Automatic Evaluation of Area-Related Immunogold Particles Density in Transmission Electron Micrographs

被引:1
|
作者
Placzek, Bartlomiej [1 ]
Buldak, Rafal J. [2 ,3 ]
Brenk, Andrzej [4 ]
Polaniak, Renata [3 ]
机构
[1] Univ Silesia, Inst Comp Sci, Sosnowiec, Poland
[2] Silesian Med Univ, Fac Med, Dept Physiol, Div Dent, Zabrze, Poland
[3] Silesian Med Univ, Fac Publ Hlth, Dept Human Nutr, Zabrze, Poland
[4] Silesian Med Univ, Fac Med, Dept Gen Biochem, Div Dent, Zabrze, Poland
关键词
Image processing; Immunogold labeling; Electron microscopy; SUBCELLULAR-LOCALIZATION; MARKERS;
D O I
10.1007/978-3-319-15705-4_6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Immunogold particles are used in electron microscopy to determine sub-cellular location of biological relevant macromolecules, such as proteins, lipids, carbohydrates, and nucleic acids. In this paper an algorithm is proposed which enables automatic evaluation of the immunogold particles density in transmission electron micrographs. The introduced algorithm combines two different feature localization approaches. Coarse locations of the immunogold particles are recognized by image convolution with a Gaussian prototype and a multi-scale filtering is used to refine the locations. This algorithm was evaluated by using micrographs of human colorectal carcinoma cells. A higher accuracy of the immunogold particles detection was achieved in comparison with a state-of-the-art method. The improved detection accuracy enables a more precise evaluation of the area-related immunogold particles density.
引用
收藏
页码:53 / 61
页数:9
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