Title :
An analysis system for DNA gel electrophoresis images based on automatic thresholding an enhancement
Author :
Kaabouch, Naima ; Schultz, Richard R ; Milavetz, B.
Author_Institution :
Univ. of North Dakota, Grand Forks
Abstract :
Gel electrophoresis, a widely used technique to separate DNA according to their size and weight, generates images that can be analyzed automatically. Manual or semiautomatic image processing presents a bottleneck for further development and leads to reproducibility issues. In this paper, we present a fully automated system with high accuracy for analyzing DNA and proteins. The proposed algorithm consists of four main steps: automatic thresholding, shifting, filtering, and data processing. Automatic thresholding, used to equalize the gray values of the gel electrophoresis image background, is one of the novel operations in this algorithm. Enhancement is also used to improve poor quality images that have faint DNA bands. Experimental results show that the proposed technique eliminates defects due to noise for average quality gel electrophoresis images, while it also improves the quality of poor images.
Keywords :
DNA; bioelectric phenomena; electrophoresis; filtering theory; image enhancement; medical image processing; molecular biophysics; proteins; DNA gel electrophoresis images; analysis system; automatic thresholding; data processing; filtering; image enhancement; image processing; proteins; shifting; Background noise; Biochemical analysis; DNA; Data processing; Electrokinetics; Filtering algorithms; Gray-scale; Image analysis; Reproducibility of results; Tomography; DNA bands; Electrophoresis; Gel Image Analysis; Thresholding;
Conference_Titel :
Electro/Information Technology, 2007 IEEE International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-0941-9
Electronic_ISBN :
978-1-4244-0941-9
DOI :
10.1109/EIT.2007.4374496