brain PET

  • 文章类型: Journal Article
    为开发以下三种用于大脑18F-氟脱氧葡萄糖-正电子发射断层扫描(PET)的衰减校正(AC)方法,使用深度学习,并确定其精度水平:(i)间接方法;(ii)直接方法;(iii)直接和高分辨率校正(直接HRC)方法。
    我们包括53例接受头颅磁共振成像(MRI)和计算机断层扫描(CT)的患者和27例接受头颅MRI的患者,CT,和PET。磁共振融合后,CT,和PET图像,进行重采样以标准化视野和矩阵大小并准备数据集.在间接方法中,生成合成CT(SCT)图像,而在直接和直接+HRC方法中,使用U型网络结构生成AC图像。在间接方法中,使用U-net而不是CT图像,根据MRI检查结果生成的SCT图像进行衰减校正.在直接和直接+HRC方法中,使用U-net直接从非AC图像生成AC图像,其次是图像评价。基于归一化均方误差(NMSE)和结构相似性(SSIM),比较了使用间接和直接方法生成的AC图像的精度水平。
    视觉检查显示使用基于CT的衰减校正制备的AC图像与使用三种方法制备的AC图像之间没有差异。NMSE按间接顺序增加,直接,和直接+HRC方法,值分别为0.281×10-3、4.62×10-3和12.7×10-3。此外,直接+HRC法的SSIM为0.975。
    直接+HRC方法无需CT曝光即可实现精确衰减,无需专用校正程序即可实现高分辨率校正。
    UNASSIGNED: To develop the following three attenuation correction (AC) methods for brain 18F-fluorodeoxyglucose-positron emission tomography (PET), using deep learning, and to ascertain their precision levels: (i) indirect method; (ii) direct method; and (iii) direct and high-resolution correction (direct+HRC) method.
    UNASSIGNED: We included 53 patients who underwent cranial magnetic resonance imaging (MRI) and computed tomography (CT) and 27 patients who underwent cranial MRI, CT, and PET. After fusion of the magnetic resonance, CT, and PET images, resampling was performed to standardize the field of view and matrix size and prepare the data set. In the indirect method, synthetic CT (SCT) images were generated, whereas in the direct and direct+HRC methods, a U-net structure was used to generate AC images. In the indirect method, attenuation correction was performed using SCT images generated from MRI findings using U-net instead of CT images. In the direct and direct+HRC methods, AC images were generated directly from non-AC images using U-net, followed by image evaluation. The precision levels of AC images generated using the indirect and direct methods were compared based on the normalized mean squared error (NMSE) and structural similarity (SSIM).
    UNASSIGNED: Visual inspection revealed no difference between the AC images prepared using CT-based attenuation correction and those prepared using the three methods. The NMSE increased in the order indirect, direct, and direct+HRC methods, with values of 0.281×10-3, 4.62×10-3, and 12.7×10-3, respectively. Moreover, the SSIM of the direct+HRC method was 0.975.
    UNASSIGNED: The direct+HRC method enables accurate attenuation without CT exposure and high-resolution correction without dedicated correction programs.
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  • 文章类型: Case Reports
    结外弥漫性大B细胞淋巴瘤(DLBCL)是一种异质性疾病过程,是一种侵袭性形式的非霍奇金淋巴瘤。我们介绍了一个有记录的危险因素的患者的DLBCL多器官受累的病例。包括[18F]氟脱氧葡萄糖正电子发射断层扫描/磁共振成像发现,突出显示了双侧三叉神经的颅内和颅外段的显着神经周围扩散。
    Extranodal diffuse large B-cell lymphoma (DLBCL) is a heterogeneous disease process and an aggressive form of non-Hodgkin\'s lymphoma. We present a case of multiorgan involvement of DLBCL in a patient with documented risk factors, including [ 18 F] fluorodeoxyglucose positron emission tomography/magnetic resonance imaging findings highlighting striking perineural spread involving intracranial and extracranial segments of the bilateral trigeminal nerves.
