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Sorting Cancer Karyotypes by Elementary Operations

机译:按基本操作对癌症核型分类

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Since the discovery of the "Philadelphia chromosome" in chronic myelogenous leukemia in 1960, there is an ongoing intensive research of chromosomal aberrations in cancer. These aberrations, which result in abnormally structured genomes, became a hallmark of cancer. Many studies give evidence to the connection between chromosomal alterations and aberrant genes involved in the carcinogenesis process. An important problem in the analysis of cancer genomes, is inferring the history of events leading to the observed aberrations. Cancer genomes are usually described in form of karyotypes, which present the global changes in the genomes' structure. In this study, we propose a mathematical framework for analyzing chromosomal aberrations in cancer karyotypes. We introduce the problem of sorting karyotypes by elementary operations, which seeks for a shortest sequence of elementary chromosomal events transforming a normal karyotype into a given (abnormal) cancerous karyotype. Under certain assumptions, we prove a lower bound for the elementary distance, and present a polynomial-time 3-approximation algorithm. We applied our algorithm to karyotypes from the Mitelman database, which records cancer karyotypes reported in the scientific literature. Approximately 94% of the karyotypes in the database, totalling 57,252 karyotypes, supported our assumptions, and each of them was subjected to our algorithm. Remarkably, even though the algorithm is only guaranteed to generate a 3-approximation, it produced a sequence whose length matches the lower bound (and hence optimal) in 99.9% of the tested karyotypes.
机译:自1960年在慢性骨髓性白血病中发现“费城染色体”以来,癌症染色体畸变存在持续的研究。这些像差导致异常结构化的基因组,成为癌症的标志。许多研究证明了致癌过程中涉及染色体改变和异常基因之间的关系。癌症基因组分析中的一个重要问题,推断出导致观察到的像差的事件史。癌症基因组通常以核型形式描述,其呈现基因组结构的全局变化。在这项研究中,我们提出了一种分析癌核型染色体畸变的数学框架。我们介绍了基本操作分类核型的问题,该基本操作寻求最短的基本染色体事件序列,将正常核型转化为给定(异常)癌性核型。在某些假设下,我们证明了基本距离的下限,并呈现了多项式时间3近似算法。我们将算法应用于来自Mitelman数据库的核型,记录了科学文学中报告的癌症核型。大约94%的核型在数据库中,总计57,252个核型,支持我们的假设,并进行了我们的算法。值得注意的是,即使算法仅保证生成3近似值,它也产生了一个序列,其长度在99.9%的测试核型中的下限(并且因此最佳)匹配。

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