I had the same issue with a particle made of multiple emitters, one of which was a GPU Particle, and even if off it was still giving me the issue of disappearing at certain camera angles.
To solve it, as said above, when using GPU Particles make sure you have set the fixed bounds for that particular emitter. Click on “Bounds” icon on the top toolbar, then “Set Fixed Bounds”. This fixed it for me.