DocumentCode
2561989
Title
Information extraction from 2D electrophoresis images
Author
Thompson, Alan ; Brotherton, Tom
Author_Institution
Orincon Corp., San Diego, CA, USA
Volume
2
fYear
1998
fDate
29 Oct-1 Nov 1998
Firstpage
1060
Abstract
Two-dimensional polyacrylamide gel electrophoresis (2DE) is an important and fast growing method for the separation, identification and quantification of proteins in tissue samples. 2DE separates proteins in a sample simultaneously by molecular charge and the number of amino acids, resolving hundreds or thousands of separate protein “spots” in a single image. Discovering information (differences) between images is extremely difficult because of the large number of spots, variations in spot location, shape, and size, and differing backgrounds caused by differences in gel formation, temperature, time-voltage trajectories, laboratory equipment, and other process uncertainties. The problem is compounded when looking for trends across a large number of images. We have developed a computer algorithm that is able to automatically calibrate 2DE images relative to a standard image, thus removing the effect of variations in gel processing and image formation. An output of the process is the identification of protein spots in the image and the correspondence between the spots in different images. The algorithm can then identify consistent differences across sets of images. That algorithm is described here and is demonstrated on a series of 2DE images taken from rats under laboratory conditions
Keywords
biochemistry; biological techniques; biology computing; electrochemical analysis; electrophoresis; feature extraction; medical image processing; pattern clustering; proteins; separation; 2D electrophoresis images; automatic calibration; computer algorithm; differences between images; identification of protein spots; image warping; information extraction; polyacrylamide gel electrophoresis; protein identification; protein separation; proteins quantification; thresholding; tissue sample; Amino acids; Data mining; Electrokinetics; Image resolution; Laboratories; Proteins; Shape; Standards development; Temperature; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location
Hong Kong
ISSN
1094-687X
Print_ISBN
0-7803-5164-9
Type
conf
DOI
10.1109/IEMBS.1998.745635
Filename
745635
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