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A new procedure is proposed to balance type I and II errors in significance testing for differential expression of individual genes. Suppose that a collection, Fk, of k lists of selected genes is available, each of them approximating by their content the true set of differentially expressed genes. For example, such sets can be generated by a subsampling counterpart of the delete-d-jackknife method...
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