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Gene expression profiling from patients provides much biological information for oncogene deciphering.It is still a challenge to mine cancer genes because expression data are complex and heterogeneous.Traditional statistics,such as the Students t-test and Multiclass ordinal analyses,identify differentially expressed genes through the comparison of adjacent disease stages or extract consistently increasing or decreasing signatures in whole disease stages.