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PANACEA

PANACEA package

PANACEA PANACEA-package
PANACEA: Personalized Network-based Anti-Cancer Therapy Evaluation

Main functions

Main functions of PANACEA

score_drugs()
Scoring of Drugs via Network-based Methods
score_drugs_distance_based()
Distance-based Scoring of Drugs
score_drugs_RWR_based()
RWR-based Scoring of Drugs

Utility Functions

Utility functions

add_drugs_as_nodes()
Add Drugs as Nodes
convert2alias()
Convert Input Gene Symbols to Alias
network_propagation()
Network Propagation (Random-walk with Restart)
process_drug_target_interactions()
Process Drug-Target Interactions
adj_list2mat()
Turn Adjacency List into Adjacency Matrix
Laplacian.norm()
Graph Laplacian Normalization

Built-in Data

Data within the package

DGIdb_interactions_df
DGIdb Interactions Expert-curated Sources
STRING_adj_df
Adjacency List for STRING v11.5 - High Confidence Interactions
toy_W_mat
Toy Adjacency Matrix (for examples)
example_driveR_res
Example driveR Result
example_scores_dist
Example PANACEA "distance-based" Method Result
example_scores_RWR
Example PANACEA "RWR" Method Result