MyoFold: rapid Myocardial tissue and movement quantification via a highly Folded sequence

TL;DR

MyoFold is a rapid MRI sequence that simultaneously quantifies myocardial tissue properties and movement within a single breath-hold, using a neural network for T1/T2 mapping, achieving accuracy comparable to existing methods.

Contribution

The paper introduces MyoFold, a novel MRI sequence that combines T1/T2 mapping and cine imaging in a single rapid acquisition with neural network-based analysis.

Findings

MyoFold achieves accurate T1 and T2 measurements comparable to existing methods.

It reduces scan time by three-fold compared to separate sequences.

MyoFold maintains measurement accuracy for myocardial thickness.

Abstract

Purpose: To develop and evaluate a cardiovascular magnetic resonance sequence (MyoFold) for rapid myocardial tissue and movement characterization. Method: MyoFold sequentially performs joint T1/T2 mapping and cine for one left-ventricle slice within a breathing-holding of 12 heartbeats. MyoFold uses balanced Steady-State-Free-Precession (bSSFP) with 2-fold acceleration for data readout and adopts an electrocardiogram (ECG) to synchronize the cardiac cycle. MyoFold first acquires six single-shot inversion-recovery images at the diastole of the first six heartbeats. For joint T1/T2 mapping, T2 preparation (T2-prep) adds different T2 weightings to the last three images. On the remaining six heartbeats, segmented bSSFP is continuously performed for each cardiac phase for cine. We build a neural network and trained it using the numerical simulation of MyoFold for T1 and T2 calculations. MyoFold was validated through phantom and in-vivo experiments and compared to MOLLI, SASHA, T2-prep bSSFP, and convention cine. Results: MyoFold phantom T1 had a 10% overestimation while MyoFold T2 had high accuracy. MyoFold in-vivo T1 had comparable accuracy to that of SASHA and precision to that of MOLLI. MyoFold had good agreement with T2-prep bSSFP in myocardium T2 measurement. There was no difference in the myocardium thickness measurement between the MyoFold cine and convention cine. Conclusion: MyoFold can simultaneously quantify myocardial tissue and movement, with accuracy and precision comparable to dedicated sequences, saving three-fold scan time.