For the discretized linear systems of spatial fractional diffusion equations, we construct a class modified DTS iteration method and give its asymptotic convergence conditions. Then, design fast preconditioner by replacing Toeplitz matrix T with τ to accelerate rates GMRES method. Theoretically, show that spectrum preconditioned is clustered around one. Numerical experiments verify validity con...