Leakage-Aware Discovery of Small Biomarker Panels


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Documentation for package ‘detectPanel’ version 0.1.3

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detectPanel-package Leakage-Aware Discovery of Small Biomarker Panels
confusion_metrics Compute Confusion-Matrix Metrics
detectPanel Discover, Validate, and Refit a Biomarker Panel
discover_panel Discover, Validate, and Refit a Biomarker Panel
evaluate_markers Score and Preselect Candidate Biomarkers
exclude_features Validate, Filter, and Transform Assay Data
export_results Export detectPanel Results
fit_panel Fit and Predict with a Biomarker Panel
flag_pca_outliers Flag Potential PCA Outliers Without Deleting Samples
make_repeated_stratified_splits Shared Resampling Splits and Exhaustive Panel Search
nested_validate_panels Nested Validation of Biomarker Panel Discovery
plot.detectPanel_nested Nested Validation of Biomarker Panel Discovery
plot.detectPanel_result Discover, Validate, and Refit a Biomarker Panel
plot_marker_expression Diagnostic Plotting Helpers
plot_marker_roc Diagnostic Plotting Helpers
plot_panel_heatmap Diagnostic Plotting Helpers
plot_volcano Diagnostic Plotting Helpers
predict.detectPanel_fit Fit and Predict with a Biomarker Panel
predict.detectPanel_result Predict samples using a fitted detectPanel result
preselect_markers Score and Preselect Candidate Biomarkers
print.detectPanel_fit Fit and Predict with a Biomarker Panel
print.detectPanel_nested Nested Validation of Biomarker Panel Discovery
print.detectPanel_result Discover, Validate, and Refit a Biomarker Panel
print.detectPanel_search Shared Resampling Splits and Exhaustive Panel Search
run_deseq2 Optional DESeq2 Differential-Expression Adapter
score_detectability Score and Preselect Candidate Biomarkers
search_panels Shared Resampling Splits and Exhaustive Panel Search
summary.detectPanel_fit Fit and Predict with a Biomarker Panel
summary.detectPanel_nested Nested Validation of Biomarker Panel Discovery
summary.detectPanel_result Discover, Validate, and Refit a Biomarker Panel
transform_assay Validate, Filter, and Transform Assay Data
validate_assay_data Validate, Filter, and Transform Assay Data