Geometric Encoding, Filtering, and Visualization of Genomic Sequences

H. C. G. Leitão, R. Saracchini, J. Stolfi
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Abstract

This article describes a three-channel encoding of nucleotide sequences, and proper formulas for filtering and downsampling such encoded sequences for multi-scale signal analysis. With proper interpolation, the encoded sequences can be visualized as curves in three-dimensional space. The filtering uses Gaussian-like smoothing kernels, chosen so that all levels of the multi-scale pyramid (except the original curve) are practically free from aliasing artifacts and have the same degree of smoothing. With these precautions, the overall shape of the space curve is robust under small changes in the DNA sequence, such as single-point mutations, insertions, deletions, and shifts.
基因组序列的几何编码、滤波和可视化
本文介绍了核苷酸序列的三通道编码,并给出了用于多尺度信号分析的滤波和降采样公式。通过适当的插值,编码序列可以在三维空间中显示为曲线。滤波使用类似高斯的平滑核,选择这样多尺度金字塔的所有层次(除了原始曲线)实际上没有混叠伪像,并且具有相同程度的平滑。有了这些注意事项,在DNA序列发生单点突变、插入、缺失和移位等微小变化时,空间曲线的整体形状是稳健的。
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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