A further difficulty with FDR is that it says little about the individual tests. The most significant tests are most likely to be the true positives, but FDR and q-values ignore this in favour of averaging the error rate across all significant tests. Efron and colleagues[58,59] propose the local FDR as the posterior probability that a null hypothesis is true, given an observed statistic. The local FDR is calculated as
