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 8.49e-16 3.43e-02 6.38e-18 1.54e-15 pancan aging 1.46e-03 4.61e-02 7.30e-02 1.44e-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 0.63 -1.70 -3.00 -2.05 6.38 pancan aging 0.41 -2.08 -2.79 -1.71 -2.44 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 -1.37 -2.83 -1.53 2.67 pancan aging 0.00 -1.73 -0.31 -1.06 -1.04 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 44 44 pancan 200 200