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Gene differential expression analysis for leukemia based on relative risk

机译:基于相对危险度的白血病基因差异表达分析

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The occurrence and development of tumor is usually caused by gene mutation and abnormal expression, thus, differentially expressed genes associated with tumor provide a significant reference in the process of gene therapy of tumor. In this paper, we propose a gene differential expression analysis method based on relative risk to extract differentially expressed genes. The proposed method was tested in leukemia gene expression data set. The experimental results show that the method can extract significantly differential expression genes related with leukemia, and improve the classification accuracy of three state-of-the-arts of classifiers: C4.5, Naive Bayes and SVM. Furthermore, compared with SAM (Significance Analysis of Microarrays) method, the proposed method is more accurate for classification.
机译:肿瘤的发生和发展通常是由基因突变和异常表达引起的,因此,与肿瘤相关的差异表达基因为肿瘤的基因治疗提供了重要的参考。在本文中,我们提出了一种基于相对风险的基因差异表达分析方法,以提取差异表达的基因。在白血病基因表达数据集中测试了该方法。实验结果表明,该方法可以提取与白血病相关的显着差异表达基因,并提高了C4.5,朴素贝叶斯(Naive Bayes)和SVM这三种最新分类器的分类准确性。此外,与SAM(微阵列的重要性分析)方法相比,该方法的分类更为准确。

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