Man pages for IOBR
Immune Oncology Biological Research

add_iobr_mirrorAdd Custom Download Mirror
add_riskscoreAdd Risk Score to Dataset
anno_esetAnnotate Gene Expression Matrix and Remove Duplicated Genes
assimilate_dataHarmonize Two Data Frames by Column Structure
batch_corBatch Correlation Analysis
batch_kruskalBatch Kruskal-Wallis Test
batch_pccBatch Calculation of Partial Correlation Coefficients
batch_sig_surv_plotBatch Signature Survival Plot
batch_survBatch Survival Analysis
batch_wilcoxonBatch Wilcoxon Rank-Sum Test Between Two Groups
best_cutoffExtract Best Cutoff and Add Binary Variable to Data Frame
best_cutoff2Extract Best Cutoff and Add Binary Variable to Data Frame
BinomialAUCCalculate AUC for Binomial Model
BinomialModelBinomial Model Construction
calculate_break_monthBreak Time Into Blocks
CalculatePrefCalculate Performance Metrics
calculate_sig_scoreCalculate Signature Score
calculate_sig_score_integrationCalculate Signature Score Using Integration Method
calculate_sig_score_pcaCalculate Signature Score Using PCA Method
calculate_sig_score_ssgseaCalculate Signature Score Using ssGSEA Method
calculate_sig_score_zscoreCalculate Signature Score Using Z-Score Method
CalculateTimeROCCalculate Time-Dependent ROC Curve
cell_bar_plotVisualize Cell Fractions as Stacked Bar Chart
check_cancer_typesProcess Batch Table and Validate Cancer Types
check_esetCheck Integrity and Outliers of Expression Set
CIBERSORTCIBERSORT Deconvolution Algorithm
clear_iobr_cacheClear IOBR Data Cache
combine_pd_esetCombine Phenotype Data and Expression Set
Construct_conConstruct Contrast Matrix
ConvertRownameToLociConvert Rowname To Loci
CoreAlgCore Algorithm for CIBERSORT Deconvolution
count2tpmConvert Read Counts to Transcripts Per Million (TPM)
creat_folderCreate Nested Output Folders
DClseiConstrained Least Squares Deconvolution
DCrrRobust Regression Deconvolution
deconvo_cibersortDeconvolve Using CIBERSORT
deconvo_epicDeconvolve Immune Microenvironment Using EPIC
deconvo_estimateCalculate ESTIMATE Scores
deconvo_ipsCalculate Immunophenoscore (IPS)
deconvolute_quantiseq.defaultUse quanTIseq to Deconvolute a Gene Expression Matrix
deconvolute_timer.defaultDeconvolute Tumor Microenvironment Using TIMER
deconvo_mcpcounterDeconvolve Immune Microenvironment Using MCP-Counter
deconvo_quantiseqDeconvolve Using quanTIseq
deconvo_refDeconvolve Using Custom Reference
deconvo_timerDeconvolve Using TIMER
deconvo_tmeMain TME Deconvolution Function
deconvo_xcellDeconvolve Immune Microenvironment Using xCell
design_mythemeDesign Custom Theme for ggplot2 Plots
doPermPermutation Test for CIBERSORT
dot-appendSignaturesAppend Signatures to Expression Matrix
dot-build_mut_matricesBuild Mutation Matrices from MAF Data
dot-create_mut_matrixCreate Single Mutation Matrix
download_iobr_dataDownload IOBR Data from GitHub with Mirror Support
DrawQQPlotDraw QQ Plot Comparing Cancer and Immune Expression
EnetElastic Net Model Fitting
enrichment_barplotEnrichment Bar Plot with Two Directions
EPICEstimate the proportion of immune and cancer cells.
eset_distributionVisualize Expression Set Distribution
estimateScoreestimateScore
exact_pvalueCalculate Exact P-Value for Correlation
extract_sc_dataExtract Data Frame from Seurat Object
feature_manipulationFeature Quality Control and Filtering
feature_selectFeature Selection via Correlation or Differential Expression
filterCommonGenesfilterCommonGenes
find_markers_in_bulkIdentify Marker Features in Bulk Expression Data
find_mutationsAnalyze Mutations Related to Signature Scores
find_outlier_samplesIdentify Outlier Samples in Gene Expression Data
find_variable_genesIdentify Variable Genes in Expression Data
fixMixtureFix Expression Mixture Matrix
format_msigdbFormat Input Signatures from MSigDB
format_signaturesTransform Signature Data into List Format
generateRefGenerate Reference Signature Matrix
generateRef_DEseq2Generate Reference Signature Matrix Using DESeq2
generateRef_limmaGenerate Reference Signature Matrix Using Limma
generateRef_rnaseqGenerate Reference Gene Matrix from RNA-seq DEGs
generateRef_seuratGenerate Reference Matrix from Seurat Object
get_colsSet and View Color Palettes
get_corCalculate and Visualize Correlation Between Two Variables
get_cor_matrixCalculate and Visualize Correlation Matrix Between Two...
get_default_mirrorsGet Default Download Mirrors
GetFractions.AbbasConstrained Regression Method (Abbas et al., 2009)
getHRandCIfromCoxphExtract Hazard Ratio and Confidence Intervals from Cox Model
get_iobr_cache_dirGet IOBR Cache Directory
GetOutlierGenesGet Outlier Genes
get_sig_scExtract Top Marker Genes from Single-Cell Differential...
