2D Electrophoresis Gel Image and Diagnosis of a Disease
نویسندگان
چکیده
The process of diagnosing a disease from the 2D gel electrophoresis image is a challenging problem. This is due to technical difficulties of generating reproducible images with a normalized form and the effect of negative stain. In this paper, we will discuss a new concept of interpreting the 2D images and overcoming the aforementioned technical difficulties using mathematical transformation. The method makes use of 2D gel images of proteins in serums and we explain a way of representing the images into vectors in order to apply machine-learning methods, such as the support vector machine. §
منابع مشابه
Automatic Lane Extraction in Hemoglobin and Serum Protein Electrophoresis Using Image Processing
Image analysis is an image processing technique that aims to extract features or information from images. Image analysis in medicine has a special place because is a basis for disease diagnosis for physicians. Electrophoresis is a laboratory separating technique. Electrophoresis images are created during the electrophoresis process. Serum protein and hemoglobin electrophoresis test are the ...
متن کاملAutomatic Lane Extraction in Hemoglobin and Serum Protein Electrophoresis Using Image Processing
Image analysis is an image processing technique that aims to extract features or information from images. Image analysis in medicine has a special place because is a basis for disease diagnosis for physicians. Electrophoresis is a laboratory separating technique. Electrophoresis images are created during the electrophoresis process. Serum protein and hemoglobin electrophoresis test are the ...
متن کاملDevelopment of a Spot Matching Module in Image Analysis System DDGEL for 2D Gel Electrophoresis
We have been developing an image analysis system named DDGEL for 2D gel electrophoresis of genomic DNA. Recently, we have developed a program module for nding a correspondence of spots between two gel electrophoresis images.
متن کاملAlignment of two-dimensional electrophoresis gels.
Two-dimensional electrophoresis is a major separating technique for proteins in proteomics. Alignment of gel images is critical for intra-laboratory or even more difficult inter-laboratory gel comparisons. In the paper, we propose a novel iterative closest point (ICP) method for 2D-gel electrophoresis image alignment. The paper seeks to introduce an information theoretic measure as one part of ...
متن کاملImmunoblotting analyses using two-dimensional gel electrophoresis of Trypanosoma cruzi excreted-secreted antigens Análise de antígenos excretados-secretados de Trypanosoma cruzi por immunoblotting em gel bidimensional
Trypanosoma cruzi trypomastigotes excrete-secrete a complex mixture of antigenic molecules. This antigenic mixture denominated trypomastigote excreted-secreted antigens contains a 150-160 kDa band that shows excellent performance in Chagas’ disease diagnosis by immunoblotting. The present study partially characterized by two-dimensional gel electrophoresis the immunoreactivity against the 150-1...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره cs.CC/0305048 شماره
صفحات -
تاریخ انتشار 2003