Physics in Medicine and Biology · 2011 · 74 citations · 27 references
MedicinePharmacokineticsRadiologyBiomedical ImagingDiagnostic ImagingDiagnostic RadiologyBreast Cancer ImagingMagnetic Resonance ImagingMedical Image AnalysisMedical ImagingMedical Imaging InstrumentationAutomated Image QuantificationImage-derived Input FunctionKinetic Parameters ExtractionPharmacokinetic Parameters
Quantitative analysis of dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) data requires the accurate determination of the arterial input function (AIF). A novel method for obtaining the AIF is presented here and pharmacokinetic parameters derived from individual and population-based AIFs are then compared. A Philips 3.0 T Achieva MR scanner was used to obtain 20 DCE-MRI data sets from ten breast cancer patients prior to and after one cycle of chemotherapy. Using a semi-automated method to estimate the AIF from the axillary artery, we obtain the AIF for each patient, AIF(ind), and compute a population-averaged AIF, AIF(pop). The extended standard model is used to estimate the physiological parameters using the two types of AIFs. The mean concordance correlation coefficient (CCC) for the AIFs segmented manually and by the proposed AIF tracking approach is 0.96, indicating accurate and automatic tracking of an AIF in DCE-MRI data of the breast is possible. Regarding the kinetic parameters, the CCC values for K(trans), v(p) and v(e) as estimated by AIF(ind) and AIF(pop) are 0.65, 0.74 and 0.31, respectively, based on the region of interest analysis. The average CCC values for the voxel-by-voxel analysis are 0.76, 0.84 and 0.68 for K(trans), v(p) and v(e), respectively. This work indicates that K(trans) and v(p) show good agreement between AIF(pop) and AIF(ind) while there is a weak agreement on v(e).
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A Concordance Correlation Coefficient to Evaluate Reproducibility
Biometrics · 1989 · 8.7K citations
Geoff J.M. Parker, Caleb Roberts, Andrew Macdonald et al. · Magnetic Resonance in Medicine · 2006 · 664 citations · Full text