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Study of the correlation of IVIM parameter maps with FDG PET

机译:IVIM参数图与FDG PET的相关性研究

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Intravoxel incoherent motion (IVIM) is a magnetic resonance technique to quantify the influence of microscopic perfusion-related motion and differentiate it from pure molecular diffusion. IVIM has the potential to provide valuable clinical information about microcirculation in the capillary network of healthy tissues as well as malignant tumors. Our goal was to study the correlation of IVIM parameter maps with concurrent FDG-PET data, in view of their potential use in clinical PET/MR protocols. Methods: Data were acquired from ten oncology patients using a tri-modality setup and fitted with a bi-exponential model. The fitting was first solved in the least squares sense and then again using iteratively reweighted least squares. The resulting parameter maps were compared with PET FDG data by an experienced radiologist. Results: Among the pathologies encountered in our patient population were lesions of the liver, spleen, kidney, abdominal wall, prostate and cervix. The qualitative comparison with PET confirmed that IVIM maps provide complementary information about functional inhomogeneity within the tumor. Visual inspection by experienced radiologists showed improved reading of tumor heterogeneity in six of our ten patients when considering FDG uptake together with perfusion fraction maps. The use of a large set of b values was instrumental for data validation and outlier rejection. Robust fitting was shown to increase the accuracy of the fit in 70% of the voxels, leading to average changes of IVIM parametric maps: perfusion fraction f∈ [3.9 × 10~(-3), 4.7 × 10~(-2)], diffusion coefficient D ∈ [-1.2 × 10~(-4), -3.0 × 10~(-6)] and pseudo-diffusion coefficient D~* ∈ [-1.6 × 10~(-1),-9.2 × 10~(-3)]. Conclusions: The results suggest that IVIM imaging could be successfully integrated in clinical PET/MR protocols. Clinical validation shows the complementarity of obtained parameter maps with concurrent FDG PET data. Ongoing work is aimed at determining the optimal acquisition protocol depending on the motion properties of the target area.
机译:体内不相干运动(IVIM)是一种磁共振技术,用于量化与微观灌注相关的运动的影响,并将其与纯分子扩散区分开。 IVIM有潜力提供有关健康组织和恶性肿瘤的毛细管网络中微循环的有价值的临床信息。考虑到它们在临床PET / MR协议中的潜在用途,我们的目标是研究IVIM参数图与并发的FDG-PET数据的相关性。方法:采用三模式设置并采用双指数模型从十名肿瘤患者中获取数据。首先以最小二乘法求解拟合,然后再次使用迭代加权的最小二乘求解。经验丰富的放射科医生将得到的参数图与PET FDG数据进行比较。结果:在我们的患者人群中遇到的病理是肝脏,脾脏,肾脏,腹壁,前列腺和宫颈的病变。与PET的定性比较证实了IVIM图提供了有关肿瘤内功能不均匀性的补充信息。经验丰富的放射科医生进行的目视检查显示,考虑同时摄取FDG和灌注分数图时,我们10例患者中有6例的肿瘤异质性改善了。使用大量b值有助于数据验证和异常剔除。鲁棒拟合可提高70%体素的拟合精度,从而导致IVIM参数图的平均变化:灌注分数f∈[3.9×10〜(-3),4.7×10〜(-2)] ,扩散系数D∈[-1.2×10〜(-4),-3.0×10〜(-6)]和伪扩散系数D〜*∈[-1.6×10〜(-1),-9.2×10 〜(-3)]。结论:结果表明IVIM成像可以成功地整合到临床PET / MR方案中。临床验证显示,获得的参数图与并发的FDG PET数据具有互补性。正在进行的工作旨在根据目标区域的运动属性确定最佳的采集协议。

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