genes.selection {EMA} | R Documentation |
Selects the most variant genes of a expression dataset. For each gene, the difference between the quantile with probability (1 - probs) and the quantile with probability probs is computed. Default for probs value is set to 0.25 such that the difference corresponds to the Inter Quartile Range (IQR).
genes.selection(data, thres.diff, thres.num, probs=0.25)
data |
A expression matrix, genes on rows and samples on columns |
thres.diff |
Difference threshold - Genes are selected based on the difference threshold |
thres.num |
Genes number threshold - Selects the N genes with the highest difference value |
probs |
probability value used to compute both quantiles |
The difference is computed for each genes. If the thres.diff option is chosen, the most variant genes are selected according to the difference threshold. If the thres.num option is chosen, the genes are ordered according to their difference value level, and the N first genes are selected.
The name of the selected genes.
EMA group
data(marty) data.f<-expFilter(marty, graph=FALSE) ##Select the most variant genes sel<-genes.selection(data.f, thres.num=100)