Automated workflow for volumetric assessment of signal intensity ratio on T1-weighted MR images after multiple gadolinium administrations

被引:0
|
作者
Liu, Chia-Ying [1 ]
Ramos, Marc [2 ]
Moreno-Dominguez, David [2 ]
Prckovska, Vesna [2 ]
Rodrigues, Paulo [2 ]
Blank, Markus [1 ]
Moser, Franklin G. [3 ]
Agris, Jacob [1 ]
机构
[1] Bayer HealthCare, US Med Affairs, Whippany, NJ 07981 USA
[2] QMENTA Inc, Boston, MA USA
[3] Cedars Sinai Med Ctr, S Mark Taper Fdn Imaging Ctr, Dept Imaging, Los Angeles, CA 90048 USA
关键词
GBCA; gadolinium retention; dentate nucleus; globus pallidus; DENTATE NUCLEUS; GLOBUS-PALLIDUS; GADODIAMIDE; DEPOSITION;
D O I
10.1117/1.JMI.8.1.014005
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: Repeated injections of linear gadolinium-based contrast agent (GBCA) have shown correlations with increased signal intensities (SI) on unenhanced T1-weighted (T1w) images. Assessment is usually performed manually on a single slice and the SI as an average of a free-hand region-of-interest is reported. We aim to develop a fully automated software that segments and computes SI ratio of dentate nucleus (DN) to pons (DN/P) and globus pallidus (GP) to thalamus (GP/T) for the assessment of gadolinium presence in the brain after a serial GBCA administrations. Approach: All patients (N = 113) underwent at least eight GBCA enhanced scans. The modal SI in the DN, GP, pons, and thalamus were measured volumetrically on unenhanced T1w images and corrected based on the reference protocol (measurement 1) and compared to the SI-uncorrected-modal-volume (measurement 2), SI-corrected-mean-volume (measurement 3), as well as SI-corrected-modal-single slice (measurement 4) approaches. Results: Automatic processing worked on all 2119 studies (1150 at 1.5 T and 969 at 3 T). DN/P were 1.085 +/- 0.048 (1.5 T) and 0.979 +/- 0.061 (3 T). GP/T were 1.084 +/- 0.039 (1.5 T) and 1.069 +/- 0.042 (3 T). Modal DN/P ratios from volumetric assessment at 1.5 T failed to show a statistical difference with or without SI corrections (p = 0.71). All other t-tests demonstrated significant differences (measurement 2, 3, 4 compared to 1, p < 0.001). Conclusion: The fully automatic method is an effective powerful tool to streamline the analysis of SI ratios in the deep brain tissues. Divergent SI ratios using different approaches reinforces the need to standardize the measurement for the research in this field. (C) 2021 Society of Photo-Optical Instrumentation Engineers (SPIE)
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页数:10
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