In this situation, PC1 would be the X-axis; PC2 would be the Z-axis.
If we plot PC1 against PC2, we are likely to get ~0 difference between the case and control group.
However, if we look at the Y-axis, we can clearly distinguish the case and control group, which cannot be capture by both PC1 and PC2