alphaBeta |
Calculating a significance score of a gene based on the corresponding sgRNAs' p-values of the gene. |
calculateGeneLFC |
Calculating gene-level log fold ratios |
calculateGenePval |
Calculating gene level p-values using modified robust rank aggregation (alpha-RRA method) on sgRNAs' p-values |
densityPlot |
2D density contour plot of gene log2 fold ratios against gene expression levels |
EMFit |
Fitting multi-component normal mixture models by R package mixtools |
makeRhoNull |
Generating the null distribution of the significance score of a gene. |
mda231 |
CRISPR screen data of cell line MDA-MB-231. |
medianNormalization |
Median normalization of sgRNA counts |
normalMM |
Performing empirical Bayes modeling on limma results |
permuteLimma |
Modeling CRISPR data with a permutation test between conditions by R package limma |
preparePlotData |
Prepare data for density plot and ridge plot |
ridgePlot |
Density ridgeline plot of gene expression levels for different FDR groups. |
runLimma |
Modeling CRISPR screen data by R package limma |
scatterPlot |
Scatter plot of log2 fold ratios against gene expression levels |