Gene signatures are typically identified using high-throughput genomic techniques such as microarray analysis and next-generation sequencing (NGS). By comparing the gene expression profiles of cancerous and normal tissues, researchers can pinpoint genes that are differentially expressed and construct a gene signature that is characteristic of a particular cancer type.