SUVR

SUVR
  • 文章类型: Journal Article
    目的:[18F]MK-6240,第二代tauPET示踪剂,越来越多地用于阿尔茨海默病(AD)体内脑tau蛋白病的检测和定量。鉴于神经系统症状可以通过地形而不是脑部病变的性质更好地解释,我们的研究旨在评估认知障碍是否与tau-PET信号强度的空间范围更密切相关,如通过标准摄取值比率(SUVr)测量的。
    方法:[18F]使用SUVr和tau病变程度(EOT,SUVr≥1.3的体素百分比)。PET数据首先在诊断类别之间进行比较,计算ROC曲线以评估敏感性和特异性。然后将PET数据与认知表现和脑脊液(CSF)tau值相关联。
    结果:Braak≤2区域的EOT提供了最高的诊断准确性,区分淀粉样蛋白阴性和阳性临床未受损个体(阈值=9%,灵敏度=79%,特异性=82%)以及前驱AD和临床前AD(阈值=38%,灵敏度=81%,特异性=93%)。与SUVr相比,EOT与认知的相关性更好(ΔR20.08-0.09),在Braak≤4区域观察到EOT的相关性最好(R2=0.64)。认知表现与PET指标比与CSF值更密切相关。
    结论:根据EOT而不是SUVr对[18F]MK-6240tauPET进行定量可显著增加与认知表现的相关性。中颞叶的定量对诊断临床前AD或前驱AD最有用。
    OBJECTIVE: [18F]MK-6240, a second-generation tau PET tracer, is increasingly used for the detection and the quantification of in vivo cerebral tauopathy in Alzheimer\'s disease (AD). Given that neurological symptoms are better explained by the topography rather than by the nature of brain lesions, our study aimed to evaluate whether cognitive impairment would be more closely associated with the spatial extent than with the intensity of tau-PET signal, as measured by the standard uptake value ratio (SUVr).
    METHODS: [18F]MK6240 tau-PET data from 82 participants in the AD spectrum were quantified in three different brain regions (Braak ≤ 2, Braak ≤ 4, and Braak ≤ 6) using SUVr and the extent of tauopathy (EOT, percentage of voxels with SUVr ≥ 1.3). PET data were first compared between diagnostic categories, and ROC curves were computed to evaluate sensitivity and specificity. PET data were then correlated to cognitive performances and cerebrospinal fluid (CSF) tau values.
    RESULTS: The EOT in the Braak ≤ 2 region provided the highest diagnostic accuracies, distinguishing between amyloid-negative and positive clinically unimpaired individuals (threshold = 9%, sensitivity = 79%, specificity = 82%) as well as between prodromal AD and preclinical AD (threshold = 38%, sensitivity = 81%, specificity = 93%). The EOT better correlated with cognition than SUVr (∆R2 + 0.08-0.09) with the best correlation observed for EOT in the Braak ≤ 4 region (R2 = 0.64). Cognitive performances were more closely associated with PET metrics than with CSF values.
    CONCLUSIONS: Quantifying [18F]MK-6240 tau PET in terms of EOT rather than SUVr significantly increases the correlation with cognitive performances. Quantification in the mesiotemporal lobe is the most useful to diagnose preclinical AD or prodromal AD.
