You can let the branches low on the trunk grow out for a distance, to help thicken the lower trunk. Just let them run. When they are a couple years old, cut them off, prune flush with the trunk. If new sprout you can let them run if you still want to thicken the lower trunk.
Or if you are happy with the diameter of the trunk, then prune them off now. You won't hurt the tree.