Abstract

BackgroundAdvances in sub-Nyquist–sampled dynamic contrast-enhanced (DCE) MRI enable monitoring of brain tumors with millimeter resolution and whole-brain coverage. Such undersampled quantitative methods need careful characterization regarding achievable test-retest reproducibility.PurposeTo demonstrate a fully automated high-resolution whole-brain DCE MRI pipeline with 30-fold sparse undersampling and estimate its reproducibility on the basis of reference regions of stable tissue types during multiple posttreatment time points by using longitudinal clinical images of high-grade glioma.Materials and MethodsTwo methods for sub-Nyquist–sampled DCE MRI were extended with automatic estimation of vascular input functions. Continuously acquired three-dimensional k-space data with ramped-up flip angles were partitioned to yield high-resolution, whole-brain tracer kinetic parameter maps with matched precontrast-agent T1 and M0 maps. Reproducibility was estimated in a retrospective study in participants with high-grade glioma, who underwent three consecutive standard-of-care examinations between December 2016 and April 2019. Coefficients of variation and reproducibility coefficients were reported for histogram statistics of the tracer kinetic parameters plasma volume fraction and volume transfer constant (Ktrans) on five healthy tissue types.ResultsThe images from 13 participants (mean age ± standard deviation, 61 years ± 10; nine women) with high-grade glioma were evaluated. In healthy tissues, the protocol achieved a coefficient of variation less than 57% for median Ktrans, if Ktrans was estimated consecutively. The maximum reproducibility coefficient for median Ktrans was estimated to be at 0.06 min–1 for large or low-enhancing tissues and to be as high as 0.48 min–1 in smaller or strongly enhancing tissues.ConclusionA fully automated, sparsely sampled DCE MRI reconstruction with patient-specific vascular input function offered high spatial and temporal resolution and whole-brain coverage; in healthy tissues, the protocol estimated median volume transfer constant with maximum reproducibility coefficient of 0.06 min–1 in large, low-enhancing tissue regions and maximum reproducibility coefficient of less than 0.48 min–1 in smaller or more strongly enhancing tissue regions.Published under a CC BY 4.0 license.Online supplemental material is available for this article.See also the editorial by Lenkinski in this issue.

Highlights

  • Chniques [9,10,11,12], a similar characterization has not yet been performed for high-spatiotemporal-resolution whole-brain dynamic contrast-enhanced (DCE) MRI systems with sparse sampling

  • Evaluation of longitudinal millimeter-resolution whole-brain dynamic contrast-enhanced MRI bounds the coefficient of variation for median volume transfer constant to be less than 57% in healthy tissue regions

  • We extended the sparse SENSE (SPSENSE) framework by Lebel et al [10] and the model consistency constrained (MOCCO) method by Guo et al [12] with an automated delineation of brain vessels based on common image/time series features in the literature radiology.rsna.org n Radiology: Volume 300: Number 2—August 2021

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Summary

Methods

Two methods for sub-Nyquist–sampled DCE MRI were extended with automatic estimation of vascular input functions. Acquired three-dimensional k-space data with ramped-up flip angles were partitioned to yield high-resolution, whole-brain tracer kinetic parameter maps with matched precontrast-agent T1 and M0 maps. Reproducibility was estimated in a retrospective study in participants with high-grade glioma, who underwent three consecutive standard-of-care examinations between December 2016 and April 2019. Participants In a retrospective study, we estimated reproducibility of the proposed pipeline among participants with high-grade glioma who underwent three consecutive standard-of-care examinations (mean interval between examinations, 64 days; range, 35–231 days). All data were acquired with a single clinical 3.0-T MRI machine (MR750, GE Healthcare) with a 12-channel head-neck-spine receiver coil between August 2016 and April 2019 at the Seaman Family MR Research Centre, Foothills Medical Centre (Calgary, Alberta, Canada). Data were acquired under a protocol approved by the relevant local institutional review board

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