# Random Walk with Restart Toolkit ## Apps * [Find Functional Context using Lines of Evidence with RWRtools LOE](https://narrative.kbase.us/#catalog/apps/kb_djornl/run_rwr_loe/): uses Random Walk with Restart (RWR) to rank genes in the network starting from a Feature Set. * [Find Gene Set Interconnectivity using Cross Validation with RWRtools CV](https://narrative.kbase.us/#catalog/apps/kb_djornl/run_rwr_cv): performs cross validation on a single gene set, finding the RWR rank of the left-out genes. ## Inputs The input for this app is an annotated [Genome](https://docs.kbase.us/data/upload-download-guide/genome). The network data is maintained by KBase behind the scenes and can be found [here](https://github.com/kbaseapps/kb_djornl/blob/main/NETWORKS.md). ## Narratives * [RWRtools Exascale and Petascale Network Analysis Demo Narrative](https://narrative.kbase.us/narrative/167526) – was created as part of the software publications for the RWRtoolkit (manuscript in preparation). * Created and made public by Kyle Sullivan of Oak Ridge National Laboratory * [Microbial Genomics in KBase: Gene Feature Analysis](https://narrative.kbase.us/narrative/83681) – provides further examples of creating and working with FeatureSets derived from Genomes. ## Tutorial webinar {% embed url="" %} Tutorial webinar presented by Kyle Sullivan, Oak Ridge National Laboratory {% endembed %} ## SFA Collaboration page These apps were developed as part of the Exascale Network project led by Dan Jacobson. To learn more about this collaboration, see: .