Gene expression data refers to the information that shows how genes are turned on or off in a cell. This data is critical in understanding the underlying mechanisms of cancer as it can reveal which genes are overexpressed or underexpressed in tumor cells compared to normal cells. Gene expression is typically measured using technologies like microarrays and RNA-Seq.