Title :
Testing and Evaluation of Microarray Image Analysis Software
Author :
Infantino, Ignazio ; Lodato, Carmelo ; Lopes, Salvatore
Author_Institution :
Ist. di Calcolo e Reti adAlte Prestazioni ICAR, Consiglio Naz. delle Ric. CNR, Palermo
Abstract :
The paper describes a novel approach to the microarray image simulation in order to provide researchers with a tool for testing and evaluating the performance of analysis software. Characteristics of a given microarray experiment are captured from public databases. Extracted data are then used for generating a synthetic microarray image and the corresponding ground truth data (i.e. the gene expression values). Given a particular experiment, and/or a specific hardware, and/or a software tool for microarray image analysis and so on, we use raw data obtained in identical or similar conditions to model simulated images with known values of gene activation. Hence, using the simulated images as benchmark, one can estimate expected errors and choose the most suitable analysis software for the real experiment.
Keywords :
DNA; medical image processing; program testing; software performance evaluation; software tools; gene activation; microarray image analysis software; software performance evaluation; software testing; Analytical models; Data mining; Gene expression; Hardware; Image analysis; Image databases; Performance analysis; Software performance; Software testing; Software tools; microarray image analysis; microarray image simulation;
Conference_Titel :
Complex, Intelligent and Software Intensive Systems, 2008. CISIS 2008. International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-0-7695-3109-0
DOI :
10.1109/CISIS.2008.19