“…Thus, for hyperpolarised gases, there is no SNR penalty proportional to 1/√R as is observed in thermally-polarised parallel imaging (where R is the “acceleration” factor by which the number of phase encoding steps is reduced compared to full Fourier encoding) [86] , enabling high acceleration factors with little degradation of the image quality [90] , [91] , [92] , [93] . Compressed sensing has the advantage that it does not require multiple receiver coils and has been successfully implemented to accelerate 129 Xe imaging and enable: acquisition of 129 Xe images and 1 H anatomical MR images in a single breath-hold which aids their registration [94] ; high-resolution multiple b -value diffusion-weighted imaging [95] , [96] ; increased temporal resolution in dynamic 129 Xe imaging [94] , [97] ; and combined acquisition of diffusion-weighted and gas-exchange 129 Xe imaging in a single breath-hold [98] . Furthermore, prior knowledge can be used to improve image reconstruction and achieve higher acceleration, for instance by using knowledge of the magnetisation decay or structural information from 1 H MR images [99] , or the sparsity of complex difference images for gas flow applications [100] .…”