Integrated PET/MR

集成 PET / MR
  • 文章类型: Journal Article
    背景:开发早期AD患者的生物标志物至关重要。通过18F-FDGPET测量的葡萄糖代谢是用于评估细胞能量代谢以诊断AD的最常见的生物标志物。动脉自旋标记(ASL)MRI可能为神经退行性疾病患者提供与18F-FDGPET相当的诊断信息。然而,18F-FDGPET和ASL对AD诊断性能的结论仍存在争议。这项研究旨在比较使用集成PET/MR通过18F-FDGPET测量的定量脑血流量(CBF)和葡萄糖代谢对阿尔茨海默病(AD)和遗忘型轻度认知障碍(aMCI)患者的诊断价值。
    结果:分析显示,与双侧顶颞区的NC参与者相比,AD患者中降低的区域rCBF和18F-FDGPETSUVR重叠,额叶皮质,和扣带皮质.与NC参与者相比,aMCI患者仅在双侧颞叶皮质表现出较低的18F-FDGPETSUVR,脑岛皮层,和下额叶皮层.aMCI患者和NC患者的rCBF比较差异无统计学意义(P>0.05)。meta-ROI中rCBF的ROC分析可以诊断AD患者(AUC,0.87),但不是aMCI(AUC,0.61)。结合rCBF和18F-FDGPETSUVR诊断aMCI的特异性提高到75.56%。
    结论:与18F-FDGPET相比,在AD患者中,与NC参与者相比,ASL可以检测到类似的异常异常模式,但在aMCI中没有。18F-FDG-PET对AD和aMCI患者的诊断效率仍然高于ASL。我们的发现支持应用18F-FDGPET可能更适合诊断AD和aMCI。
    BACKGROUND: Developing biomarkers for early stage AD patients is crucial. Glucose metabolism measured by 18F-FDG PET is the most common biomarker for evaluating cellular energy metabolism to diagnose AD. Arterial spin labeling (ASL) MRI can potentially provide comparable diagnostic information to 18F-FDG PET in patients with neurodegenerative disorders. However, the conclusions about the diagnostic performance of AD are still controversial between 18F-FDG PET and ASL. This study aims to compare quantitative cerebral blood flow (CBF) and glucose metabolism measured by 18F-FDG PET diagnostic values in patients with Alzheimer\'s disease (AD) and amnestic mild cognitive impairment (aMCI) using integrated PET/MR.
    RESULTS: Analyses revealed overlapping between decreased regional rCBF and 18F-FDG PET SUVR in patients with AD compared with NC participants in the bilateral parietotemporal regions, frontal cortex, and cingulate cortex. Compared with NC participants, patients with aMCI exclusively demonstrated lower 18F-FDG PET SUVR in the bilateral temporal cortex, insula cortex, and inferior frontal cortex. Comparison of the rCBF in patients with aMCI and NC participants revealed no significant difference (P > 0.05). The ROC analysis of rCBF in the meta-ROI could diagnose patients with AD (AUC, 0.87) but not aMCI (AUC, 0.61). The specificity of diagnosing aMCI has been improved to 75.56% when combining rCBF and 18F-FDG PET SUVR.
    CONCLUSIONS: ASL could detect similar aberrant patterns of abnormalities compared to 18F-FDG PET in patients with AD compared with NC participants but not in aMCI. The diagnostic efficiency of 18F-FDG-PET for AD and aMCI patients remained higher to ASL. Our findings support that applying 18F-FDG PET may be preferable for diagnosing AD and aMCI.
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  • 文章类型: Journal Article
    评价正电子发射断层显像(PET)-体素内不相干运动(IVIM)磁共振成像(MRI)对无淋巴结转移的宫颈癌患者淋巴血管间隙侵犯(LVSI)的预测价值。
    本研究共纳入90例PET/MRI无淋巴结转移征象的宫颈癌患者。根据术后病理将肿瘤分为LVSI阳性(n=25)和LVSI阴性(n=65)组。PET衍生参数(SUVmax,Suvmean,代谢性肿瘤体积(MTV)和总病变糖酵解(TLG))和IVIM衍生参数(ADCmean,ADCmin,Dmean,Dmin,f,使用Studentt检验(非正态分布变量的Mann-WhitneyU检验)和受试者工作特征(ROC)曲线评估两组之间的D*和总肿瘤体积(GTV))。使用单变量和多变量逻辑回归模型研究预测LVSI的PET/MR参数的最佳组合,并通过ROC曲线进行评估。最佳截止阈值对应于Youden指数的最大值。使用1000个自举样本建立了控制模型,使用校准曲线和ROC曲线验证了性能。
    PET衍生参数(SUVmax,Suvmean,MTV,TLG)和IVIMMRI衍生参数(Dmin,ADCmin,GTV)在有和没有LVSI的患者之间存在显着差异(P<0.05)。Logistic分析表明,TLG和Dmin的组合对LVSI诊断具有最强的预测价值(曲线下面积(AUC),0.861;灵敏度,80.00;特异性,86.15;P<0.001)。Dmin和TLG的最佳截止阈值分别为0.58×10-3mm2/s和66.68g/cm3。验证模型显示TLG和Dmin的组合具有最强的预测价值,其ROC曲线和校准曲线显示出良好的准确性(AUC,0.878)和一致性。
    TLG和Dmin联合可能是预测无淋巴结转移的宫颈癌LVSI的最佳指标。
    To evaluate the contributory value of positron emission tomography (PET)-intravoxel incoherent motion (IVIM) magnetic resonance imaging (MRI) in the prediction of lymphovascular space invasion (LVSI) in patients with cervical cancer without lymphatic metastasis.
