GPstuff can be used from R by using RcppOctave package. RcppOctave allows to call any Octave functions and browse their documentation from R, and pass variables between R and Octave.
See instructions at http://research.cs.aalto.fi/pml/software/gpstuff/rgpstuff.shtml