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Sampling requirements in DCE-MRI based analysis of high grade gliomas: Simulations and clinical results

机译:基于DCE-MRI的高级神经胶质瘤分析的采样要求:模拟和临床结果

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Purpose: To investigate the effect of variations in temporal resolution and total measurement times on the estimations of kinetic parameters derived from dynamic contrast-enhanced (DCE) MRI in patients with high-grade gliomas (HGGs). Materials and Methods: DCE-MRI with high temporal resolution (dynamic sampling time (Ts) = 2.1 s and 3.4 s) and total sampling time (T acq) of 5.2 min was acquired in 101 examinations from 15 patients. Using the modified Tofts model Ktrans, kep ve and vp were estimated. The effects of increasing Ts and reducing Tacq on the estimated kinetic parameters were estimated through down-sampling and data truncation, and the results were compared with numerical simulations. Results: There was an overall dependence of all four kinetic parameters on Ts and Tacq. Increasing T s resulted in under-estimation of Ktrans and over-estimation of Vp, whereas kep and Ve varied in a less predictable manner. Reducing Tacq resulted in over-estimation of Ktrans and kep and under-estimation of vp and ve. Increasing Ts and reducing T acq resulted in increased relative error for all four parameters. Conclusion: Estimated Ktrans, Kep, and Ve in HGGs were within 15% of the high sampling rate reference values for T s20 s. Increasing Ts and reducing Tacq leads to reduced precision of the estimated values.
机译:目的:研究时间分辨率和总测量时间的变化对高级胶质瘤(HGG)患者动态对比增强(DCE)MRI得出的动力学参数估计的影响。材料和方法:在15位患者的101项检查中,获得了具有高时间分辨率(动态采样时间(Ts)= 2.1 s和3.4 s)和总采样时间(T acq)为5.2分钟的DCE-MRI。使用改进的Tofts模型Ktrans,估计k ve和vp。通过下采样和数据截断来估计增加Ts和减少Tacq对估计的动力学参数的影响,并将结果与​​数值模拟进行比较。结果:这四个动力学参数总体上依赖于Ts和Tacq。 T s的增加导致Ktrans的低估和Vp的高估,而kep和Ve的变化则难以预测。降低Tacq会导致Ktrans和kep的高估以及vp和ve的低估。 Ts的增加和T acq的减少导致所有四个参数的相对误差增加。结论:H s中的Ktrans,Kep和Ve的估计值在T s <20 s的高采样率参考值的15%以内。 Ts的增加和Tacq的减少会导致估计值的精度降低。

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