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Filtering technique for fluorescence-based DNA sequencing data

机译:基于荧光的DNA测序数据的过滤技术

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An important aspect in data processing for the four dye fluorescence-based DNA sequencing is the crosstalk filtering. Typically, a matrix M, which is function on the fluorophores employed and the fluorescence detection system, is used in the multicomponent analysis. In the deconvolution process the matrix is applied directly to the raw signal, on a linear crosstalk assumption. This necessitates the signal to be aligned to the baseline. The various techniques used for aligning the raw data have as negative effect an additional distortion of the signal. An algorithm for crosstalk removal is presented. It is based on using the variation of the raw signal (instead of the signal itself) thus making possible the crosstalk removal before the base line adjustment. In addition, a supplementary filtering step is proposed in order to account for the fact that the crosstalk is in reality nonlinear. This second step is based on a matrix T and accounts for the influence on each of the signals from the derivatives of the other three. The overall result is less information lost through filtering. Our strategy helps in preserving the information contained in the raw data. Consequently, we consider the data processed using our proposed algorithm can allow for a better accuracy in base calling.
机译:四种基于荧光染料的DNA测序数据处理中的一个重要方面是串扰过滤。典型地,在所用的荧光团和荧光检测系统上具有功能的基质M被用于多组分分析中。在反卷积过程中,在线性串扰假设下,将矩阵直接应用于原始信号。这使得信号必须与基线对齐。用于对准原始数据的各种技术具有负面影响,即信号的附加失真。提出了一种消除串扰的算法。它基于使用原始信号的变化(而不是信号本身),因此可以在调整基线之前消除串扰。此外,为了解决串扰实际上是非线性的这一事实,提出了一个辅助滤波步骤。该第二步骤基于矩阵T,并考虑了来自其他三个导数的信号对每个信号的影响。总体结果是减少了因过滤而丢失的信息。我们的策略有助于保留原始数据中包含的信息。因此,我们认为使用我们提出的算法处理的数据可以在碱基检出中提供更好的准确性。

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