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  • 文章类型: Journal Article
    耶鲁大学的合作,加州大学,戴维斯,联合成像医疗公司成功开发了NeuroEXPLORER,具有高空间分辨率的专用人脑PET成像仪,高灵敏度,和一个内置的三维相机无标记连续运动跟踪。它具有很高的交互深度和飞行时间分辨率,以及52.4厘米的横向视野(FOV)和扩展的轴向FOV(49.5厘米)以增强灵敏度。这里,我们展示了物理特征,绩效评估,以及神经EXPLORER的第一张人类图像。方法:空间分辨率的测量,灵敏度,计数率性能,能量和定时分辨率,根据美国国家电气制造商协会(NEMA)NU2-2018标准执行图像质量。通过对Hoffman3维大脑模型和微型Derenzo模型的成像研究证明了该系统的性能。呈现来自健康志愿者的初始18F-FDG图像。结果:采用滤波反投影重建,径向和切向空间分辨率(半峰全宽)平均为1.64、2.06和2.51mm,轴向分辨率为2.73、2.89和2.93mm,径向偏移为1、10和20cm,分别。平均飞行时间分辨率为236ps,能量分辨率为10.5%。NEMA灵敏度为中心的46.0和47.6kcps/MBq,偏移为10厘米,分别。在FOV中心实现了11.8%的灵敏度。在58.0kBq/mL时,峰值噪声等效计数率为1.31Mcps,在5.3kBq/mL时的散射分数为36.5%。峰值噪声等效计数率下的最大计数率误差小于5%。在3次迭代时,NEMA图像质量对比度恢复系数从74.5%(10毫米球体)变化到92.6%(37毫米球体),背景变异性为3.1%至1.4%,对比度为4.0:1。示例人脑18F-FDG图像表现出非常高的分辨率,捕捉皮层和皮层下结构的复杂细节。结论:NeuroEXPLORER具有高灵敏度和高空间分辨率。随着其轴向长度长,它还可以实现高质量的脊髓成像和来自颈动脉的图像输入功能。这些性能增强将大大拓宽人脑PET范例的范围,协议,从而临床研究应用。
    The collaboration of Yale, the University of California, Davis, and United Imaging Healthcare has successfully developed the NeuroEXPLORER, a dedicated human brain PET imager with high spatial resolution, high sensitivity, and a built-in 3-dimensional camera for markerless continuous motion tracking. It has high depth-of-interaction and time-of-flight resolutions, along with a 52.4-cm transverse field of view (FOV) and an extended axial FOV (49.5 cm) to enhance sensitivity. Here, we present the physical characterization, performance evaluation, and first human images of the NeuroEXPLORER. Methods: Measurements of spatial resolution, sensitivity, count rate performance, energy and timing resolution, and image quality were performed adhering to the National Electrical Manufacturers Association (NEMA) NU 2-2018 standard. The system\'s performance was demonstrated through imaging studies of the Hoffman 3-dimensional brain phantom and the mini-Derenzo phantom. Initial 18F-FDG images from a healthy volunteer are presented. Results: With filtered backprojection reconstruction, the radial and tangential spatial resolutions (full width at half maximum) averaged 1.64, 2.06, and 2.51 mm, with axial resolutions of 2.73, 2.89, and 2.93 mm for radial offsets of 1, 10, and 20 cm, respectively. The average time-of-flight resolution was 236 ps, and the energy resolution was 10.5%. NEMA sensitivities were 46.0 and 47.6 kcps/MBq at the center and 10-cm offset, respectively. A sensitivity of 11.8% was achieved at the FOV center. The peak noise-equivalent count rate was 1.31 Mcps at 58.0 kBq/mL, and the scatter fraction at 5.3 kBq/mL was 36.5%. The maximum count rate error at the peak noise-equivalent count rate was less than 5%. At 3 iterations, the NEMA image-quality contrast recovery coefficients varied from 74.5% (10-mm sphere) to 92.6% (37-mm sphere), and background variability ranged from 3.1% to 1.4% at a contrast of 4.0:1. An example human brain 18F-FDG image exhibited very high resolution, capturing intricate details in the cortex and subcortical structures. Conclusion: The NeuroEXPLORER offers high sensitivity and high spatial resolution. With its long axial length, it also enables high-quality spinal cord imaging and image-derived input functions from the carotid arteries. These performance enhancements will substantially broaden the range of human brain PET paradigms, protocols, and thereby clinical research applications.