    A total of 90 patients with cervical cancer without signs of lymph node metastasis on PET/MRI were enrolled in this study. The tumours were classified into LVSI-positive (n = 25) and LVSI-negative (n = 65) groups according to postoperative pathology. The PET-derived parameters (SUVmax, SUVmean, metabolic tumour volume (MTV) and total lesion glycolysis (TLG)) and IVIM-derived parameters (ADCmean, ADCmin, Dmean, Dmin, f, D* and gross tumour volume (GTV)) between the two groups were evaluated using a Student\'s t test (Mann-Whitney U test for variables with a nonnormal distribution) and receiver operating characteristic (ROC) curves. The optimal combination of PET/MR parameters for predicting LVSI was investigated using univariate and multivariate logistic regression models and evaluated by ROC curves. The optimal cutoff threshold values corresponded to the maximal values of the Youden index. A control model was established using 1000 bootstrapped samples, for which the performance was validated using calibration curves and ROC curves.
    PET-derived parameters (SUVmax, SUVmean, MTV, TLG) and IVIM MRI-derived parameters (Dmin, ADCmin, GTV) were significantly different between patients with and without LVSI (P < 0.05). Logistic analyses showed that a combination of TLG and Dmin had the strongest predictive value for LVSI diagnosis (area under the curve (AUC), 0.861; sensitivity, 80.00; specificity, 86.15; P < 0.001). The optimal cutoff threshold values for Dmin and TLG were 0.58 × 10-3 mm2/s and 66.68 g/cm3, respectively. The verification model showed the combination of TLG and Dmin had the strongest predictive value, and its ROC curve and calibration curve showed good accuracy (AUC, 0.878) and consistency.
    The combination of TLG and Dmin may be the best indicator for predicting LVSI in cervical cancer without lymphatic metastasis.
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  • 文章类型: Journal Article
    We present a novel technique for accurate whole-body attenuation correction in the presence of metallic endoprosthesis, on integrated non-time-of-flight (non-TOF) PET/MRI scanners. The proposed implant PET-based attenuation map completion (IPAC) method performs a joint reconstruction of radioactivity and attenuation from the emission data to determine the position, shape, and linear attenuation coefficient (LAC) of metallic implants. Methods: The initial estimate of the attenuation map was obtained using the MR Dixon method currently available on the Siemens Biograph mMR scanner. The attenuation coefficients in the area of the MR image subjected to metal susceptibility artifacts are then reconstructed from the PET emission data using the IPAC algorithm. The method was tested on 11 subjects presenting 13 different metallic implants, who underwent CT and PET/MR scans. Relative mean LACs and Dice similarity coefficients were calculated to determine the accuracy of the reconstructed attenuation values and the shape of the metal implant, respectively. The reconstructed PET images were compared with those obtained using the reference CT-based approach and the Dixon-based method. Absolute relative change (aRC) images were generated in each case, and voxel-based analyses were performed. Results: The error in implant LAC estimation, using the proposed IPAC algorithm, was 15.7% ± 7.8%, which was significantly smaller than the Dixon- (100%) and CT- (39%) derived values. A mean Dice similarity coefficient of 73% ± 9% was obtained when comparing the IPAC- with the CT-derived implant shape. The voxel-based analysis of the reconstructed PET images revealed quantification errors (aRC) of 13.2% ± 22.1% for the IPAC- with respect to CT-corrected images. The Dixon-based method performed substantially worse, with a mean aRC of 23.1% ± 38.4%. Conclusion: We have presented a non-TOF emission-based approach for estimating the attenuation map in the presence of metallic implants, to be used for whole-body attenuation correction in integrated PET/MR scanners. The Graphics Processing Unit implementation of the algorithm will be included in the open-source reconstruction toolbox Occiput.io.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    目的:同时采集MR和正电子发射断层扫描(PET)图像需要将MR检测线圈放置在PET检测环内部,在该处吸收和散射光子。此约束是在每种模态上实现最佳灵敏度的主要障碍。这里,我们提出了一个31通道PET兼容的脑阵列线圈,其衰减降低,但MR灵敏度提高.