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  • 文章类型: Journal Article
    标准化摄取值比率(SUVR)是一种广泛报道的半定量正电子发射断层扫描(PET)结果测量,部分原因是它易于从短扫描持续时间测量。然而,在大脑中,由于非平衡条件,SUVR通常是金标准分布体积比(DVR)的有偏估计,即,清除相关组织中的放射性示踪剂。影响放射性示踪剂代谢和清除的因素如药物或受试者组可能导致SUVR的人为差异。这项工作开发了一种校正,通过考虑在后期SUVR时间窗口中观察到的示踪剂清除的影响,可以减少SUVR的偏差(从短的15-30分钟PET成像会话估计)。所提出的校正采用SUVR的一步非线性代数变换的形式,该变换是放射性示踪剂相关参数的函数,例如从参考组织和目标组织的清除率。和人口平均参考区域清除率(k2,ref)。一个重要的观察结果是需要准确估计目标组织中的放射性示踪剂清除率,这是通过基于回归的模型解决的。使用来自两个不同放射性示踪剂([11C]LSN3172176的健康对照、[18F]FE-PE2I的健康对照和帕金森病受试者)的模拟和人体数据来验证校正并评估其益处和局限性。人类数据中的SUVR校正显着降低了大脑区域和受试者的平均SUVR偏差(从SUVR的〜25%到校正SUVR的<10%)。这种校正还显著降低了两种示踪剂在大脑区域的这种偏差的变异性([11C]LSN3172176为约50%,[18F]FE-PE2I为20%)。未来的工作应该调查在其他人群和不同示踪剂中使用校正的SUVR的好处。
    Standardized Uptake Value Ratio (SUVR) is a widely reported semi-quantitative positron emission tomography (PET) outcome measure, partly because of its ease of measurement from short scan durations. However, in brain, SUVR is often a biased estimator of the gold-standard distribution volume ratio (DVR) due to non-equilibrium conditions, i.e., clearance of the radiotracer in relevant tissues. Factors that affect radiotracer metabolism and clearance such as medication or subject groups could lead to artificial differences in SUVR. This work developed a correction that reduces the bias in SUVR (estimated from a short 15-30 min PET imaging session) by accounting for the effects of tracer clearance observed during the late SUVR time window. The proposed correction takes the form of a one-step non-linear algebraic transform of SUVR that is a function of radiotracer dependent parameters such as clearance rates from the reference and target tissues, and population averaged reference region clearance rate (k2,ref). An important observation was the need for accurate estimation of radiotracer clearance rate in target tissue, which was addressed with a regression based model. Simulations and human data from two different radiotracers (healthy controls for [11C]LSN3172176, healthy controls and Parkinson\'s disease subjects for [18F]FE-PE2I) were used to validate the correction and evaluate its benefits and limitations. SUVR correction in human data significantly reduced mean SUVR bias across brain regions and subjects (from ∼25% for SUVR to <10% for corrected SUVR). This correction also significantly reduced the variability of this bias across brain regions for both tracers (approximately 50% for [11C]LSN3172176, 20% for [18F]FE-PE2I). Future work should investigate the benefits of using corrected SUVR in other populations and with different tracers.
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  • 文章类型: Journal Article
    背景:淀粉样β(Aβ)病理是阿尔茨海默病发病机制中最早可检测到的大脑变化之一。在临床实践中,经过训练的读者将在视觉上将正电子发射断层扫描(PET)扫描分类为Aβ阳性或阴性。然而,辅助定量分析变得越来越广泛,其中,经监管批准的软件目前可以生成诸如标准化摄取值比率(SUVr)和个体Z分数等指标。因此,评估商用软件包的兼容性对成像界具有直接价值。在这个合作项目中,在4个监管批准的软件包中研究了淀粉样蛋白PET定量的相容性.在这样做的时候,目的是提高对临床相关定量方法的认识和理解.
    方法:在80例遗忘型轻度认知障碍(aMCI)患者的回顾性队列中,从[18F]氟美他莫(GEHealthcare)PET中产生了以脑桥为参考区域的复合SUVr(男女各40例;平均年龄=73岁,SD=8.52)。根据之前的尸检验证工作,应用≥0.6SUVrpons的Aβ阳性阈值。来自MIM软件的MIMneuro的定量结果,合称的NeuroQ,使用组内相关系数(ICC)分析了爱马仕医疗解决方案的BRASS和GEHealthcare的CortexID,Aβ阳性阈值和kappa评分的百分比一致性。
    结果:使用≥0.6SUVrpons的Aβ阳性阈值,在四个软件包中达成了95%的协议。两名患者被一个软件包狭义地归类为Aβ阴性,而其他人则被归类为阳性。两个病人反之亦然。所有κ评分都在相同的Aβ阳性阈值附近,两者结合(Fleiss\')和单独的软件配对(Cohen\'s),≥0.9表示“几乎完美”的评分者间可靠性。在所有四个软件包的复合SUVr测量之间发现了出色的可靠性,平均测量ICC为0.97,95%置信区间为0.957-0.979。报告复合z得分的两个软件包之间的相关系数分析是强的(r2=0.98)。
    结论:使用优化的皮质掩模,监管部门批准的软件包提供了高度相关和可靠的定量[18F]flutemetamol淀粉样蛋白PET,其SUVrpons阳性阈值≥0.6.特别是,进行常规临床成像的医师可能对这项工作感兴趣,而不是进行更多定制图像分析的研究者.鼓励使用其他参考区域以及Centiloid量表进行类似的分析,当它被更多的软件包实现时。
    BACKGROUND: Amyloid-β (Aβ) pathology is one of the earliest detectable brain changes in Alzheimer\'s disease pathogenesis. In clinical practice, trained readers will visually categorise positron emission tomography (PET) scans as either Aβ positive or negative. However, adjunct quantitative analysis is becoming more widely available, where regulatory approved software can currently generate metrics such as standardised uptake value ratios (SUVr) and individual Z-scores. Therefore, it is of direct value to the imaging community to assess the compatibility of commercially available software packages. In this collaborative project, the compatibility of amyloid PET quantification was investigated across four regulatory approved software packages. In doing so, the intention is to increase visibility and understanding of clinically relevant quantitative methods.
