even if a gene set is identified as the best among pre-defined gene sets, the two procedures, log-rank test and prediction accuracy, will evaluate if the identified gene set is significant or not.Many microarray-based molecular studies have been criticized as noisy discovery due to problems such as small sample size, inappropriate statistical analysis leading to over-fitting of data, lack of indep