Multiple reference tissue method for contrast agent arterial input function estimation
Open Access
- 29 October 2007
- journal article
- research article
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 58 (6) , 1266-1275
- https://doi.org/10.1002/mrm.21311
Abstract
A precise contrast agent (CA) arterial input function (AIF) is important for accurate quantitative analysis of dynamic contrast-enhanced (DCE)-MRI. This paper proposes a method to estimate the AIF using the dynamic data from multiple reference tissues, assuming that their AIFs have the same shape, with a possible difference in bolus arrival time. By minimizing a cost function, one can simultaneously estimate the parameters and underlying AIF of the reference tissues. The method is computationally efficient and the estimated AIF is smooth and can have higher temporal resolution than the original data. Simulations suggest that this method can provide a reliable estimate of the AIF for DCE-MRI data with a moderate signal-to-noise ratio (SNR) and temporal resolution, and its performance increases significantly as the SNR and temporal resolution increase. As demonstrated by its clinical application, sufficient reference tissues can be easily obtained from normal tissues and subregions segmented from a tumor region of interest (ROI), which suggests this method can be generally applied to cancer-based DCE-MRI studies to estimate the AIF. This method is applicable to general kinetic models in DCE-MRI, as well as other CE imaging modalities. Magn Reson Med, 2007.Keywords
This publication has 32 references indexed in Scilit:
- A unified magnetic resonance imaging pharmacokinetic theory: Intravascular and extracellular contrast reagentsMagnetic Resonance in Medicine, 2005
- The impact of partial-volume effects in dynamic susceptibility contrast magnetic resonance perfusion imagingJournal of Magnetic Resonance Imaging, 2005
- Estimating the arterial input function using two reference tissues in dynamic contrast‐enhanced MRI studies: Fundamental concepts and simulationsMagnetic Resonance in Medicine, 2004
- Inflow effect in first‐pass cardiac and renal MRIJournal of Magnetic Resonance Imaging, 2003
- Combretastatin A4 Phosphate Has Tumor Antivascular Activity in Rat and Man as Demonstrated by Dynamic Magnetic Resonance ImagingJournal of Clinical Oncology, 2003
- Estimation of kinetic parameters without input functions: analysis of three methods for multichannel blind identificationIEEE Transactions on Biomedical Engineering, 2002
- Estimation of input function and kinetic parameters using simulated annealing: application in a flow modelIEEE Transactions on Nuclear Science, 2002
- Segmentation of dynamic PET images using cluster analysisIEEE Transactions on Nuclear Science, 2002
- Two-step Estimation of Functional Linear Models with Applications to Longitudinal DataJournal of the Royal Statistical Society Series B: Statistical Methodology, 2000
- Inversion recovery EPI of bolus transit in rat myocardium using intravascular and extravascular gadolinium‐based MR contrast media: Dose effects on peak signal enhancementMagnetic Resonance in Medicine, 1994