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  • 文章类型: Journal Article
    突触小泡糖蛋白2A的PET成像允许突触的非侵入性定量。这项首次在人类中的研究旨在评估动力学,复测重现性,以及最近开发的突触小泡糖蛋白2APET配体的特异性结合程度,(R)-4-(3-(18F-氟)苯基)-1-((3-甲基吡啶-4-基)甲基)吡咯烷-2-酮(18F-SynVesT-2),具有快速的大脑动力学。方法:9名健康志愿者参加了这项研究,并在高分辨率研究断层扫描仪上使用18F-SynVesT-2进行了扫描。5名志愿者在不同的2天扫描2次。五名志愿者接受预注射左乙拉西坦(20mg/kg,静脉注射)。收集动脉血以计算血浆游离分数并生成动脉输入函数。将各个MR图像与大脑图集进行配准,以定义用于生成时间-活动曲线的感兴趣区域,用1-和2-组织区室(1TC和2TC)模型拟合,得出区域分布体积(VT)。从1TCVT计算区域不可位移结合电位(BPND),使用中心半卵(CS)作为参考区域。结果:合成的18F-SynVesT-2具有较高的摩尔活性(187±69MBq/nmol,n=19)。血浆中18F-SynVesT-2的母体分数在注射后30分钟为28%±8%,血浆游离分数高(0.29±0.04)。18F-SynVesT-2迅速进入大脑,在注射后10分钟内SUVpeak为8。区域时间-活动曲线与1TC和2TC模型拟合良好;然而,使用1TC模型更可靠地估计了VT。1TCVT范围从CS的1.9±0.2mL/cm3到壳核的7.6±0.8mL/cm3,具有较低的绝对重测变异性(6.0%±3.6%)。区域BPND范围从海马的1.76±0.21到壳核的3.06±0.29。20分钟的扫描足以提供可靠的VT和BPND结论:18F-SynVesT-2具有快速的动力学,高比摄取,和大脑中的低非特异性摄取。与非人类灵长类动物的结果一致,在人脑中,18F-SynVesT-2的动力学比11C-UCB-J和18F-SynVesT-1的动力学更快,并且能够在较短的动态扫描中获得脑血流和突触密度的生理信息.
    PET imaging of synaptic vesicle glycoprotein 2A allows for noninvasive quantification of synapses. This first-in-human study aimed to evaluate the kinetics, test-retest reproducibility, and extent of specific binding of a recently developed synaptic vesicle glycoprotein 2A PET ligand, (R)-4-(3-(18F-fluoro)phenyl)-1-((3-methylpyridin-4-yl)methyl)pyrrolidine-2-one (18F-SynVesT-2), with fast brain kinetics. Methods: Nine healthy volunteers participated in this study and were scanned on a High Resolution Research Tomograph scanner with 18F-SynVesT-2. Five volunteers were scanned twice on 2 different days. Five volunteers were rescanned with preinjected levetiracetam (20 mg/kg, intravenously). Arterial blood was collected to calculate the plasma free fraction and generate the arterial input function. Individual MR images were coregistered to a brain atlas to define regions of interest for generating time-activity curves, which were fitted with 1- and 2-tissue-compartment (1TC and 2TC) models to derive the regional distribution volume (V T). The regional nondisplaceable binding potential (BP ND) was calculated from 1TC V T, using the centrum semiovale (CS) as the reference region. Results: 18F-SynVesT-2 was synthesized with high molar activity (187 ± 69 MBq/nmol, n = 19). The parent fraction of 18F-SynVesT-2 in plasma was 28% ± 8% at 30 min after injection, and the plasma free fraction was high (0.29 ± 0.04). 18F-SynVesT-2 entered the brain quickly, with an SUVpeak of 8 within 10 min after injection. Regional time-activity curves fitted well with both the 1TC and the 2TC models; however, V T was estimated more reliably using the 1TC model. The 1TC V T ranged from 1.9 ± 0.2 mL/cm3 in CS to 7.6 ± 0.8 mL/cm3 in the putamen, with low absolute test-retest variability (6.0% ± 3.6%). Regional BP ND ranged from 1.76 ± 0.21 in the hippocampus to 3.06 ± 0.29 in the putamen. A 20-min scan was sufficient to provide reliable V T and BP ND Conclusion: 18F-SynVesT-2 has fast kinetics, high specific uptake, and low nonspecific uptake in the brain. Consistent with the nonhuman primate results, the kinetics of 18F-SynVesT-2 is faster than the kinetics of 11C-UCB-J and 18F-SynVesT-1 in the human brain and enables a shorter dynamic scan to derive physiologic information on cerebral blood flow and synapse density.
