So, there are two ways of them dissappearing :
- - After restart of a persistent server, plot and all plants from it are deleted.
- - Not sure how this happen, but I went pretty far away from my farming plot. After 30 minutes I got back, plot was there but my plants were gone. And note : my plants were watered.