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pathfindR (version 2.1.0)

Enrichment Analysis Utilizing Active Subnetworks

Description

Enrichment analysis enables researchers to uncover mechanisms underlying a phenotype. However, conventional methods for enrichment analysis do not take into account protein-protein interaction information, resulting in incomplete conclusions. pathfindR is a tool for enrichment analysis utilizing active subnetworks. The main function identifies active subnetworks in a protein-protein interaction network using a user-provided list of genes and associated p values. It then performs enrichment analyses on the identified subnetworks, identifying enriched terms (i.e. pathways or, more broadly, gene sets) that possibly underlie the phenotype of interest. pathfindR also offers functionalities to cluster the enriched terms and identify representative terms in each cluster, to score the enriched terms per sample and to visualize analysis results. The enrichment, clustering and other methods implemented in pathfindR are described in detail in Ulgen E, Ozisik O, Sezerman OU. 2019. pathfindR: An R Package for Comprehensive Identification of Enriched Pathways in Omics Data Through Active Subnetworks. Front. Genet. .

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install.packages('pathfindR')

Monthly Downloads

1,346

Version

2.1.0

License

MIT + file LICENSE

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Maintainer

Ege Ulgen

Last Published

May 12th, 2023

Functions in pathfindR (2.1.0)

enrichment_analyses

Perform Enrichment Analyses on the Input Subnetworks
fetch_gene_set

Fetch Gene Set Objects
download_kegg_png

Download Colored KEGG Diagram PNG
create_kappa_matrix

Create Kappa Statistics Matrix
fuzzy_term_clustering

Heuristic Fuzzy Multiple-linkage Partitioning of Enriched Terms
filterActiveSnws

Parse Active Subnetwork Search Output File and Filter the Subnetworks
enrichment

Perform Enrichment Analysis for a Single Gene Set
configure_output_dir

Configure Output Directory Name
enrichment_chart

Create Bubble Chart of Enrichment Results
get_mgsigdb_gsets

Retrieve Organism-specific MSigDB Gene Sets
get_kegg_gsets

Retrieve Organism-specific KEGG Pathway Gene Sets
gset_list_from_gmt

Retrieve Gene Sets from GMT-format File
hierarchical_term_clustering

Hierarchical Clustering of Enriched Terms
return_pin_path

Return The Path to Given Protein-Protein Interaction Network (PIN)
get_biogrid_pin

Retrieve the Requested Release of Organism-specific BioGRID PIN
get_gene_sets_list

Retrieve Organism-specific Gene Sets List
run_pathfindR

Wrapper Function for pathfindR - Active-Subnetwork-Oriented Enrichment Workflow
score_terms

Calculate Agglomerated Scores of Enriched Terms for Each Subject
summarize_enrichment_results

Summarize Enrichment Results
obtain_colored_url

Obtain URL for a KEGG pathway diagram with a given set of genes marked
obtain_KEGGML_URL

Obtain KGML file for a KEGG pathway (hsa)
hyperg_test

Hypergeometric Distribution-based Hypothesis Testing
pathfindR

pathfindR: A package for Enrichment Analysis Utilizing Active Subnetworks
input_processing

Process Input
term_gene_graph

Create Term-Gene Graph
visualize_terms

Create Diagrams for Enriched Terms
visualize_term_interactions

Visualize Interactions of Genes Involved in the Given Enriched Terms
input_testing

Input Testing
term_gene_heatmap

Create Terms by Genes Heatmap
fetch_java_version

Obtain Java Version
get_pin_file

Retrieve Organism-specific PIN data
plot_scores

Plot the Heatmap of Score Matrix of Enriched Terms per Sample
get_reactome_gsets

Retrieve Reactome Pathway Gene Sets
process_pin

Process Data frame of Protein-protein Interactions
visualize_active_subnetworks

Visualize Active Subnetworks
visualize_hsa_KEGG

Visualize Human KEGG Pathways
combined_results_graph

Combined Results Graph
cluster_graph_vis

Graph Visualization of Clustered Enriched Terms
annotate_term_genes

Annotate the Affected Genes in the Provided Enriched Terms
cluster_enriched_terms

Cluster Enriched Terms
combine_pathfindR_results

Combine 2 pathfindR Results
active_snw_search

Perform Active Subnetwork Search
UpSet_plot

Create UpSet Plot of Enriched Terms
color_kegg_pathway

Color hsa KEGG pathway
check_java_version

Check Java Version
active_snw_enrichment_wrapper

Wrapper for Active Subnetwork Search + Enrichment over Single/Multiple Iteration(s)