Accuracy and Precision of Head Motion Information in Multi-Channel Free Induction Decay Navigators for Magnetic Resonance Imaging

被引:17
作者
Babayeva, Maryna [1 ,2 ,3 ,4 ]
Kober, Tobias [1 ,2 ,4 ]
Knowles, Benjamin [5 ]
Herbst, Michael [5 ,6 ]
Meuli, Reto [4 ]
Zaitsev, Maxim [5 ]
Krueger, Gunnar [1 ,2 ,4 ]
机构
[1] Siemens Healthcare, Adv Clin Imaging Technol, CH-1015 Lausanne, Switzerland
[2] Ecole Polytech Fed Lausanne, Dept Elect Engn LTS5, CH-1015 Lausanne, Switzerland
[3] Ecole Polytech Fed Lausanne, CIBM AIT, CH-1015 Lausanne, Switzerland
[4] Univ Lausanne, Univ Hosp CHUV, Dept Radiol, CH-1015 Lausanne, Switzerland
[5] Univ Med Ctr Freiburg, Dept Radiol, D-79106 Freiburg, Germany
[6] Univ Hawaii, John A Burns Sch Med, Honolulu, HI 96813 USA
关键词
FID navigators; magnetic resonance imaging; motion compensation; motion detection; motion estimation; MRI; TRACKING; ARTIFACTS; AUTOCORRECTION; MOVEMENT;
D O I
10.1109/TMI.2015.2413211
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Free induction decay (FID) navigators were found to qualitatively detect rigid-body head movements, yet it is unknown to what extent they can provide quantitative motion estimates. Here, we acquired FID navigators at different sampling rates and simultaneously measured head movements using a highly accurate optical motion tracking system. This strategy allowed us to estimate the accuracy and precision of FID navigators for quantification of rigid-body head movements. Five subjects were scanned with a 32-channel head coil array on a clinical 3T MR scanner during several resting and guided head movement periods. For each subject we trained a linear regression model based on FID navigator and optical motion tracking signals. FID-based motion model accuracy and precision was evaluated using cross-validation. FID-based prediction of rigid-body head motion was found to be with a mean translational and rotational error of 0.14 +/- 0.21 mm and 0.08 +/- 0.013 degrees, respectively. Robust model training with sub-millimeter and sub-degree accuracy could be achieved using 100 data points with motion magnitudes of and for +/- 2 mm and +/- 1 degrees translation and rotation. The obtained linear models appeared to be subject-specific as inter-subject application of a "universal" FID-based motion model resulted in poor prediction accuracy. The results show that substantial rigid-body motion information is encoded in FID navigator signal time courses. Although, the applied method currently requires the simultaneous acquisition of FID signals and optical tracking data, the findings suggest that multi-channel FID navigators have a potential to complement existing tracking technologies for accurate rigid-body motion detection and correction in MRI.
引用
收藏
页码:1879 / 1889
页数:11
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