11 March 2005 3D visualization of gene clusters and networks
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Proceedings Volume 5669, Visualization and Data Analysis 2005; (2005); doi: 10.1117/12.584475
Event: Electronic Imaging 2005, 2005, San Jose, California, United States
Abstract
DNA microarray technology provides biologists with the ability to measure the expression level of thousands of genes in a single experiment. As data from such experiments accumulate, it will be essential to have accurate means for extracting biological significance and using the data to assign functions to genes. In this paper, we try to provide a clear view of DNA microarray gene expression data analysis and modelling process by combining novel and effective visualization techniques with data mining algorithms. As a result, an integrated framework has been proposed to model and visualize short, high-dimensional time series gene expression data. The framework reduces the dimensionality of variables before applying appropriate temporal modelling method. The framework takes gene expression data as input, clusters the genes, displays the clustering results using a novel graph layout algorithm, models individual gene clusters using Dynamic Bayesian Network and visualizes the modelling results using simple but effective visualization techniques. A prototype has been built using Java3D to visualize the framework. Various user interactions are added to make the system a more effective visualization tool. Database has also been linked with the system to provide biologists with more background information of the models.
© (2005) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Leishi Zhang, Weiguo Sheng, Xiaohui Liu, "3D visualization of gene clusters and networks", Proc. SPIE 5669, Visualization and Data Analysis 2005, (11 March 2005); doi: 10.1117/12.584475; https://doi.org/10.1117/12.584475
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KEYWORDS
Visualization

Data modeling

3D modeling

Visual process modeling

Genetic algorithms

Visual analytics

Data analysis

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