A maximum spanning tree might be misleading, as it's easy to interpret no vertex as no correlation. When building a tree, weak correlations may be included out of necessity, while stronger ones that lead to cycles are omitted.

If several dimensions are correlated just about equally strongly, you can get very different trees based on small random variation. There's no guarantee that all significant correlations are displayed, or that correlated dimensions are visually close to one another.