Title :
Time series gene expression data clustering and pattern extraction in Arabidopsis thaliana phosphatase-encoding genes
Author :
Bidari, Pooya Sobhe ; Manshaei, Roozbeh ; Lohrasebi, Tahmineh ; Feizi, Amir ; Malboobi, Mohammad Ali ; Alirezaie, Javad
Author_Institution :
Dept. of Biomed. Eng., K.N. Toosi Univ. of Technol., Tehran
Abstract :
Clustering of genes using their expression data has been a major topic in recent years. A large amount of gene expression data even in time series are obtained by microarray technology. Finding gene clusters with similar functions and interconnecting genes by networks has an important role in mining biological gene functional analysis. In this paper, two phase functional clustering has been presented as a new approach in gene clustering. The proposed approach is based on finding functional patterns of time series gene expression data by fuzzy C-means (FCM) and K-means methods. The gene function similarities over a number of experimental conditions are extracted using Pearson correlation between expression patterns of genes. This leads to visualize genes interconnections.
Keywords :
biochemistry; bioinformatics; biological techniques; botany; correlation methods; data mining; enzymes; fuzzy set theory; genetics; molecular biophysics; pattern clustering; time series; Arabidopsis thaliana; Pearson correlation; biological gene functional analysis; data mining; fuzzy C-means methods; fuzzy K-means methods; gene expression data clustering; gene function similarities; gene interconnection visualization; gene pattern extraction; microarray technology; phosphatase-encoding genes; time series; two-phase functional clustering; Biomedical engineering; Clustering algorithms; Data analysis; Data mining; Data visualization; Design engineering; Functional analysis; Gene expression; Genetics; Java;
Conference_Titel :
BioInformatics and BioEngineering, 2008. BIBE 2008. 8th IEEE International Conference on
Conference_Location :
Athens
Print_ISBN :
978-1-4244-2844-1
Electronic_ISBN :
978-1-4244-2845-8
DOI :
10.1109/BIBE.2008.4696684