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  • 文章类型: Journal Article
    背景:在CriduChat(CdC)中,癌症作为合并症极为罕见。在丹麦的数据库中,西班牙,澳大利亚,新西兰,和日本,没有癌症的报道;在意大利和德国,在321种CdCs中鉴定出4种癌症。
    方法:在一名29岁的CdC患者中,呕血后的临床研究导致食管腺癌(EAC)的诊断。还观察到高疼痛阈值。常规和分子细胞遗传学定义了缺失的大小,和外显子组分析完成了三人的分子工作。
    结果:细胞遗传学分析显示从头染色体改变:46,XY,ishdel(5)(p14.3)(D5S28-)和ARR[GRCh37]5p15.33p14.3(1498180_19955760)x1。定量感官测试显示出高的热阈值。对大脑进行的18f-氟代脱氧葡萄糖PET/TC扫描未能检测到体感区域或岛叶皮质的代谢减少。三人(患者和父母)的外显子组分析未能确定变体被解释为EAC的可能风险因素。
    结论:我们得出结论,存在众所周知的危险因素(男性,肥胖,胃食管反流,和Barrett的化生)在表达不适或参考临床症状的能力非常有限的患者中一直是发生EAC的主要危险因素。目前,根据现有数据,没有证据表明CdC患者患癌症的风险增加.
    BACKGROUND: In Cri du Chat (CdC), cancer as comorbidity is extremely rare. In databases from Denmark, Spain, Australia, New Zealand, and Japan, no cancer was reported; in Italy and Germany, four cancers were identified out of 321 CdCs.
    METHODS: In a 29-year-old CdC patient, clinical investigations following hematemesis led to the diagnosis of esophageal adenocarcinoma (EAC). A high pain threshold was also observed. Conventional and molecular cytogenetic defined the size of the deletion, and exome analysis on the trio completed the molecular work.
    RESULTS: Cytogenetic analysis showed a de novo chromosomal alteration: 46,XY,ishdel(5)(p14.3)(D5S28-) and arr[GRCh37] 5p15.33p14.3(1498180_19955760)x1. A quantitative sensory test demonstrated a high heat threshold. A 18f-fluorodeoxyglucose PET/TC scan of the brain failed to detect reduction of metabolism in the somatosensory area or insular cortex. Exome analysis in the trio (patient and parents) failed to identify variants to be interpreted as a likely risk factor for EAC.
    CONCLUSIONS: We conclude that the presence of well-known risk factors (maleness, obesity, gastroesophageal reflux, and Barrett\'s metaplasia) in a patient with very limited capability of expressing discomfort or referring clinical symptoms have been the main risk factors for developing EAC. At present, based on the available data, there is no evidence of any increased risk of developing cancer in CdC patients.
