Parametric response mapping of co-registered intravoxel incoherent motion magnetic resonance imaging and positron emission tomography in locally advanced cervical cancer undergoing concurrent chemoradiation therapy

Dante P.I. Capaldi , Jen-Yeu Wang , Lianli Liu , Vipul R. Sheth , Elizabeth A. Kidd , Dimitre H. Hristov
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Abstract

Background and Purpose

Intravoxel-incoherent-motion (IVIM) magnetic-resonance-imaging (MRI) and positron-emission-tomography (PET) have been investigated independently but not voxel-wise to evaluate tumor microenvironment in cervical carcinoma patients. Whether regionally combined information of IVIM and PET offers additional predictive benefit over each modality independently has not been explored. Here, we investigated parametric-response-mapping (PRM) of co-registered PET and IVIM in cervical cancer patients to identify sub-volumes that may predict tumor shrinkage to concurrent-chemoradiation-therapy (CCRT).

Materials and Methods

Twenty cervical cancer patients (age: 63[41–85]) were retrospectively evaluated. Diffusion-weighted-images (DWIs) were acquired on 3.0 T MRIs using a free-breathing single-shot-spin echo-planar-imaging (EPI) sequence. Pre- and on-treatment (∼after four-weeks of CCRT) MRI and pre-treatment FDG-PET/CT were acquired. IVIM model-fitting on the DWIs was performed using a Bayesian-fitting simplified two-compartment model. Three-dimensional rigidly-registered maps of PET/CT standardized-uptake-value (SUV) and IVIM diffusion-coefficient (D) and perfusion-fraction (f) were generated. Population-means of PET-SUV, IVIM-D and IVIM-f from pre-treatment-scans were calculated and used to generate PRM via a voxel-wise joint-histogram-analysis to classify voxels as high/low metabolic-activity and with high/low (hi/lo) cellular-density. Similar PRM maps were generated for SUV and f.

Results

Tumor-volume (p < 0.001) significantly decreased, while IVIM-f (p = 0.002) and IVIM-D (p = 0.03) significantly increased on-treatment. Pre-treatment tumor-volume (r = -0.45,p = 0.04) and PRM-SUVhiDlo (r = -0.65,p = 0.002) negatively correlated with ΔGTV, while pre-treatment IVIM-D (r = 0.64,p = 0.002), PRM-SUVlofhi (r = 0.52,p = 0.02), and PRM-SUVloDhi (r = 0.74,p < 0.001) positively correlated with ΔGTV.

Conclusion

IVIM and PET was performed on cervical cancer patients undergoing CCRT and we observed that both IVIM-f and IVIM-D increased during treatment. Additionally, PRM was applied, and sub-volumes were identified that were related to ΔGTV.

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同时接受化疗和放疗的局部晚期宫颈癌患者体内体素内非相干运动磁共振成像和正电子发射断层扫描的参数反应图谱
背景和目的在评估宫颈癌患者的肿瘤微环境时,已对体外髓芯不连贯运动(IVIM)磁共振成像(MRI)和正电子发射断层扫描(PET)进行了独立研究,但未对体外髓芯不连贯运动(IVIM)和正电子发射断层扫描(PET)进行分区研究。IVIM 和 PET 的区域联合信息是否比每种模式的独立信息具有更多的预测优势,尚未进行过探讨。在此,我们研究了宫颈癌患者PET和IVIM联合注册的参数反应图(PRM),以确定可预测同期化放疗(CCRT)肿瘤缩小的亚体积。弥散加权成像(DWIs)是在 3.0 T MRIs 上使用自由呼吸单发自旋回声平面成像(EPI)序列获得的。治疗前和治疗中(CCRT 四周后)的 MRI 和治疗前的 FDG-PET/CT 均已采集。使用贝叶斯拟合简化两室模型对DWIs进行IVIM模型拟合。生成 PET/CT 标准化摄取值(SUV)和 IVIM 弥散系数(D)及灌注分数(f)的三维刚性注册图。计算治疗前扫描的 PET-SUV、IVIM-D 和 IVIM-f 的群体均值,并通过体素联合组图分析生成 PRM,从而将体素分为高/低代谢活性和高/低(hi/lo)细胞密度。结果治疗后肿瘤体积(p < 0.001)显著下降,而IVIM-f(p = 0.002)和IVIM-D(p = 0.03)显著增加。治疗前肿瘤体积(r = -0.45,p = 0.04)和 PRM-SUVhiDlo (r = -0.65,p = 0.002)与 ΔGTV 负相关,而治疗前 IVIM-D (r = 0.64,p = 0.002)、PRM-SUVlofhi (r = 0.52,p = 0.02)和 PRM-SUVloDhi (r = 0.74,p < 0.001)与ΔGTV呈正相关。结论对接受 CCRT 的宫颈癌患者进行了 IVIM 和 PET 检查,我们观察到 IVIM-f 和 IVIM-D 在治疗过程中均有所增加。此外,还应用了 PRM,并确定了与ΔGTV 相关的子体积。
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来源期刊
Physics and Imaging in Radiation Oncology
Physics and Imaging in Radiation Oncology Physics and Astronomy-Radiation
CiteScore
5.30
自引率
18.90%
发文量
93
审稿时长
6 weeks
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