    METHODS: Composite SUVr using the pons as the reference region was generated from [18F]flutemetamol (GE Healthcare) PET in a retrospective cohort of 80 amnestic mild cognitive impairment (aMCI) patients (40 each male/female; mean age = 73 years, SD = 8.52). Based on previous autopsy validation work, an Aβ positivity threshold of ≥ 0.6 SUVrpons was applied. Quantitative results from MIM Software\'s MIMneuro, Syntermed\'s NeuroQ, Hermes Medical Solutions\' BRASS and GE Healthcare\'s CortexID were analysed using intraclass correlation coefficient (ICC), percentage agreement around the Aβ positivity threshold and kappa scores.
    RESULTS: Using an Aβ positivity threshold of ≥ 0.6 SUVrpons, 95% agreement was achieved across the four software packages. Two patients were narrowly classed as Aβ negative by one software package but positive by the others, and two patients vice versa. All kappa scores around the same Aβ positivity threshold, both combined (Fleiss\') and individual software pairings (Cohen\'s), were ≥ 0.9 signifying \"almost perfect\" inter-rater reliability. Excellent reliability was found between composite SUVr measurements for all four software packages, with an average measure ICC of 0.97 and 95% confidence interval of 0.957-0.979. Correlation coefficient analysis between the two software packages reporting composite z-scores was strong (r2 = 0.98).
    CONCLUSIONS: Using an optimised cortical mask, regulatory approved software packages provided highly correlated and reliable quantification of [18F]flutemetamol amyloid PET with a ≥ 0.6 SUVrpons positivity threshold. In particular, this work could be of interest to physicians performing routine clinical imaging rather than researchers performing more bespoke image analysis. Similar analysis is encouraged using other reference regions as well as the Centiloid scale, when it has been implemented by more software packages.
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  • 文章类型: Journal Article
    背景:本研究旨在评估计算机辅助,[18F]F-DOPA正电子发射断层扫描(PET)在小儿型弥漫性神经胶质瘤(PDG)中的半定量方法,以计算肿瘤与背景的比率。
    方法:共有18例PDG患儿接受磁共振成像和[18F]F-DOPAPET,使用手动和自动程序进行分析。前者提供了肿瘤与正常组织的比率(TN)和肿瘤与纹状体组织的比率(TS),而后者提供了类似的分数(tn,ts)。我们测试了相关性,一致性,以及在这些方法之间分层分级和生存的能力。
    结果:用两种方法计算的比率之间产生了高皮尔逊相关系数:ρ=0.93(p<10-4)和ρ=0.814(p<10-4)。残差分析表明,tn和ts比TN和TS更一致。与TN和TS类似,自动计算的评分显示低级别和高级别胶质瘤之间存在显著差异(p≤10-4,t检验),与较低值患者相比,较高值患者的总生存期显著较短(p<10-3,对数秩检验).
    结论:这项研究表明,所提出的计算机辅助方法在诊断和预后信息方面可以产生与手动程序相似的结果。
    BACKGROUND: This study aims to evaluate the use of a computer-aided, semi-quantification approach to [18F]F-DOPA positron emission tomography (PET) in pediatric-type diffuse gliomas (PDGs) to calculate the tumor-to-background ratio.
    METHODS: A total of 18 pediatric patients with PDGs underwent magnetic resonance imaging and [18F]F-DOPA PET, which were analyzed using both manual and automated procedures. The former provided a tumor-to-normal-tissue ratio (TN) and tumor-to-striatal-tissue ratio (TS), while the latter provided analogous scores (tn, ts). We tested the correlation, consistency, and ability to stratify grading and survival between these methods.
    RESULTS: High Pearson correlation coefficients resulted between the ratios calculated with the two approaches: ρ = 0.93 (p < 10-4) and ρ = 0.814 (p < 10-4). The analysis of the residuals suggested that tn and ts were more consistent than TN and TS. Similarly to TN and TS, the automatically computed scores showed significant differences between low- and high-grade gliomas (p ≤ 10-4, t-test) and the overall survival was significantly shorter in patients with higher values when compared to those with lower ones (p < 10-3, log-rank test).
