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Backgrounds: In current molecular biology,it becomes more and more important to identify characteristic genes closely correlated with a key biological process from gene expression data.Methods: In this paper,a novel compressed sensing (CS) based feature extraction method named CSGS is proposed to identify the characteristic genes.