Any fields in a repeater would be lost.
However, the data in the database should not be lost, with one caveat, this would only be the case if you do not edit anything.
Moving fields out of a repeater would require re-coding where the fields are used. Not to mention that a repeater means there could be multiple instances and would be nearly impossible to move out of a repeater.