Improved Bolus Arrival Time and Arterial Input Function Estimation for Tracer Kinetic Analysis in DCE-MRI

被引:65
作者
Singh, Anup [1 ]
Rathore, Ram K. Singh [1 ]
Haris, Mohammad [2 ]
Verma, Sanjay K. [1 ]
Husain, Nuzhat [3 ]
Gupta, Rakesh K. [2 ]
机构
[1] Indian Inst Technol, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, India
[2] Sanjay Gandhi Postgrad Inst Med Sci, Dept Radiodiag, Lucknow, Uttar Pradesh, India
[3] King Georges Med Univ, Dept Pathol, Lucknow, Uttar Pradesh, India
关键词
DCE-MRI; BAT; AIF; piecewise linear model; tracer kinetic analysis; TISSUE HOMOGENEITY MODEL; CONTRAST AGENT; BRAIN; DTPA; QUANTIFICATION; PARAMETERS; DISPERSION; DELAY;
D O I
10.1002/jmri.21624
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: To develop a methodology for improved estimation of bolus arrival time (BAT) and arterial input function (AIF) which are prerequisites for tracer kinetic analysis of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) data and to verify the applicability of the same in the case of intracranial lesions (brain tumor and tuberculoma). Materials and Methods: A continuous piecewise linear (PL) model (with BAT as one of the free parameters) is proposed for concentration time curve C(t) in T-1-weighted DCE-MRL The resulting improved procedure suggested for automatic extraction of AIF is compared with earlier methods. The accuracy of BAT and other estimated parameters is tested over simulated as well as experimental data. Results: The proposed PL model provides a good approximation of C(t) trends of interest and fit parameters show their significance in a better understanding and classification of different tissues. BAT was correctly estimated. The automatic and robust estimation of AIF obtained using the proposed methodology also corrects for partial volume effects. The accuracy of tracer kinetic analysis is improved and the proposed methodology also reduces the time complexity of the computations. Conclusion: The PL model parameters along with AIF measured by the proposed procedure can be used for an improved tracer kinetic analysis of DCE-MRI data.
引用
收藏
页码:166 / 176
页数:11
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