The function runica.m from EEGLAB, used in Brainstorm, has a random initialization. Two consecutive execution with the exact same inputs will always lead to slightly different results.
See line 815 in the version of runica included in Brainstorm.
You would have to edit this part to initialize the random number generator always in the same way.