I did, was told it could cause brain damage and all sorts of nasty stuff.

Solution - after all the other advice - was 3m MicroPore medical tape. A short piece about 3cm long across your lips at night before you go to bed fixed it for me by training me to breath only through my nose at night.

YMMV. Worked for me. It's Aponea.