    方法:进行了一系列组件测试,以确定PET和MR性能之间的权衡。研究的方面包括前置放大器的远程定位,同轴电缆尺寸,线圈迹线尺寸/材料,和塑料外壳。然后,我们以最小的MR灵敏度成本最大化PET性能。评估线圈的MR性能(信噪比[SNR],g因子)和PET衰减。
    结果:线圈设计显示,与常规32通道阵列相比,衰减提高了190%(平均),并且在MRSNR中没有损失。此外,与具有相似衰减特性的PET优化的8通道阵列相比,31通道线圈显示出230%的SNR改善(感兴趣的皮质区域).实施31通道阵列的衰减校正成功去除PET伪影,与8通道阵列相当。
    结论:31通道PET兼容线圈的设计使PET/MR成像具有更高的灵敏度,为这个混合成像领域的新应用铺平了道路。
    OBJECTIVE: Simultaneous acquisition of MR and positron emission tomography (PET) images requires the placement of the MR detection coil inside the PET detector ring where it absorbs and scatters photons. This constraint is the principal barrier to achieving optimum sensitivity on each modality. Here, we present a 31-channel PET-compatible brain array coil with reduced attenuation but improved MR sensitivity.
    METHODS: A series of component tests were performed to identify tradeoffs between PET and MR performance. Aspects studied include the remote positioning of preamplifiers, coax size, coil trace size/material, and plastic housing. We then maximized PET performance at minimal cost to MR sensitivity. The coil was evaluated for MR performance (signal to noise ratio [SNR], g-factor) and PET attenuation.
    RESULTS: The coil design showed an improvement in attenuation by 190% (average) compared with conventional 32-channel arrays, and no loss in MR SNR. Moreover, the 31-channel coil displayed an SNR improvement of 230% (cortical region of interest) compared with a PET-optimized 8-channel array with similar attenuation properties. Implementing attenuation correction of the 31-channel array successfully removed PET artifacts, which were comparable to those of the 8-channel array.
    CONCLUSIONS: The design of the 31-channel PET-compatible coil enables higher sensitivity for PET/MR imaging, paving the way for novel applications in this hybrid-imaging domain.
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  • 文章类型: Journal Article
    集成的全身PET/MR混合成像结合了出色的软组织对比度和MR提供的各种功能成像参数,具有高灵敏度和正电子发射断层扫描(PET)提供的放射性示踪剂代谢的定量。虽然目前正在进行临床评估,集成PET/MR对新技术和创新解决方案的需求,目前正在进行跨学科研究。人体软组织和硬件组件的衰减校正必须基于MR,以保持PET成像的量化,因为缺少计算机断层扫描(CT)衰减信息。这提出了如何通过MR成像提供骨骼信息的问题。MR成像中有限的视场导致身体成像和基于MR的衰减校正中的截断。另一个研究领域是运动校正技术的实现,以鉴于相对较长的PET数据采集时间来校正呼吸和心脏运动。集成PET/MR在肿瘤学中的初步临床应用,神经学,儿科肿瘤学,和心血管疾病被强调。这里的混合成像工作流程必须针对临床适应症进行定制,以最大化诊断信息,同时最小化采集时间。PET/MR引入了需要特殊观察和创新解决方案进行校正的新伪影。最后,讨论了PET/MR混合成像中对适当体模和标准化工作的需求日益增加。
    Integrated whole-body PET/MR hybrid imaging combines excellent soft tissue contrast and various functional imaging parameters provided by MR with high sensitivity and quantification of radiotracer metabolism provided by positron emission tomography (PET). While clinical evaluation now is under way, integrated PET/MR demands for new technologies and innovative solutions, currently subject to interdisciplinary research. Attenuation correction of human soft tissues and of hardware components has to be MR-based to maintain quantification of PET imaging because computed tomography (CT) attenuation information is missing. This brings up the question of how to provide bone information with MR imaging. The limited field-of-view in MR imaging leads to truncations in body imaging and MR-based attenuation correction. Another research field is the implementation of motion correction technologies to correct for breathing and cardiac motion in view of the relatively long PET data acquisition times. Initial clinical applications of integrated PET/MR in oncology, neurology, pediatric oncology, and cardiovascular disease are highlighted. The hybrid imaging workflow here has to be tailored to the clinical indication to maximize diagnostic information while minimizing acquisition time. PET/MR introduces new artifacts that need special observation and innovative solutions for correction. Finally, the rising need for appropriate phantoms and standardization efforts in PET/MR hybrid imaging is discussed.
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