。当大分子电泳时,该方法需要多个快照。后期快照的峰值具有较高的分辨率,但信噪比较差,而较早快照的峰值具有较低的分辨率,但信噪比较好。在不同的捕获时间的信号是相关的尺度在分离,幅度缩放,和任意移位。使用最小二乘估计和物理启发信号模型对多个捕获重新对齐并融合在一起。由于部分波形是在色峰离开传感器视场时观察到的,因此在重新对准算法中考虑了这一点。所提出的技术提高了分辨率,改善了碎片浓度和大小估计,并允许去除静态背景噪声。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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