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Segmentation of microarray cDNA spots using MRF-based method

机译:基于MRF的方法对微阵列cDNA点进行分割

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摘要

Segmentation or separation of spots from the background in cDNA microarray images is one of the earlier steps in gene expression data analysis. Performance of the segmentation method may profoundly impact the performance of the subsequent stages of data extraction and analysis. Several methods have already been suggested to segment microarray spots. In this study, we propose a new approach based on the Markov random field modeling of the microarray spot regions. Initial parameters were estimated using an entropy-based thresholding algorithm. The proposed method was applied to actual microarray images, and our preliminary results indicate that the proposed segmentation method performed well.
机译:在cDNA微阵列图像中从背景中分割或分离斑点是基因表达数据分析中较早的步骤之一。分割方法的性能可能会深刻影响数据提取和分析后续阶段的性能。已经提出了几种分割微阵列斑点的方法。在这项研究中,我们提出了一种基于微阵列斑点区域的马尔可夫随机场建模的新方法。初始参数是使用基于熵的阈值算法估算的。所提出的方法已应用于实际的微阵列图像,我们的初步结果表明,所提出的分割方法表现良好。

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