X-Rays and MRIs

In my experience, the answer is yes. You might look up Nonradiographic AxSpA. This type demonstrates symptoms but does not show up on X-Rays and in some cases MRI's are also negative.

Here is an explanation, but if you look around you will see many more articles on the subject.