    CONCLUSIONS: This study suggested that the proposed computer-aided approach could yield similar results to the manual procedure in terms of diagnostic and prognostic information.
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  • 文章类型: Journal Article
    未经证实:突触丧失是阿尔茨海默病(AD)的标志之一,与认知能力下降有关。在这项研究中,我们测试了[18F]SDM-16,一种新型代谢稳定的SV2APET成像探针,在AD的转基因APPswe/PS1dE9(APP/PS1)小鼠模型和12月龄年龄匹配的野生型(WT)小鼠中。
    UNASSIGNED:基于先前在同一品系动物中使用[11C]UCB-J和[18F]SynVesT-1的临床前PET成像研究,我们使用了简化的参考组织模型(SRTM),以脑干为伪参考区域来计算分布体积比(DVR)。
    未经评估:为了简化和简化定量分析,我们比较了来自不同成像窗口的标准化摄取值比率(SUVR)与DVR,发现注射后60-90分钟(p.i.)的平均SUVR与DVR最为一致.因此,我们使用60-90分钟的平均SUVR进行组比较,发现不同脑区示踪剂摄取有统计学意义的差异,例如,海马(p=0.001),纹状体(p=0.002),丘脑(p=0.003),和扣带皮质(p=0.0003)。
    未经批准:总而言之,[18F]SDM-16用于检测1岁时APP/PS1AD小鼠模型脑中SV2A水平的降低。我们的数据表明,[18F]SDM-16在检测APP/PS1小鼠的突触丢失方面具有与[11C]UCB-J和[18F]SynVesT-1相似的统计能力,尽管由于其较慢的脑动力学,SUVR用作[18F]SDM-16的DVR的替代品时需要较晚的成像窗口(60-90分钟p.i.)。
    UNASSIGNED: Synapse loss is one of the hallmarks of Alzheimer\'s disease (AD) and is associated with cognitive decline. In this study, we tested [18F]SDM-16, a novel metabolically stable SV2A PET imaging probe, in the transgenic APPswe/PS1dE9 (APP/PS1) mouse model of AD and age-matched wild-type (WT) mice at 12 months of age.
    UNASSIGNED: Based on previous preclinical PET imaging studies using [11C]UCB-J and [18F]SynVesT-1 in the same strain animals, we used the simplified reference tissue model (SRTM), with brain stem as the pseudo reference region to calculate distribution volume ratios (DVRs).
    UNASSIGNED: To simplify and streamline the quantitative analysis, we compared the standardized uptake value ratios (SUVRs) from different imaging windows to DVRs and found that the averaged SUVRs from 60-90 min post-injection (p.i.) are most consistent with the DVRs. Thus, we used averaged SUVRs from 60-90 min for group comparisons and found statistically significant differences in the tracer uptake in different brain regions, e.g., hippocampus (p = 0.001), striatum (p = 0.002), thalamus (p = 0.003), and cingulate cortex (p = 0.0003).
    UNASSIGNED: In conclusion, [18F]SDM-16 was used to detect decreased SV2A levels in the brain of APP/PS1 AD mouse model at one year old. Our data suggest that [18F]SDM-16 has similar statistical power in detecting the synapse loss in APP/PS1 mice as [11C]UCB-J and [18F]SynVesT-1, albeit later imaging window (60-90 min p.i.) is needed when SUVR is used as a surrogate for DVR for [18F]SDM-16 due to its slower brain kinetics.
