Figure 7.2: Volcano plot . Plotted along the x-axis is a measure of effect size (here, the mean fold-change ), along the y-axis a measure of significance (here, the negative logarithm of the p-value). Some of the data points have a large average fold-change, but low significance, and high significance does not always imply large effect size.