Assume we have the distortion measure $d(x,y)=(x-y)^{2}$ (i.e. the MSE). We define the signal to noise ratio, $\text{SNR}$, as $$\text{SNR}=10\log_{10} \frac{E[X^{2}]}{D(Q)}\text{ dB}$$