Figure 1 outlines the critical steps for assessing statistical significance of disease associations with gene sets: 1) Preprocess data and define the gene sets to be tested, 2) formulate a hypothesis, 3) construct corresponding statistical tests, and 4) assess the statistical significance of the study results. We next discuss each of these steps in order.