We have implemented a new algorithm for gene selection using replicates arrays. This algorithm based on the statistical tests computed within replicate that allows the cut of setting of FDR.This implementation allows good estimation of gene in terms of specificity and sensitivity, visualization of each analysis step in a comprehensive interface, which allows the user to choose between different methods. Additionally, in principle our interface can be used friendly by the biologist as well as by the computer user.