I have seen them printed successfully in TPU, but I would not personally recommend it.
Generally TPU heads are designed to be thicker, so they can be printed as infill-only. I assume that helps with the heat issues (TPU bases can be hotter to wear than foam or PLA/PETG) and messiness of the material.