The pre-estimate of the proportion of null hypotheses (xcfx80(0)) plays a critical role in controlling false discovery rate (FDR) in multiple hypothesis testing. However, hidden complex dependence structures of many genomics datasets distort the distribution of p-values, rendering existing xcfx80(0) estimators less effective.