Title :
Segmentation of two-dimensional gel electrophoresis images containing overlapping spots
Author :
Savelonas, Michalis ; Maroulis, Dimitris ; Mylona, Eleftheria
Author_Institution :
Dept. of Inf. & Telecommun., Univ. of Athens, Athens, Greece
Abstract :
This work addresses the segmentation of two-dimensional polyacrylamide gel electrophoresis images containing overlapping protein spots. A novel segmentation approach is proposed, which is capable of detecting spot boundaries within the region of overlap. The proposed approach is based on the observation that the spot boundaries in the overlap region are associated with local intensity minima. The experimental evaluation of the proposed approach demonstrates that it is capable of identifying multiple overlapping spots, as opposed to state of the art segmentation approaches. Moreover, it results in more accurate spot delineations, when compared to Progenesis SameSpots.
Keywords :
bioelectric phenomena; biological techniques; biology computing; electrophoresis; gels; image segmentation; molecular biophysics; proteins; proteomics; image segmentation; local intensity minima; overlapping protein spots; proteomics; spot boundaries; spot delineations; two-dimensional gel polyacrylamide electrophoresis images; Active shape model; Deformable models; Diagnostic radiography; Educational technology; Electrokinetics; Image segmentation; Information technology; Lungs; Microorganisms; Patient monitoring; 2D-PAGE Images; Overlapping Spots; Segmentation;
Conference_Titel :
Information Technology and Applications in Biomedicine, 2009. ITAB 2009. 9th International Conference on
Conference_Location :
Larnaca
Print_ISBN :
978-1-4244-5379-5
Electronic_ISBN :
978-1-4244-5379-5
DOI :
10.1109/ITAB.2009.5394327