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  • 文章类型: Journal Article
    目的:在实验和临床环境中使用99mTc-TRODAT-1单光子发射计算机断层扫描(SPECT)/计算机断层扫描(CT)评估临床脑多巴胺转运蛋白(DAT)研究的定量准确性。
    方法:该研究使用了实验体模评估和临床数据集。三维有序子集期望最大化使用衰减校正重建原始和重采样的数据集,散射校正,和分辨率恢复。对重建的数据进行分析,并报告为百分比差异,标准化摄取值参考(SUVr),和变异系数(CoV)。田口方法测试了三个不同参数对信噪比(SNR)和SUVr的影响,包括数字迭代,泊松重新采样,和幻影设置,有和没有巴黎石膏(POP)。为验证目的,在健康受试者中进行了6次99mTc-TRODAT-1SPECT/CT扫描。
    结果:有和没有POP的体模之间的活动百分比差异为20%和5%,分别。SUVr显示,无论有没有POP,都有10%的低估。当谈到泊松重采样的影响时,75%泊松再采样的SUVr值表明尾状核和壳核面积两侧低估了10%,有和没有POP。当应用25%的泊松重新采样时,SUVr值被高估(±35%)。在田口分析中,迭代次数是最主要的因素,F值为9.41,对SNR的贡献率为52.66%(p<0.05)。相比之下,Poisson重采样的F值为9.1,对SUVr的贡献率为58.91%(p<0.05)。从原始数据集减少25%的计数导致SUVr的最小偏差,50%和75%。
    结论:使用99mTc-TRODAT-1的脑DAT研究的最佳绝对SPECT/CT定量似乎可以通过至少4i10s和SUVr作为替代参数实现。在临床调查中,可以将推荐给药剂量减少多达25%,同时保持准确的测量。
    OBJECTIVE: To evaluate the quantitative accuracy of clinical brain dopamine transporters (DAT) investigations utilizing 99m Tc-TRODAT-1 single-photon emission computed tomography (SPECT)/computed tomography (CT) in experimental and clinical settings.
    METHODS: The study used an experimental phantom evaluation and a clinical dataset. Three-dimensional-ordered subsets expectation-maximization reconstructed the original and resampled datasets using attenuation correction, scatter correction, and resolution recovery. The reconstructed data were analyzed and reported as percentage difference, standardized uptake value reference (SUVr), and a coefficient of variation (CoV). The Taguchi method tested the impact of the three different parameters on signal-to-noise ratio (SNR) and SUVr, including number iteration, Poisson resampling, and phantom setup, with and without the plaster of Paris (POP). Six 99m Tc-TRODAT-1 SPECT/CT scans were acquired in healthy subjects for verification purposes.
    RESULTS: The percentage activity difference between the phantom with and without POP is 20% and 5%, respectively. The SUVr reveals a 10% underestimate for both with and without POP. When it comes to the influence of Poisson resampling, the SUVr value for 75% Poisson resampling indicates 10% underestimation on both sides of the caudate and putamen area, with and without POP. When 25% of Poisson resampling is applied, the SUVr value is overestimated (±35%). In the Taguchi analysis, iteration numbers were the most dominant factor with the F-value of 9.41 and the contribution rate of 52.66% (p < 0.05) for SNR. In comparison, F-value of 9.1 for Poisson resampled with contribution rate of 58.91% (p < 0.05) for SUVr. Reducing counts by 25% from the original dataset resulted in a minimal bias in SUVr, compared to 50% and 75%.
    CONCLUSIONS: The optimal absolute SPECT/CT quantification of brain DAT studies using 99m Tc-TRODAT-1 appears achievable with at least 4i10s and SUVr as the surrogate parameter. In clinical investigations, it is possible to reduce the recommended administered dose by up to 25% while maintaining accurate measurement.
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  • 文章类型: Journal Article
    [18F]Flortaucipir(FTP)PET定量通常受到来自脱靶结合(OFF)区域的溢出计数的阻碍。本工作旨在深入分析OFF在FTPPET定量中的影响,以及确定最佳的部分体积校正(PVC)策略,以最大限度地减少这个问题。
    309淀粉样蛋白-β(Aβ)阴性认知正常受试者被包括在研究中。此外,使用蒙特卡罗模拟(MC)生成510个具有不同OFF级别的真实FTP图像。使用简单的两室和包括OFF区域的多区域方法对PVC的图像进行校正。FTP标准化摄取值比率(SUVR)在Braak地区(BA)进行了量化,海马体(不包括在BraakI/II中)和不同的OFF区(尾状,壳核,苍白球,丘脑,脉络丛(ChPlex),小脑白质(小脑WM),使用小脑下部作为参考区域的半球白质(半球WM)和脑脊液(CSF))。在真实和模拟PET图像中研究了OFF和皮质SUVR之间的相关性,有和没有PVC。
    体内,我们发现了所有关闭区域和目标区域之间的相关性,对于半球WM尤其强(斜率>0.63,R2>0.4)。所有的相关性都减弱了,但在应用PVC后仍然显著,除了ChPlex.在MC模拟中,在所有BA中,半球WM和CSF是PVE的主要贡献者(斜率分别为0.15-0.26和0.13-0.21)。半WM(斜率=0.2),以及ChPlex(斜率=0.02),影响海马的SUVRs。小脑WM与所有目标区域呈负相关(斜率<-0.02,R2>0.8)。虽然没有发现OFF和目标区域之间的其他相关性,半球WM与所有OFF区域相关,但与小脑WM相关(斜率0.06-0.33)。应用两室PVC时,半WM相关性减弱(斜率<0.06),但是海马-ChPlex和小脑WM的相关性需要更复杂的PVC,这些区域具有专用隔室。体内,与未受PVE影响的OFF区域(16%)相比,PVC消除了在模拟研究中受PVE影响的OFF区域之间的相关性(≈50%)。
    HemisWM是FTPPET溢出效应的主要驱动因素,影响目标区域和其余的OFF区域。PVC成功地降低了PVE,即使使用简单的两隔室方法。尽管PVC,体内靶区和OFF区之间仍观察到非零相关性,这表明存在生物或示踪剂相关的贡献这些相关性。
    [18F]Flortaucipir (FTP) PET quantification is usually hindered by spill-in counts from off-target binding (OFF) regions. The present work aims to provide an in-depth analysis of the impact of OFF in FTP PET quantification, as well as to identify optimal partial volume correction (PVC) strategies to minimize this problem.
