Title :
1265: An Approach for Spot Matching in 2-D Electrophoresis Gels
Author :
Srinark, T. ; Kambhamettu, Chandra
Author_Institution :
Dept. of Comput. Eng., Kasetsart Univ., Bangkok, Thailand
Abstract :
2-D electrophoresis is the study of expressions of proteins. The technique produces images that contain protein spots, One of the tasks in the analysis of these images is matching of protein spots in two corresponding images for differential expression study. In this paper, we propose an algorithm which integrates a hierarchical based and energy based methods. The hierarchical based method initially finds corresponding pairs of spots. We formulate a new matching energy, which consists of local spot structure similarity, image similarity, and a spatial constraint. The proposed energy is minimized to find corresponding pairs of spots by a greedy based optimization algorithm. We extensively tested our method with synthetic images and real 2-D gel images from different biological experiments.
Keywords :
electrophoresis; gels; greedy algorithms; image matching; medical image processing; molecular biophysics; proteins; 2-D electrophoresis gels; energy based method; greedy based optimization algorithm; hierarchical based method; image matching; protein spots; Background noise; Electrokinetics; Image analysis; Interpolation; Proteins; Robustness; Software packages; Solid modeling; Stochastic processes; Testing;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.312764