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 1.82e-05 1.19e-02 3.67e-03 1.23e-25 pancan aging 1.73e-01 2.49e-03 3.58e-04 2.43e-02 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 0.73 0.07 3.11 0.46 12.52 pancan aging 0.45 0.64 -2.32 -0.79 -1.36 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 0.02 -0.43 3.03 -0.03 8.95 pancan aging 0.00 0.39 -1.14 -0.44 -0.46 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 64 64 pancan 200 200