    309 amyloid-beta (Aβ) negative cognitively normal subjects were included in the study. Additionally, 510 realistic FTP images with different levels of OFF were generated using Monte Carlo simulation (MC). Images were corrected for PVC using both a simple two-compartment and a multi-region method including OFF regions. FTP standardized uptake value ratio (SUVR) was quantified in Braak Areas (BA), the hippocampus (which was not included in Braak I/II) and different OFF regions (caudate, putamen, pallidum, thalamus, choroid plexus (ChPlex), cerebellar white matter (cerebWM), hemispheric white matter (hemisWM) and cerebrospinal fluid (CSF)) using the lower portion of the cerebellum as a reference region. The correlations between OFF and cortical SUVRs were studied both in real and in simulated PET images, with and without PVC.
    In-vivo, we found correlations between all OFF and target regions, especially strong for the hemisWM (slope>0.63, R2>0.4). All the correlations were attenuated but remained significant after applying PVC, except for the ChPlex. In MC simulations, the hemisWM and CSF were the main contributors to PVE in all BA (slopes 0.15-0.26 and 0.13-0.21 respectively). The hemisWM (slope=0.2), as well as the ChPlex (slope=0.02), influenced SUVRs in the hippocampus. The CerebWM was negatively correlated with all target regions (slope<-0.02, R2>0.8). While no other correlations between OFF and target regions were found, hemisWM was correlated with all OFF regions but the cerebWM (slopes 0.06-0.33). HemisWM correlations attenuated (slopes<0.06) when applying two-compartment PVC, but the hippocampus-ChPlex and the cerebWM correlations required more complex PVC with dedicated compartments for these regions. In-vivo, PVC removed a notably higher fraction of the correlation between OFF regions found to be affected by PVE in the simulation studies and BA (≈50%) than for OFF regions not affected by PVE (16%).
    HemisWM is the main driver of spill-in effects in FTP PET, affecting both target regions and the rest of OFF regions. PVC successfully reduces PVE, even when using a simple two-compartment method. Despite PVC, non-zero correlations were still observed between target and OFF regions in vivo, which suggests the existence of biological or tracer-related contributions to these correlations.
