Other forms of feature selection, often based on the use of
classifiers, are also available within R. One should have into account,
though, that a set of “useful features” (from a classification point
of view) does not necessarily contain all “relevant features” (from
a biological point of view), which is why the classical approach of
(corrected) univariate hypothesis testing is the most widely used
for the purposes of “differential analysis.”