The identification of gene signatures involves several steps. First, cells or organisms are exposed to a toxicant. Next, RNA is extracted and analyzed to measure the expression levels of thousands of genes simultaneously. Bioinformatics tools are then used to identify patterns or clusters of genes whose expression is significantly altered. These clusters form the gene signature, which can be further validated through additional experiments.