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  • 文章类型: Journal Article
    淀粉样蛋白-β(Aβ)病理是阿尔茨海默病(AD)发病机制中最早可检测到的脑部改变之一。大脑Aβ的总体负荷和空间分布可以使用正电子发射断层扫描(PET)在体内确定,其中三种氟-18标记的放射性示踪剂已被批准用于临床。在临床实践中,训练有素的读者将扫描分为Aβ阳性或阴性,基于视觉检查。诊断决策通常基于这些读数,临床试验的患者选择越来越受淀粉样蛋白状态的指导。然而,作为淀粉样蛋白负载的函数,示踪剂在灰质中的沉积是一个固有的连续过程,仅通过二元截止值是不够理解的。用于淀粉样蛋白PET定量的现有技术方法可以产生Aβ负荷的示踪剂非依赖性测量。最近的研究表明,这些定量措施能够在AD连续体的最早阶段突出显示病理变化,并产生更敏感的阈值。以及围绕既定的二元界限提高诊断信心。随着最近FDA批准aducanumab和更多候选药物的出现,使用定量方法早期识别淀粉样蛋白负荷对于纳入适当的受试者以帮助建立治疗干预和二级预防的最佳窗口至关重要.此外,定量淀粉样蛋白测量用于临床试验中的治疗反应监测。在临床环境中,大型多中心研究表明,淀粉样蛋白PET结果改变了诊断和患者管理,量化可以准确预测认知功能减退的发生率.管理中的这些变化是否反映了临床结果的改善尚待确定,需要进一步的验证工作来建立支持治疗终点决策的量化效用。在这份最新的审查中,总结和讨论了几种可用于淀粉样蛋白PET定量的工具和措施。这些方法的使用在临床和研究领域都在增长。同时,更广泛的痴呆症社区有义务提高对这些方法的认识和理解。
    Amyloid-β (Aβ) pathology is one of the earliest detectable brain changes in Alzheimer\'s disease (AD) pathogenesis. The overall load and spatial distribution of brain Aβ can be determined in vivo using positron emission tomography (PET), for which three fluorine-18 labelled radiotracers have been approved for clinical use. In clinical practice, trained readers will categorise scans as either Aβ positive or negative, based on visual inspection. Diagnostic decisions are often based on these reads and patient selection for clinical trials is increasingly guided by amyloid status. However, tracer deposition in the grey matter as a function of amyloid load is an inherently continuous process, which is not sufficiently appreciated through binary cut-offs alone. State-of-the-art methods for amyloid PET quantification can generate tracer-independent measures of Aβ burden. Recent research has shown the ability of these quantitative measures to highlight pathological changes at the earliest stages of the AD continuum and generate more sensitive thresholds, as well as improving diagnostic confidence around established binary cut-offs. With the recent FDA approval of aducanumab and more candidate drugs on the horizon, early identification of amyloid burden using quantitative measures is critical for enrolling appropriate subjects to help establish the optimal window for therapeutic intervention and secondary prevention. In addition, quantitative amyloid measurements are used for treatment response monitoring in clinical trials. In clinical settings, large multi-centre studies have shown that amyloid PET results change both diagnosis and patient management and that quantification can accurately predict rates of cognitive decline. Whether these changes in management reflect an improvement in clinical outcomes is yet to be determined and further validation work is required to establish the utility of quantification for supporting treatment endpoint decisions. In this state-of-the-art review, several tools and measures available for amyloid PET quantification are summarised and discussed. Use of these methods is growing both clinically and in the research domain. Concurrently, there is a duty of care to the wider dementia community to increase visibility and understanding of these methods.
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  • 文章类型: Journal Article
    淀粉样蛋白正电子发射断层扫描(PET)扫描在临床上对于非侵入性评估怀疑是阿尔茨海默病导致的认知障碍的受试者中淀粉样蛋白-β沉积的存在和空间分布至关重要。定量评估可以提高PET扫描的解释可靠性;然而,由于预处理的复杂性,其临床应用受到限制。本研究引入了一种新颖的基于深度学习的SUVR量化方法,该方法简化了预处理步骤并显着减少了分析时间。使用两种异质淀粉样蛋白配体,我们提出的方法成功区分了淀粉样变性阳性和阴性组的标准化摄取值比值(SUVR).所提出的方法对PETSurfer和PMOD的类内相关系数分别为0.97和0.99,分别。所提出的方法与PETSurfer或PMOD之间的全局SUVR的差异为0.04和-0.02,这在临床上是可接受的。在淀粉样蛋白阳性评估中,三种工具的AUC-ROC超过0.95。此外,所提出的方法处理时间最快,注册失败率较低(1%)。总之,我们提出的方法计算的SUVR与PETSurfer和PMOD一致,具有处理时间快、注册失败率低的优点。因此,我们提出的方法提供的PET定量可用于临床实践。
    Amyloid positron emission tomography (PET) scan is clinically essential for the non-invasive assessment of the presence and spatial distribution of amyloid-beta deposition in subjects with cognitive impairment suspected to have been a result of Alzheimer\'s disease. Quantitative assessment can enhance the interpretation reliability of PET scan; however, its clinical application has been limited due to the complexity of preprocessing. This study introduces a novel deep-learning-based approach for SUVR quantification that simplifies the preprocessing step and significantly reduces the analysis time. Using two heterogeneous amyloid ligands, our proposed method successfully distinguished standardized uptake value ratio (SUVR) between amyloidosis-positive and negative groups. The proposed method\'s intra-class correlation coefficients were 0.97 and 0.99 against PETSurfer and PMOD, respectively. The difference of global SUVRs between the proposed method and PETSurfer or PMOD were 0.04 and -0.02, which are clinically acceptable. The AUC-ROC exceeded 0.95 for three tools in the amyloid positive assessment. Moreover, the proposed method had the fastest processing time and had a low registration failure rate (1%). In conclusion, our proposed method calculates SUVR that is consistent with PETSurfer and PMOD, and has advantages of fast processing time and low registration failure rate. Therefore, PET quantification provided by our proposed method can be used in clinical practice.
