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Improved resolution of chromatographic peak analysis using multi-snapshot imaging

机译:使用多快照成像提高了色谱峰分析的分辨率

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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.
机译:与毛细管电泳中的终点线方法相比,快照成像在自动凝胶电泳中具有许多优势,尽管要以分辨率为代价。本文提出了一种新颖的信号处理算法,该算法可实现提高分辨率的多捕获成像方式。当电泳大分子时,该方法会拍摄多个快照。后一个快照的峰值具有较高的分辨率,但信噪比(SNR)较差,而较早快照的峰值具有较低的分辨率,但信噪比更高。不同捕获时间的信号通过分离比例缩放,幅度缩放和任意偏移进行关联。使用最小二乘估计和物理启发信号模型将多个捕获重新对齐并融合在一起。由于在色度峰离开传感器的视场时观察到部分波形,因此在重新对齐算法中对此进行了说明。所提出的技术产生了改善的分辨率,改善了片段浓度和大小估计,并允许去除静态背景噪声。

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