Accelerated 3D multi-echo spin-echo sequence with a subspace constrained reconstruction for whole mouse brain T 2 mapping

Magn Reson Med. 2024 Oct;92(4):1525-1539. doi: 10.1002/mrm.30146. Epub 2024 May 9.

Abstract

Purpose: To accelerate whole-brain quantitative T 2 $$ {\mathrm{T}}_2 $$ mapping in preclinical imaging setting.

Methods: A three-dimensional (3D) multi-echo spin echo sequence was highly undersampled with a variable density Poisson distribution to reduce the acquisition time. Advanced iterative reconstruction based on linear subspace constraints was employed to recover high-quality raw images. Different subspaces, generated using exponential or extended-phase graph (EPG) simulations or from low-resolution calibration images, were compared. The subspace dimension was investigated in terms of T 2 $$ {\mathrm{T}}_2 $$ precision. The method was validated on a phantom containing a wide range of T 2 $$ {\mathrm{T}}_2 $$ and was then applied to monitor metastasis growth in the mouse brain at 4.7T. Image quality and T 2 $$ {\mathrm{T}}_2 $$ estimation were assessed for 3 acceleration factors (6/8/10).

Results: The EPG-based dictionary gave robust estimations of a large range of T 2 $$ {\mathrm{T}}_2 $$ . A subspace dimension of 6 was the best compromise between T 2 $$ {\mathrm{T}}_2 $$ precision and image quality. Combining the subspace constrained reconstruction with a highly undersampled dataset enabled the acquisition of whole-brain T 2 $$ {\mathrm{T}}_2 $$ maps, the detection and the monitoring of metastasis growth of less than 500 μ m 3 $$ \mu {\mathrm{m}}^3 $$ .

Conclusion: Subspace-based reconstruction is suitable for 3D T 2 $$ {\mathrm{T}}_2 $$ mapping. This method can be used to reach an acceleration factor up to 8, corresponding to an acquisition time of 25 min for an isotropic 3D acquisition of 156 μ $$ \mu $$ m on the mouse brain, used here for monitoring metastases growth.

Keywords: T 2 $$ {\mathrm{T}}_2 $$ mapping; compressed sensing; multi‐echo spin‐echo; small animal; subspace reconstruction.

MeSH terms

  • Algorithms*
  • Animals
  • Brain Neoplasms / diagnostic imaging
  • Brain* / diagnostic imaging
  • Image Processing, Computer-Assisted / methods
  • Imaging, Three-Dimensional* / methods
  • Magnetic Resonance Imaging / methods
  • Mice
  • Phantoms, Imaging*
  • Reproducibility of Results