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) EA_ML Exclusive Literature 7.79e-01 4.13e-01 2.34e-01 2.43e-02 Literature Exclusive EA_ML 9.77e-02 2.56e-01 1.23e-01 1.04e-01 EA_ML Exclusive Literature Exclusive 7.49e-01 2.25e-01 6.15e-01 1.13e-02 Literature Exclusive EA_ML Exclusive 8.04e-02 1.69e-01 4.61e-01 4.63e-02 EA_ML Exclusive Overlap 3.37e-01 5.07e-01 2.80e-01 9.54e-01 Literature Exclusive Overlap 1.69e-04 1.69e-04 1.69e-04 1.69e-04 Overlap Exclusives 1.96e-08 1.14e-08 2.78e-14 5.31e-09 Evaluating how well EA_ML genes are linked to Literature 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) EA_ML Exclusive Literature 0.62 -0.00 0.94 -0.26 3.58 Literature Exclusive EA_ML 0.48 0.28 -0.19 -0.26 -0.78 EA_ML Exclusive Literature Exclusive 0.63 0.11 1.23 0.10 3.24 Literature Exclusive EA_ML Exclusive 0.46 -0.19 -0.85 -0.69 -1.65 EA_ML Exclusive Overlap 0.52 -1.18 -0.72 -1.38 0.19 Literature Exclusive Overlap 1.00 3.86 2.93 3.52 3.13 Overlap Exclusives 0.62 3.28 5.81 3.30 6.09 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) EA_ML Exclusive Literature 0.00 -0.08 0.70 -0.23 2.30 Literature Exclusive EA_ML 0.02 33.90 29.29 19.98 23.22 EA_ML Exclusive Literature Exclusive 0.00 0.07 1.29 0.00 1.58 Literature Exclusive EA_ML Exclusive 0.01 1.33 0.16 -0.25 -0.60 EA_ML Exclusive Overlap 0.00 -0.44 -0.45 -0.88 -0.35 Literature Exclusive Overlap 0.35 56.89 966.29 1517.10 1388.06 Overlap Exclusives 0.06 46.39 84.40 47.18 58.95 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 EA_ML Exclusive 107 106 ZNF23 Literature Exclusive 59 54 PSCK9;CDKN2BAS1;LPAL2;ZNF259;RALI Overlap 4 4