The obvious answer is yes it is possible. However, theories featuring extra dimensions also predict facts that should be observed. For now, there is no observations of any of such facts, so that data tells us that we are stick to a 3-dimensional spatial world.
This being said, extra dimensions are only constrained, not ruled out. We should therefore... stay tuned :)