Made more tests and I’m sure now that it happens always some seconds after I had some destruction going on. So a destructible fell apart and its pieces disappeared on which also the GPU particles were shot on. Maybe that breaks the whole particles scene depth somehow. That destructible uses Debris Timeout, here are the settings:
Maybe that bug occurs with any destructible though or maybe even with any collision being deleted under GPU particles.