The magneto-hydro-dynamics (MHD) instabilities have been observed in different experiment scenarios in recent years by the Gas Electron Multiplier (GEM) camera since it was installed on Experimental Advanced Superconducting Tokamak (EAST). The GEM camera is set up in the outside of EAST vacuum chamber to record X-ray photons through a beryllium window which has obtained valuable data for analyzing: (1) the neoclassical tearing mode (NTM) onset, and (2) the plasma disruption dynamics in the presence of magnetic islands. Although not precisely compared with theory and simulations, the GEM along with other diagnostics reveals the significance of electron dynamics in the NTM and plasma disruption. This is meaningful for understanding and modelling the disruption instability of fusion plasmas.