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  • 文章类型: Journal Article
    头部运动校正是脑PET成像的重要组成部分,其中即使是小幅度的运动也会极大地降低图像质量并引入伪影。在以前工作的基础上,我们提出了一个新的头部运动校正框架,以快速重建为输入。所提出的方法的主要特征是:(i)采用高分辨率短帧快速重建工作流程;(ii)开发用于PET数据表示提取的新型编码器;以及(iii)实现数据增强技术。进行消融研究以评估这些设计选择中的每一个的个体贡献。此外,多学科研究是在18F-FPEB数据集上进行的,通过MOLAR重建研究和相应的大脑感兴趣区域(ROI)标准摄取值(SUV)评估,对方法性能进行了定性和定量评估。此外,我们还将我们的方法与传统的基于强度的配准方法进行了比较。我们的结果表明,该方法在所有主题上都优于其他方法,并且可以准确地估计出训练集之外的受试者的运动。所有代码均可在GitHub上公开获得:https://github.com/OnofreyLab/dl-hmc_fast_recon_miccai2023。
    Head motion correction is an essential component of brain PET imaging, in which even motion of small magnitude can greatly degrade image quality and introduce artifacts. Building upon previous work, we propose a new head motion correction framework taking fast reconstructions as input. The main characteristics of the proposed method are: (i) the adoption of a high-resolution short-frame fast reconstruction workflow; (ii) the development of a novel encoder for PET data representation extraction; and (iii) the implementation of data augmentation techniques. Ablation studies are conducted to assess the individual contributions of each of these design choices. Furthermore, multi-subject studies are conducted on an 18F-FPEB dataset, and the method performance is qualitatively and quantitatively evaluated by MOLAR reconstruction study and corresponding brain Region of Interest (ROI) Standard Uptake Values (SUV) evaluation. Additionally, we also compared our method with a conventional intensity-based registration method. Our results demonstrate that the proposed method outperforms other methods on all subjects, and can accurately estimate motion for subjects out of the training set. All code is publicly available on GitHub: https://github.com/OnofreyLab/dl-hmc_fast_recon_miccai2023.
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  • 文章类型: Journal Article
    我们专注于回顾具有不规则几何形状的专用PET扫描仪的最新发展以及多功能PET成像的不同方面的潜力。首先,我们讨论了非常规PET探测器几何形状的进展。然后,我们提出了针对乳房的器官专用PET扫描仪的创新设计,大脑,前列腺,和心脏成像。我们还将回顾不规则几何形状的PET扫描仪的图像重建算法的挑战和可能的伪影,例如非圆柱形和部分角度覆盖几何形状以及如何解决它们。然后,我们试图解决一些关于专用PET扫描仪的成本/收益分析的公开问题,理论概念设计离市场/诊所有多远,以及在不影响性能的情况下降低制造成本的策略。
    We focus on reviewing state-of-the-art developments of dedicated PET scanners with irregular geometries and the potential of different aspects of multifunctional PET imaging. First, we discuss advances in non-conventional PET detector geometries. Then, we present innovative designs of organ-specific dedicated PET scanners for breast, brain, prostate, and cardiac imaging. We will also review challenges and possible artifacts by image reconstruction algorithms for PET scanners with irregular geometries, such as non-cylindrical and partial angular coverage geometries and how they can be addressed. Then, we attempt to address some open issues about cost/benefits analysis of dedicated PET scanners, how far are the theoretical conceptual designs from the market/clinic, and strategies to reduce fabrication cost without compromising performance.
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  • 文章类型: Journal Article
    背景:已提出图像协调,以最大程度地减少在多中心研究中获得的脑PET扫描中的异质性。然而,缺乏标准的验证方法和软件工具。这里,我们在一项多中心的欧洲临床试验中评估了脑PET扫描统一框架的性能.
    方法:在28个PET系统中获取Hoffman3D脑模型,并使用特定部位的设置进行重建。对于每次扫描,估计有效图像分辨率(EIR)的半峰全宽(FWHM)和协调核。选择目标EIR作为成像网络中最粗的EIR。使用\"霍夫曼3D大脑分析工具,“在协调前后计算图像质量指标:变异系数(COV%),灰质恢复系数(GMRC),对比,冷点RC,和左右GMRC比率。设定COV%≤15%和对比度≥2.2作为验收标准。重复该程序以在扫描的子集中实现6mm目标EIR。评估了该方法对典型剂量校准器误差的鲁棒性。
    结果:整个系统的EIR范围为3.3至8.1毫米,并且选择8mm的EIR作为目标分辨率。统一后,所有扫描均符合可接受的图像质量标准,而之前只有13人(39.4%)这样做。协调程序导致较低的系统间变异性指标:平均值±SDCOV%(从16.97±6.03到7.86±1.47%),GMRC四分位数间范围(0.040-0.012),和对比度SD(0.14-0.05)。用6-mmFWHM靶EIR获得类似的结果。DRO活性中±10%的误差导致估计的EIR中低于1mm的差异。
    结论:协调脑PET扫描的EIR显著降低了图像质量变异性,同时对定量准确性的影响最小。该方法可以前瞻性地用于协调扫描以达到更清晰的分辨率,并且对剂量校准器误差具有鲁棒性。在脑PET多中心研究中可获得相当的图像质量,同时保持定量准确性。
    BACKGROUND: Image harmonization has been proposed to minimize heterogeneity in brain PET scans acquired in multi-center studies. However, standard validated methods and software tools are lacking. Here, we assessed the performance of a framework for the harmonization of brain PET scans in a multi-center European clinical trial.