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  • 文章类型: Journal Article
    自从引入tauPET示踪剂以来,调查人员使用各种自动化方法对它们进行了量化。由于纵向队列研究获得了连续的人内tauPET数据的第二和第三时间点,确定衡量变化的最佳管道变得至关重要。我们比较了总共415种不同的定量方法(每种方法是多种选择的组合),根据它们对a)临床组之间的年度SUVR变化的差异,和b)由来自线性混合效应模型的误差项测量的纵向测量可重复性。我们的比较使用了97名梅奥诊所研究参与者的MRI和Flortaucipir扫描,这些参与者在临床上:a)认知未受损,或b)有与阿尔茨海默病病理一致的认知障碍。测试的方法包括两个总体管道的横截面和纵向变体(FreeSurfer6.0和基于SPM12的内部管道),目标区域的三种选择(内嗅,颞下,和颞叶元ROI),五种类型的部分体积校正(PVC)(无,两个隔间,三隔间,几何传递矩阵(GTM),和tau特异性GTM变体),参考区域的七个选择(小脑脚,小脑灰质,整个小脑,pons,幕上白质,侵蚀的幕上WM,和侵蚀的幕上WM的复合物,pons,和整个小脑),区域掩蔽的两种选择(GM或GM和WM),和两种选择的统计(体素均值与中位数)。我们最强的发现是:1)较大的颞叶目标区域大大优于内嗅皮层(基于假设的临床试验的中位样本量估计为520-526与1740);2)纵向加工管道的性能优于横截面管道(中位数样本量估计值为483vs.572);3)包括幕上WM在内的参考区域优于传统的小脑和脑桥选择(中位样本量估计值为370与559).总之,我们的结果支持纵向SUVR方法和包括相邻(并列)WM的颞叶元ROI,复合参考区域(侵蚀的幕上WM+脑桥+整个小脑),2类体素基PVC,和中位数统计。
    Since tau PET tracers were introduced, investigators have quantified them using a wide variety of automated methods. As longitudinal cohort studies acquire second and third time points of serial within-person tau PET data, determining the best pipeline to measure change has become crucial. We compared a total of 415 different quantification methods (each a combination of multiple options) according to their effects on a) differences in annual SUVR change between clinical groups, and b) longitudinal measurement repeatability as measured by the error term from a linear mixed-effects model. Our comparisons used MRI and Flortaucipir scans of 97 Mayo Clinic study participants who clinically either: a) were cognitively unimpaired, or b) had cognitive impairments that were consistent with Alzheimer\'s disease pathology. Tested methods included cross-sectional and longitudinal variants of two overarching pipelines (FreeSurfer 6.0, and an in-house pipeline based on SPM12), three choices of target region (entorhinal, inferior temporal, and a temporal lobe meta-ROI), five types of partial volume correction (PVC) (none, two-compartment, three-compartment, geometric transfer matrix (GTM), and a tau-specific GTM variant), seven choices of reference region (cerebellar crus, cerebellar gray matter, whole cerebellum, pons, supratentorial white matter, eroded supratentorial WM, and a composite of eroded supratentorial WM, pons, and whole cerebellum), two choices of region masking (GM or GM and WM), and two choices of statistic (voxel-wise mean vs. median). Our strongest findings were: 1) larger temporal-lobe target regions greatly outperformed entorhinal cortex (median sample size estimates based on a hypothetical clinical trial were 520-526 vs. 1740); 2) longitudinal processing pipelines outperformed cross-sectional pipelines (median sample size estimates were 483 vs. 572); and 3) reference regions including supratentorial WM outperformed traditional cerebellar and pontine options (median sample size estimates were 370 vs. 559). Altogether, our results favored longitudinally SUVR methods and a temporal-lobe meta-ROI that includes adjacent (juxtacortical) WM, a composite reference region (eroded supratentorial WM + pons + whole cerebellum), 2-class voxel-based PVC, and median statistics.
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