Therefore, the pvalues that are associated to significant zscores (typically above 5) are approximated by their empirical distribution, thus allowing distinction between a pair of highly significant yet numerically disparate zscores, e.g. 10 versus 60.
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The distance-profile representation and its application to detection of distantly related protein families.
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These random numbers will contribute to the differences between feature vectors, thus masking possibly significant similarities.