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Bhattacharyya Distance for Identifying Differentially Expressed Genes in Colon Gene Experiments

机译:Bhattacharyya距离用于识别结肠基因实验中差异表达的基因

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Identify a small number of differentially expressed genes for accurate classification of gene samples is essential for the development of diagnostic tests. We present an approach for cancer molecular feature selection method based on their gene expression profiles. Tumor and normal colon tissues were classified in this research. The Bhattacharyya distance was used as the gene selection method to identify the small number of differentially expressed genes for the colon cancer analysis. Finally we selected 7 genes for the colon cancer analysis with 95.16% accuracy by using a fuzzy neural networks classifier. Compare with other colon cancer analysis results, our method selected the smallest number of differentially expressed genes and get the highest classification accuracy.
机译:鉴定少量差异表达的基因以准确分类基因样本对于开发诊断测试至关重要。我们提出了一种基于其基因表达谱的癌症分子特征选择方法。在这项研究中对肿瘤和正常结肠组织进行了分类。 Bhattacharyya距离用作基因选择方法,以鉴定少量差异表达基因用于结肠癌分析。最后,我们使用模糊神经网络分类器选择了7个基因,以95.16%的准确性进行结肠癌分析。与其他结肠癌分析结果相比,我们的方法选择了最少数量的差异表达基因,并获得了最高的分类准确性。

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