The emergence of new sequencing technologies has facilitated the acquisition of large amounts of biological data, which has proven to be a useful tool for better understanding biological systems. One way to take advantage of the potential of sequencing data is to use them to identify the relationship between biological units (e.g. genes) and phenotypical characteristics (e.g. disease outcomes). This question, formulated as a variable selection problem, remains difficult because of the size of the data (n