Comparing distributions of experimental and random diffusion values (p-values for KS tests) Seeds Recipients Randomize Seeds (degree-matched) Randomize Recipients (degree-matched) Randomize Seeds (uniform) Randomize Recipients (uniform) A positive Exclusive B positive 7.56e-03 3.11e-02 5.17e-10 2.33e-07 B positive Exclusive A positive 1.09e-02 3.66e-04 1.63e-06 6.11e-06 A positive Exclusive B positive Exclusive 1.85e-03 8.84e-03 1.47e-09 2.06e-07 B positive Exclusive A positive Exclusive 7.81e-02 1.44e-02 1.06e-03 3.56e-03 A positive Exclusive Overlap 8.33e-01 8.87e-01 1.69e-01 2.21e-01 B positive Exclusive Overlap 1.66e-01 2.49e-02 2.52e-03 2.45e-03 Overlap Exclusives 2.13e-05 8.90e-05 7.97e-11 1.53e-11 Evaluating how well A positive genes are linked to B positive genes, comparing against random ROC results Seeds Recipients AUROC Z-score for Random Seeds (degree-matched) Z-score for Random Recipients (degree-matched) Z-score for Random Seeds (uniform) Z-score for Random Recipients (uniform) A positive Exclusive B positive 0.72 1.56 2.31 0.88 5.32 B positive Exclusive A positive 0.76 2.77 2.47 2.67 3.39 A positive Exclusive B positive Exclusive 0.74 1.67 2.39 1.15 5.73 B positive Exclusive A positive Exclusive 0.80 1.36 1.69 1.72 2.41 A positive Exclusive Overlap 0.61 0.34 0.22 0.00 1.27 B positive Exclusive Overlap 0.74 2.07 2.23 1.91 1.95 Overlap Exclusives 0.78 3.12 4.06 2.52 6.21 PRC results Seeds Recipients AUPRC Z-score for Random Seeds (degree-matched) Z-score for Random Recipients (degree-matched) Z-score for Random Seeds (uniform) Z-score for Random Recipients (uniform) A positive Exclusive B positive 0.01 0.97 1.84 0.58 4.37 B positive Exclusive A positive 0.01 11.47 19.96 0.49 10.73 A positive Exclusive B positive Exclusive 0.00 1.04 1.75 0.94 3.56 B positive Exclusive A positive Exclusive 0.00 0.00 1.63 1.88 0.57 A positive Exclusive Overlap 0.00 -0.13 -0.13 -0.13 0.31 B positive Exclusive Overlap 0.01 13.27 38.99 33.19 32.71 Overlap Exclusives 0.01 4.28 5.31 4.06 6.40 Z-scores are computed for the experimental area under ROC or PRC based on distributions of the random areas under these curves Seeds: Genes where diffusion signal starts FROM) Recipients: Genes that receive the diffusion signal and that are in the other validated group Random genes are selected either uniformly or degree matched Number of genes ** #Total # Mapped in the network Not mapped genes A positive Exclusive 6 6 B positive Exclusive 47 45 NLGN4Y;USP9Y Overlap 8 8