Gene expression analysis involves measuring the activity (the expression) of thousands of genes at once, to create a global picture of cellular function. This is particularly important in the context of cancer, where changes in gene expression can reveal insights into the mechanisms of carcinogenesis, tumor progression, and response to treatment.