Motion-corrected model-based reconstruction for 2D myocardial T1 mapping

Magn Reson Med. 2023 Sep;90(3):1086-1100. doi: 10.1002/mrm.29699. Epub 2023 Jun 8.

Abstract

Purpose: To allow for T1 mapping of the myocardium within 2.3 s for a 2D slice utilizing cardiac motion-corrected, model-based image reconstruction.

Methods: Golden radial data acquisition is continuously carried out for 2.3 s after an inversion pulse. In a first step, dynamic images are reconstructed which show both contrast changes due to T1 recovery and anatomical changes due to the heartbeat. An image registration algorithm with a signal model for T1 recovery is applied to estimate non-rigid cardiac motion. In a second step, estimated motion fields are applied during an iterative model-based T1 reconstruction. The approach was evaluated in numerical simulations, phantom experiments and in in-vivo scans in healthy volunteers.

Results: The accuracy of cardiac motion estimation was shown in numerical simulations with an average motion field error of 0.7 ± 0.6 mm for a motion amplitude of 5.1 mm. The accuracy of T1 estimation was demonstrated in phantom experiments, with no significant difference (p = 0.13) in T1 estimated by the proposed approach compared to an inversion-recovery reference method. In vivo, the proposed approach yielded 1.3 × 1.3 mm T1 maps with no significant difference (p = 0.77) in T1 and SDs in comparison to a cardiac-gated approach requiring 16 s scan time (i.e., seven times longer than the proposed approach). Cardiac motion correction improved the precision of T1 maps, shown by a 40% reduced SD.

Conclusion: We have presented an approach that provides T1 maps of the myocardium in 2.3 s by utilizing both cardiac motion correction and model-based T1 reconstruction.

Keywords: T1 mapping; model-based reconstruction; motion correction; multiparametric acquisition; myocardial tissue characterization.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Heart / diagnostic imaging
  • Humans
  • Image Interpretation, Computer-Assisted* / methods
  • Magnetic Resonance Imaging* / methods
  • Motion
  • Myocardium
  • Phantoms, Imaging
  • Reproducibility of Results
  • Tomography, X-Ray Computed