Figure 4.7: The volcano plot shows, for each microarray feature, a measure of effect size (average log-ratio ) on the x-axis versus a measure of significance (negative logarithm of the p-value) on the y-axis. Note how features with the same effect size can have quite different significance, and vice versa.