In cancer research, multiple comparisons refer to the statistical analysis involving multiple tests conducted on the same dataset. This often occurs in studies where researchers want to identify the impact of various genetic variants, treatments, or biomarkers on cancer outcomes. Each comparison increases the risk of type I error, where a false positive result may be observed purely by chance.