title: x-f Choice: reconstruction of undersampled dynamic MRI by data-driven alias rejection applied to contrast-enhanced angiography.
abstract: A technique for reconstructing dynamic undersampled MRI data, termed "x-f choice," was developed and applied to dynamic contrast-enhanced MR angiography (DCE-MRA). Regular undersampling in k-t space (a hybrid of k-space and time) creates aliasing in the conjugate x-f space that must be resolved. When regions in the object containing fast dynamic change are sparse, as in DCE-MRA, signal overlap caused by aliasing is often much less than the undersample factor would imply. x-f Choice reconstruction identifies overlapping signals using a model of the full non-aliased x-f space that is automatically generated from the undersampled data, and applies parallel imaging (PI) to separate them. No extra reference scans are required to generate either the model or the coil sensitivity maps. At each location in the reconstructed images, g-factor noise amplification is compared with predicted reconstruction errors to obtain an optimized solution. Acceleration factors greater than the number of receiver coils are possible, but are limited by the sparseness of the dynamic content and the signal-to-noise ratio (SNR) (in DCE-MRA the latter is dominant). Temporal fidelity was validated for up to a factor 10 speed-up using retrospectively undersampled data from a six-coil array. The method was tested on volunteers using fivefold prospective undersampling.
authors.affiliation: Imaging Sciences Department, Clinical Sciences Centre, Imperial College London, UK. jo.hajnal@imperial.ac.uk
authors.forename: Shaihan J
authors.initials: SJ
authors.lastname: Malik
authors.forename: Stephan
authors.initials: S
authors.lastname: Schmitz
authors.forename: Declan
authors.initials: D
authors.lastname: O'Regan
authors.forename: David J
authors.initials: DJ
authors.lastname: Larkman
authors.forename: Joseph V
authors.initials: JV
authors.lastname: Hajnal
mesh_terms: D001783:Blood Flow Velocity; D003287:Contrast Media; D006801:Humans; D007090:Image Interpretation, Computer-Assisted / Q000379:methods*; D007383:Intermittent Claudication / Q000473:pathology*; D007866:Leg / Q000098:blood supply*; D018810:Magnetic Resonance Angiography; D008297:Male; D008875:Middle Aged; D019047:Phantoms, Imaging
chemical_list: D003287:Contrast Media