False Discovery Rate (FDR) methodology, first put forward by Benjamini and Hochberg, and further developed by many authors including Storey, Tibshirani, and Efron is now one of the most widely used statistical methods in genomics, among other areas of application. A typical genomics workflow consists of i) estimating thousands of effects, and their associated p values; ii) feeding these p value...