变化检测及其在CGH阵列中的应用

Dr. M. Shahidul Islam
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引用次数: 0

摘要

拷贝数的变化,也被称为染色体DNA含量的增加或减少,最近在癌症研究的进展中引起了人们的关注。阵列CGH(比较基因组杂交)是一种分子细胞遗传学方法,用于全基因组筛选涉及遗传改变的损失和获得区域。在本文中,我们提出了一种简单而有效的方法,通过使用改进的最大重叠离散小波变换(MODWT)和一些阈值方法来揭示拷贝数变化的位置。通过对具有自相关结构的模拟数据和实际CGH阵列的仿真,验证了该方法的优良性能。
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Change Detection and Application to CGH Arrays
Copy number changes, also called chromosome gains or losses in the DNA content, have drawn recent attention in advancement of cancer research. Array CGH (Comparative Genomic Hybridization) is a molecular-cytogenetic method for genomewide screening for such loss and gain regions referring to genetic alterations. In this article, we present a simple but very effective method to uncover the locations of copy number changes through the use of modified maximal overlap discrete wavelet transform (MODWT) devised with some threshold approach. Implementations to simulated data having autocorrelation structure as well as to real CGH array confirm the excellent performance of this procedure.
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