利用二维电泳图像定量测定血清蛋白

Shanmuga Sundari Natesan, Perumalraja Rengaraju
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引用次数: 0

摘要

血清蛋白电泳是一种广泛使用的检测方法,用于鉴定各种血清蛋白的存在,如白蛋白、α、β和γ。在电泳测试中,带电的蛋白质分子根据其大小和重量在电场中移动。当一种独特的凝胶成分加入血清作为彩色模,在玻璃板上产生图像。该电泳图像用于定量和分析各种蛋白质使用图像处理技术。我们提出了一种图像处理框架来检测各种蛋白质条带和长度,并对每个条带进行量化。整个软件的开发是在MATLAB环境下完成的,共分三个阶段。在第一预处理阶段,采用非锐化滤波器增强图像的频率分量。其次,在第二阶段使用多维滤波器进行边缘校正。第三级采用Savitzky-Golay滤波器平滑噪声信号。最后,人工对每个蛋白带进行定量分析。将所得的各种血清样品的总蛋白和白蛋白与传统的检测结果进行比较,两者非常接近或相同。
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Quantification of Serum Protein using 2D Electrophoresis Image
Serum Protein Electrophoresis is a widely used test to identify the presence of various Serum proteins such us, Albumin, Alpha, Beta and Gamma. In electrophoresis testing, charged protein molecules are moved in an electric field according to their size and weight. When a unique gel component is added with serum as a color die that generates an image on a glass plate. This electrophoresis image is used to quantify as well as analyze the various proteins using image processing technique. We propose an image processing framework to detect the various protein bands and length, also quantification of each band. The software was fully developed in MATLAB, which consists of three stages. In the first pre-processing stage, un-sharpening filter is used to enhance the frequency components of image. Next, Multidimensional filter is used in second stage for edge correction. Savitzky-Golay filter is used in third stage to smooth out the noisy signal. Finally, quantification of each protein band is done by manually. Obtained total protein and albumin of various Serum samples are compared with traditional test results, where they are very closer or the same.
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