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) aging pancan 1.24e-18 1.80e-01 3.20e-29 7.73e-12 pancan aging 1.23e-03 6.26e-03 4.19e-04 2.30e-03 Evaluating how well aging genes are linked to pancan 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) aging pancan 0.61 -1.73 -1.83 -2.94 4.82 pancan aging 0.37 -0.76 -3.35 -1.88 -3.76 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) aging pancan 0.01 -1.53 -1.90 -1.76 1.79 pancan aging 0.00 -0.89 -0.42 -0.81 -1.62 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 aging 66 65 MUC19 pancan 200 200