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Detection of Chromosomal Abnormalities with Multi-color Fluorescence In Situ Hybridization (M-FISH) Imaging and Multi-Spectral Wavelet Analysis

机译:用原位杂交(M-FISH)成像和多光谱小波分析的多色荧光染色体异常检测染色体异常

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Multicolor karyotyping technologies, including both multi-color fluorescence in situ hybridization (M-FISH) and spectral karyotyping (SKY), are recently developed molecular cytogenetic techniques for rapid visualization of genomic aberrations at subcellular level. Multi-color karyotyping techniques are based on multi-spectral microscopic imaging in combination with high resolution molecular probes developed in genomics, which have been successfully used in prenatal, postnatal and cancer cytogenetics. Despite their promise, the current techniques are not reliable for clinical use. Routine clinical application of these techniques for molecular cytogenetic diagnosis has been hampered by several technical limitations. A primary problem is the pixel by pixel classification of chromosomes from the multi-color image representations. In this work, we propose a new wavelet transform for multi-color image representation, which can effectively reduce the redundancy between multi-color images such that the classification accuracy can be improved. The algorithm was validated by testing on a database containing chromosome images obtained from a variety of M-FISH probes.
机译:多色核型技术,包括原位杂交(M-FISH)和光谱核型(天空)的多色荧光(M-FIRS),最近开发了用于在亚细胞水平的基因组像差的快速可视化的分子细胞遗传学技术。多色核型化技术基于多光谱微观成像与基因组学中开发的高分辨率分子探针组合,该探针已成功用于产前,产前,癌症细胞遗传学。尽管他们承诺,目前的技术不可靠临床使用。这些技术用于分子细胞遗传学诊断的常规临床应用受到几种技术限制的阻碍。主要问题是来自多色图像表示的染色体的像素分类的像素。在这项工作中,我们提出了一种用于多色图像表示的新小波变换,其可以有效地降低多色图像之间的冗余,使得可以提高分类精度。通过在包含从各种M鱼探针获得的染色体图像的数据库上测试验证该算法。

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