gsva_use_new_apiGSVA API Version Detection
high_var_feaIdentify High-Variance Features from Statistical Results
imvigor210_pdataIMvigor210 Bladder Cancer Immunotherapy Cohort Data
iobr_cor_plotIntegrative Correlation Analysis Between Phenotype and...
iobr_deconvo_pipelineTumor Microenvironment (TME) Deconvolution Pipeline
iobr_degDifferential Expression Analysis
iobr_pcaPrincipal Component Analysis (PCA) Visualization
IPS_calculationCalculate Immunophenoscore (IPS)
ipsmapMap Score to Immunophenoscore
lasso_selectFeature Selection for Predictive or Prognostic Models Using...
limma.difDifferential Expression Analysis Using Limma
list_github_datasetsList Available GitHub Datasets
list_iobr_mirrorsList Current Download Mirrors
load_dataLoad IOBR Datasets
log2esetLog2 Transformation of Gene Expression Matrix
LR_calCalculate Ligand-Receptor Interaction Scores
make_mut_matrixConstruct Mutation Matrices from MAF Data
makeQNQuantile Normalization
mapbwMap Score to Black and White Color
mapcolorsMap Score to Color
mapGenesMap Gene Names to Approved Symbols
MCPcounter.estimateMCP-counter Cell Population Abundance Estimation
merge_duplicateMerge Data Frames with Duplicated Column Names
merge_duplicatesMerging the duplicates from the input matrix.
merge_esetMerge Expression Sets by Row Names
microenvironmentScoresCalculate Microenvironment Scores
mouse2human_esetConvert Mouse Gene Symbols to Human Gene Symbols
null_modelsNULL Model Coefficients for MCPcounter
outputGCToutputGCT
output_sigSave Signature Data to File
palettesSelect Color Palettes for Visualization
parallel_dopermParallel Permutation Test for CIBERSORT
ParseInputExpressionParse Input Gene Expression Data
patterns_to_naDefault Pattern List for Name Cleaning
pdata_stadToy STAD Phenotype Data
percent_bar_plotCreate a Percent Bar Plot
pie_chartCreate Pie or Donut Charts
PlotAUCPlot AUC ROC Curves
plotPurityplotPurity
PlotTimeROCPlot Time-Dependent ROC Curves
ProcessingDataProcess Data for Model Construction
PrognosticAUCCalculate Time-Dependent AUC for Survival Models
PrognosticModelBuild Prognostic Models Using LASSO and Ridge Regression
PrognosticResultCompute Prognostic Results for Survival Models
quanTIseqRun quanTIseq Deconvolution
quantiseq_helperHelper Functions for quanTIseq
random_strata_cellsStratified Random Sampling of Cells
rawEnrichmentAnalysisCalculate Raw xCell Enrichment Scores
rbind_iobrRow Bind Multiple Data Sets
RegressionResultRegression Result Computation
remove_batcheffectRemoving Batch Effect from Expression Sets
RemoveBatchEffectRemove Batch Effect of Expression Set
remove_duplicate_genesRemove Duplicate Gene Symbols in Gene Expression Data
remove_namesRemove Patterns from Column Names or Variables
reset_iobr_cache_dirReset IOBR Cache Directory to Default
reset_iobr_mirrorsReset Download Mirrors to Default
roc_timeTime-dependent ROC Curve for Survival Analysis
scaleCountsScaling raw counts from each sample.
scale_matrixScale and Manipulate a Matrix
select_methodSelect a Signature Scoring Method Subset
set_iobr_cache_dirSet IOBR Cache Directory
sig_boxSignature Box Plot with Statistical Comparisons
sig_box_batchBatch Signature Box Plots for Group Comparisons
sig_forestForest Plot for Survival Analysis Results
sig_groupGrouped gene signatures for IOBR analysis
sig_gseaPerform Gene Set Enrichment Analysis (GSEA)
sig_heatmapSignature Heatmap with Optional Annotations
signature_collectionGene signature collection for pathway and immune analysis
signature_score_calculation_methodsSignature Score Calculation Methods
sig_pheatmapGenerate Heatmap for Signature Data
sig_rocPlot ROC Curves and Compare Them
sigScoreCalculate Signature Score Using PCA, Mean, or Z-score Methods
sig_surv_plotGenerate Kaplan-Meier Survival Plot for Signature
spillOverAdjust Scores Using Spillover Compensation
SplitTrainTestSplit Data into Training and Testing Sets
stad_groupExample Clinical Data for TCGA-STAD Gastric Cancer Analysis
subgroup_dataExample Dataset for Subgroup Survival Analysis
subgroup_survivalSubgroup Survival Analysis Using Cox Proportional Hazards...
surv_groupGenerate Kaplan-Meier Survival Plots for Categorical Groups
tcga_rna_prepsPreprocess TCGA RNA-seq Data
tcga_stad_pdataTCGA-STAD Clinical and Molecular Annotation Data
test_for_infiltrationTest for Cell Population Infiltration
timer_available_cancersTIMER Available Cancer Types
timer_infoSource code for the TIMER deconvolution method.
tme_clusterIdentification of TME Cluster
tme_deconvolution_methodsTME Deconvolution Methods
Top_probeTop Probe Selector
transform_dataTransform NA, Inf, or Zero Values in Data
transformScoresTransform Raw Scores to Fractions
xCellAnalysisThe xCell Analysis Pipeline
xCellSignifcanceBetaDistCalculate Significance P-values Using Beta Distribution
xCellSignifcanceRandomMatrixCalculate Significance Using Random Matrix
IOBR documentation built on May 30, 2026, 5:07 p.m.