Calculate EMT Scores Based on Omics Data


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Documentation for package ‘EMTscore’ version 0.99.10

Help Pages

add_EMT_score Add EMT Scores to Seurat or SCE Objects
add_EMT_score_Bulk Compute EMT scores for one or multiple bulk expression matrices
add_EMT_score_multiple Add Multiple EMT Scores to Seurat or SCE Objects
Arrange_plots Arrange multiple ggplot objects with subtitles and common legend
cell_annotation_file Cell-line annotation table
compute_Signature_score Compute Signature Score from Bulk Matrix or Seurat Object
compute_Signature_score_SingleCell Compute Multiple Signature Scores for Single-Cell Objects
correlate_sample_scores Calculate correlations between pathway or signature scores across samples
data_for_plot Example data prepared for plotting
data_prepare Prepare data for plotting
Execute_AUCell Execute AUCell Scoring from GMT File
Execute_AUCell_parallel Compute AUCell Scores for Multiple Gene Sets
Execute_E_M_plot Plot E vs M scores
Execute_GSVA Execute GSVA Scoring from GMT File
Execute_GSVA_parallel Compute GSVA Scores for Multiple Gene Sets in Parallel
Execute_JAS Execute JASMINE Scoring from GMT File
Execute_JASMINE_parallel Compute JASMINE Scores for Multiple Gene Sets in Parallel
Execute_M_dimension_plot Plot M dimension scores
Execute_nnPCA Execute Non-Negative Sparse PCA (nnPCA) Scoring
Execute_nnPCA_parallel Compute nnPCA Scores for Multiple Gene Sets in Parallel
Execute_SCSE Execute SCSE Scoring from GMT File
Execute_SCSE_parallel Compute SCSE Scores for Multiple Gene Sets
Execute_ssGSEA Execute ssGSEA Scoring from GMT File
Execute_ssGSEA_parallel Compute ssGSEA Scores for Multiple Gene Sets in Parallel
filter_gmt_by_reference Filter a GMT file by overlap with a reference GMT
geneExp Example gene expression matrix
GO Gene Ontology EMT-related gene sets
MSigDB_Hallmark MSigDB Hallmark gene sets
nnPCA_Result_EMT nnPCA_Result_EMT
nnPCA_Result_multiple Example multiple nnPCA results
Panchy_et_al_E_signature Panchy et al. epithelial signature
Panchy_et_al_M_signature Panchy et al. mesenchymal signature
plot_EMT_from_objects Plot EMT Scores Along Pseudotime from Seurat Objects
plot_heatmap_function present result of heat map of genes that contribute to M score of dimension 1 and disension 2
predict_cluster_labels Predict Cluster Labels from PCA Results Using GMM or Kmeans
read_gmt Read GMT File and Extract Genes
SCSE_Result_EMT Example SCSE EMT scores
Tan_et_al_cell_line_E_signature Tan et al. cell-line epithelial signature
Tan_et_al_cell_line_M_signature Tan et al. cell-line mesenchymal signature
Tan_et_al_tumor_E_signature Tan et al. tumor epithelial signature
Tan_et_al_tumor_M_signature Tan et al. tumor mesenchymal signature
write_gmt Write Gene Sets to a GMT File