PhotoAcoustic Tomography (PAT) in 3D is a challeging computational problem for which many solutions have been proposed. The computational overhead is compounded when considering dynamic (i.e. 4D) PAT. In this talk we consider methods based on time-reversal and discuss the application of time-series methods to accelerate the inversion scheme.