DocumentCode
2719227
Title
Prediction of diffuse large B-cell lymphoma outcome based on genes´ analysis by use of SOM
Author
Furukawa, Masashi ; Watanabe, Michiko
Author_Institution
Dept. of Inf. Syst. Integration, Asahikawa Nat. Coll. of Technol., Japan
fYear
2005
fDate
27-30 June 2005
Firstpage
139
Lastpage
143
Abstract
The cause of death is moving to the life-habit disease from the infectious disease in Japan. Since 1981, the cancer has occupied the first cause of Japanese death. Therefore, it is an urgent matter to tackle the cancer problem. Recently, it is understood that outcome of the cancer disease in a prognosis is related to the special combination of genes. However, it is very difficult to predict outcome of the cancer disease in a prognosis, because a huge number of genes exist and we have to explore the special combination of genes among them. This study aims at finding the special genes combination, which affects on the outcome of the cancer disease in a prognosis. Self-organizing maps (SOM) is applied to accomplish our aim. Namely, SOM is used to cluster genes to predict the outcome of the cancer disease in a prognosis. Some tools are also developed to analyze the SOM results, because it is insufficient for SOM only to specify the combination of genes, which affects on outcome of the cancer disease in a prognosis. Numerical experiments present some useful information on the outcome of the cancer disease in a prognosis.
Keywords
cancer; cellular biophysics; genetics; medical diagnostic computing; pattern clustering; self-organising feature maps; cancer disease; cancer prognosis; cluster analysis; diffuse large B-cell lymphoma; gene analysis; gene clustering; infectious disease; life-habit disease; self-organizing maps; Cancer; DNA; Diseases; Educational institutions; Hospitals; Medical treatment; Self organizing feature maps; Stochastic processes; Support vector machine classification; Support vector machines; Cancer prognosis; Cluster analysis; DLBCL; Genes´ analysis; SOM;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence in Robotics and Automation, 2005. CIRA 2005. Proceedings. 2005 IEEE International Symposium on
Print_ISBN
0-7803-9355-4
Type
conf
DOI
10.1109/CIRA.2005.1554267
Filename
1554267
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