HI,
wanted to know how can i apply statistical test on the spectral granger causality results.
It depends on your hypothesis. If we imagine you are interested in contrasting between conditions or groups, you need to derive the GC values for each and apply non-parametric permutation testing to assess significance. Several publications using GC in MEG/EEG also report how they assessed significance.