Key result
A PCA-based groupwise registration method for myocardial T1 and ECV mapping reduced T1 standard deviation error compared to conventional pairwise registration (26 vs 31 msec; P<0.05).
Why the study?
Does PCA-based groupwise image registration reduce mapping error for myocardial T1 and ECV mapping compared to pairwise registration in patients undergoing cardiac MRI?
Observational (n=50)
Does PCA-based groupwise image registration reduce mapping error for myocardial T1 and ECV mapping compared to pairwise registration in patients undergoing cardiac MRI?
Absolute Event Rate: 26% vs 31%
p-value: p=< 0.05
PCA-based groupwise image registration provides a faster and more robust motion correction method for myocardial T1 and ECV mapping compared to conventional pairwise registration.
May enhance T1/ECV mapping precision with faster processing; leaves open clinical adoption pending prospective validation.
Background Myocardial tissue characterization by MR T 1 and extracellular volume (ECV) mapping has demonstrated clinical value. The modified Look–Locker inversion recovery (MOLLI) sequence is a standard mapping technique, but its quality can be negatively affected by motion. Purpose To develop a robust motion correction method for T 1 and ECV mapping. Study Type Retrospective analysis of clinical data. Population Fifty patients who were referred to cardiac MR exam for T 1 mapping. Field Strength/Sequence 3.0T cardiac MRI with precontrast and postcontrast MOLLI acquisition of the left ventricle (LV). Assessment A groupwise registration method based on principle component analysis (PCA) was developed to register all MOLLI frames simultaneously. The resulting T 1 and ECV maps were compared to those from the original and motion‐corrected MOLLI with pairwise registration, in terms of standard deviation (SD) error. Statistical Test Paired variables were compared using the Wilcoxon signed‐rank test. Results The groupwise registration method demonstrated improved registration performance compared to pairwise registration, with the T 1 SD error reduced from 31 ± 20 msec to 26 ± 15 msec ( P < 0.05), and ECV SD error reduced from 4.1 ± 3.6% to 2.8 ± 2.0% ( P < 0.05). In LV segmental analysis, the performance was particularly improved in lateral segments, which are most affected by motion. The running time of groupwise registration was significantly shorter than that of the pairwise registration, 17.5 ± 3.0 seconds compared to 43.5 ± 2.2 seconds ( P < 0.05). Data Conclusion We developed an automatic, robust motion correction method for myocardial T 1 and ECV mapping based on a new groupwise registration scheme. The method led to lower mapping error compared to the conventional pairwise registration method in reduced execution time. Level of Evidence: 3 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2018;47:1397–1405.
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Tao et al. (2017) conducted an observational in Referred to cardiac MR exam for T1 mapping (n=50). Groupwise registration method based on principle component analysis (PCA) vs. Pairwise registration was evaluated on T1 standard deviation (SD) error (p=< 0.05). A PCA-based groupwise registration method for myocardial T1 and ECV mapping reduced T1 standard deviation error compared to conventional pairwise registration (26 vs 31 msec; P<0.05).
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