    METHODS: Hoffman 3D brain phantoms were acquired in 28 PET systems and reconstructed using site-specific settings. Full Width at Half Maximum (FWHM) of the Effective Image Resolution (EIR) and harmonization kernels were estimated for each scan. The target EIR was selected as the coarsest EIR in the imaging network. Using \"Hoffman 3D brain Analysis tool,\" indicators of image quality were calculated before and after the harmonization: The Coefficient of Variance (COV%), Gray Matter Recovery Coefficient (GMRC), Contrast, Cold-Spot RC, and left-to-right GMRC ratio. A COV% ≤ 15% and Contrast ≥ 2.2 were set as acceptance criteria. The procedure was repeated to achieve a 6-mm target EIR in a subset of scans. The method\'s robustness against typical dose-calibrator-based errors was assessed.
    RESULTS: The EIR across systems ranged from 3.3 to 8.1 mm, and an EIR of 8 mm was selected as the target resolution. After harmonization, all scans met acceptable image quality criteria, while only 13 (39.4%) did before. The harmonization procedure resulted in lower inter-system variability indicators: Mean ± SD COV% (from 16.97 ± 6.03 to 7.86 ± 1.47%), GMRC Inter-Quartile Range (0.040-0.012), and Contrast SD (0.14-0.05). Similar results were obtained with a 6-mm FWHM target EIR. Errors of ± 10% in the DRO activity resulted in differences below 1 mm in the estimated EIR.
    CONCLUSIONS: Harmonizing the EIR of brain PET scans significantly reduced image quality variability while minimally affecting quantitative accuracy. This method can be used prospectively for harmonizing scans to target sharper resolutions and is robust against dose-calibrator errors. Comparable image quality is attainable in brain PET multi-center studies while maintaining quantitative accuracy.
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  • 文章类型: Journal Article
    与现有的全身PET系统相比,专用脑部PET扫描仪经过优化,可提供高灵敏度和高空间分辨率,在各种临床和研究环境中生产和安装它们可以便宜得多。在过去的几年中,探测器技术的进步已经放置了几个独立的PET,PET/计算机断层扫描,和PET/MR系统上或附近的商业市场;这些系统的特点和能力将在这里回顾。
    Dedicated brain PET scanners are optimized to provide high sensitivity and high spatial resolution compared with existing whole-body PET systems, and they can be much cheaper to produce and install in various clinical and research settings. Advancements in detector technology over the past few years have placed several standalone PET, PET/computed tomography, and PET/MR systems on or near the commercial market; the features and capabilities of these systems will be reviewed here.
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  • 文章类型: Case Reports
    肌萎缩侧索硬化症(ALS)是一种致命的进行性神经退行性疾病,涉及上运动神经元和下运动神经元。有趣的是,15%至41%的ALS患者伴有额颞叶痴呆(FTD)。大约,50%的ALS患者可以与不符合FTD诊断标准的更广泛的神经心理疾病共存。这种关联导致修订和扩展了建立ALS-额颞叶谱系障碍(FTSD)的标准。在这个案例报告中,我们回顾背景资料,流行病学,病理生理学,ALS-FTSD的结构和分子影像学特征。
    Amyotrophic lateral sclerosis (ALS) is a fatal and progressive neurodegenerative disorder involving both upper and lower motor neurons. Interestingly, 15 to 41% of patients with ALS have concomitant frontotemporal dementia (FTD). Approximately, 50% of patients with ALS can copresent with a broader set of neuropsychological pathologies that do not meet FTD diagnostic criteria. This association resulted in revised and expanded criteria establishing the ALS-frontotemporal spectrum disorder (FTSD). In this case report, we review background information, epidemiology, pathophysiology, and structural and molecular imaging features of ALS-FTSD.
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