**Figure 1:** Precision-recall curves comparing the performance with respect to the RegulonDB transcriptional network of the following reverse-engineering methods: assignment a random correlation (Random); estimation of Pearson correlation coefficients (Pairwise PCC); estimation of average non-rejection rates (qp-graph).