Harmonization of cerebral blood flow measurements by multi-delay 3D gradient and spin echo, and single-delay 2D echo planar imaging.
Lewis, J. B.; Ying, C.; Binkley, M. M.; Fields, M. E.; Dedkov, I.; Fellah, S.; Zhang, J.; Mirro, A.; Shimony, J.; Chen, Y.; Lee, J.-M.; Ford, A. L.; An, H.; Guilliams, K.
Show abstract
PurposeCerebral blood flow (CBF) is commonly measured by pseudo-continuous arterial spin labeling (PCASL) in human research, but recent advancements in methodology have limited data reuse. The object of this work is to harmonize two distinct PCASL techniques within a cohort with a wide range of CBF values. MethodsParticipants had two PCASL sequences collected within a single session: a single post-label delay sequence with a 2D echo-planar imaging (EPI) readout, "CBF2D,1PLD", and a five post-label delay sequence with gradient and spin echo (GRASE) 3D readout, "CBF3D,5PLD". Linear regression modeling to impute CBF3D,5PLD from CBF2D,1PLD, hemoglobin, and age were assessed within gray matter (GM) and white matter (WM) using leave-one-out cross-validation for prediction errors and confidence intervals. Within-subject coefficient of variation (wsCV) and inter-class correlation coefficient (ICC) were calculated using CBF3D,5PLD imputed vs. measured as pseudo test-retest pairs. ResultsFifty participants, ages 8-45 (median 25) years, had usable CBF3D,5PLD and CBF2D,1PLD, including 17 participants with sickle cell disease (SCD), who were matched by age (p = 0.90) and sex (p = 0.16) to those without SCD. A multiple linear regression model including hemoglobin and age fit GM CBF (R2adj. = 0.82; for WM CBF R2adj. = 0.78). The wsCV for CBF3D,5PLD was 9.1% for GM, 11.3% for WM. ICC was 0.89 for GM and 0.87 for WM. Models without age or hemoglobin fit slightly worse. ConclusionOur study demonstrates feasibility to impute 3D-GRASE multi-PLD CBF from a 2D-EPI single-PLD technique, which promotes data sharing and harmonization.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Increased Brain Volumetric Measurement Precision from Multi-Site 3D T1-weighted 3T Magnetic Resonance Imaging by Correcting Geometric Distortions 95%
- Influence of preprocessing, distortion correction and cardiac triggering on the quality of diffusion MR images of spinal cord 95%
- Tailored Magnetic Resonance Fingerprinting 95%
Similar papers in this journal
- Prospective Motion Correction and Automatic Segmentation of Penetrating Arteries in Phase Contrast MRI at 7 T 96%
- Perfusion MRI using endogenous deoxyhemoglobin as a contrast agent: preliminary data 95%
- Neuroanatomical underpinning of diffusion kurtosis measurements in the cerebral cortex of healthy macaque brains 95%
Similar papers in this journal
- Test-retest reproducibility of in vivo magnetization transfer ratio and saturation index in mice at 9.4 Tesla 96%
- 'Pscore' - A Novel Percentile-Based Metric to Accurately Assess Individual Deviations in Non-Gaussian Distributions of Quantitative MRI Metrics 95%
- T2-weighted T1 mapping and automated segmentation of CSF: Assessment of solute gradients in the healthy brain 93%
Similar papers in this journal
Similar papers in this journal
- A novel model to quantify blood transit time in cerebral arteries using ASL-based 4D magnetic resonance angiography with example clinical application in moyamoya disease 94%
- Coupling between cerebrovascular oscillations and CSF flow fluctuation during wakefulness: An fMRI study 94%
- Robust estimation of dynamic cerebrovascular reactivity using breath-holding fMRI: application in diabetes and hypertension 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.