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Interactive Intraoperative Imaging and Guidance with a Pre-Registered CT volume. 预配CT容积的交互式术中成像和指导。
Pub Date : 2008-10-01 Epub Date: 2009-02-06 DOI: 10.1109/nssmic.2008.4774131
Vipul Naik, J Webster Stayman

An inter-operative image-guided surgery system is described in which the CT volume is pre-registered to the physical scanner, allowing easier workflow and small field-of-view update scans.

描述了一种手术间图像引导手术系统,其中CT体积预先注册到物理扫描仪,允许更简单的工作流程和小视野更新扫描。
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引用次数: 0
Quantitative Accuracy of HRRT List-mode Reconstructions: Effect of Low Statistics. HRRT表模式重建的定量准确性:低统计量的影响。
Pub Date : 2008-10-01 DOI: 10.1109/NSSMIC.2008.4774388
Beata Planeta-Wilson, Jianhua Yan, Tim Mulnix, Richard E Carson

Previous studies showed that iterative image reconstruction algorithms may produce overestimations of activity in low-activity regions in low-count frames. The purpose of this study was (1) to evaluate the quantitative accuracy of the MOLAR list-mode iterative reconstruction method in the context of ligand-receptor PET studies in low counts, and (2) to determine the minimum noise equivalent counts (NEC) per frame to avoid bias. Evaluation of clinical data was performed for 4 tracers using dynamic brain PET studies. True activity was estimated from high-statistics frames (300s) and ROI analysis was performed to evaluate bias in low-activity regions in short acquisition frames (10-30s) from matching times. Bias in the ROI mean values was analyzed as function of NEC. In addition, accuracy was assessed using Hoffman phantom data and simulated list mode data based on human data, but without scatter and randoms.Unlike previous results, small biases of -3±3% for low statistics region across the 4 tracers were found for NEC >100K in each frame. Very similar results were found in the phantom and simulation data. We conclude that the MOLAR iterative reconstruction method provides accurate results even in very low-count frames. This improved performance may be attributed to some of the unique characteristics of MOLAR including randoms estimation from singles, iterative estimation of scatter within the algorithm, component-based normalization, and incorporation of a line-spread function model in the reconstruction.

先前的研究表明,迭代图像重建算法可能会在低计数帧中产生对低活动区域活动的高估。本研究的目的是(1)评估在低计数的配体受体PET研究背景下,MOLAR列表模式迭代重建方法的定量准确性,以及(2)确定每帧的最小噪声等效计数(NEC)以避免偏差。采用动态脑PET研究对4种示踪剂的临床资料进行评估。从高统计帧(300秒)估计真实活动,并进行ROI分析,以评估匹配时间较短的获取帧(10-30秒)中低活动区域的偏差。分析ROI平均值的偏置作为NEC的函数。此外,使用Hoffman幻影数据和基于人类数据的模拟列表模式数据来评估准确性,但没有分散和随机。与之前的结果不同,在每帧NEC >100K的4种示踪剂中,低统计区域的小偏差为-3±3%。在模拟数据和模拟数据中发现了非常相似的结果。我们得出结论,磨牙迭代重建方法提供了准确的结果,即使在非常低计数帧。这种改进的性能可能归因于mole的一些独特特性,包括来自单个的随机估计、算法中散射的迭代估计、基于组件的归一化以及在重建中纳入线扩展函数模型。
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引用次数: 18
Adaptive SPECT for Tumor Necrosis Detection. 用于肿瘤坏死检测的自适应 SPECT。
Pub Date : 2008-10-01 DOI: 10.1109/NSSMIC.2008.4774505
Luca Caucci, Matthew A Kupinski, Melanie Freed, Lars R Furenlid, Donald W Wilson, Harrison H Barrett

In this paper, we consider a prototype of an adaptive SPECT system, and we use simulation to objectively assess the system's performance with respect to a conventional, non-adaptive SPECT system. Objective performance assessment is investigated for a clinically relevant task: the detection of tumor necrosis at a known location and in a random lumpy background. The iterative maximum-likelihood expectation-maximization (MLEM) algorithm is used to perform image reconstruction. We carried out human observer studies on the reconstructed images and compared the probability of correct detection when the data are generated with the adaptive system as opposed to the non-adaptive system. Task performance is also assessed by using a channelized Hotelling observer, and the area under the receiver operating characteristic curve is the figure of merit for the detection task. Our results show a large performance improvement of adaptive systems versus non-adaptive systems and motivate further research in adaptive medical imaging.

在本文中,我们考虑了自适应 SPECT 系统的原型,并利用模拟来客观评估该系统相对于传统非自适应 SPECT 系统的性能。客观性能评估针对一项临床相关任务进行研究:在已知位置和随机块状背景中检测肿瘤坏死。迭代最大似然期望最大化(MLEM)算法用于执行图像重建。我们对重建后的图像进行了人类观察研究,并比较了使用自适应系统和非自适应系统生成数据时正确检测的概率。我们还使用通道化 Hotelling 观察器对任务性能进行了评估,接收器工作特性曲线下的面积即为检测任务的优劣值。我们的结果表明,与非自适应系统相比,自适应系统的性能有了很大的提高,这也激发了对自适应医学成像的进一步研究。
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引用次数: 0
Spatially Variant Positron Range Modeling Derived from CT for PET Image Reconstruction. 基于CT的空间变异性正电子距离建模用于PET图像重建。
Pub Date : 2008-01-01 DOI: 10.1109/NSSMIC.2008.4774106
Adam Alessio, Lawrence MacDonald

The influence of a finite positron annihilation distance represents a fundamental limit to the spatial resolution of PET scanners. It is appreciated that this effect is a minor concern in whole-body F18 imaging, but it does represent an issue when imaging with higher energy isotopes such as N13 or Rb82. This effect is especially relevant for imaging tasks along tissue gradients such as the cardiac/lung boundary and diaphragm/lung boundary. This work presents a method to determine the positron range effect from a CT scan and to model this effect as shift-variant, anisotropic kernels. The positron annihilation distance across boundaries of tissues is represented with a simple model, which can be quickly derived from CT scans and applied in the reconstruction of PET images. The positron range compensation map is applied in a modified OSEM algorithm to simulated and measured data.

有限正电子湮灭距离的影响是PET扫描仪空间分辨率的一个基本限制。值得注意的是,这种影响在全身F18成像中是一个次要问题,但当使用N13或Rb82等高能同位素成像时,它确实是一个问题。这种效应尤其适用于沿组织梯度的成像任务,如心/肺边界和膈/肺边界。这项工作提出了一种方法来确定正电子范围效应从CT扫描,并模拟这种效应作为位移变,各向异性核。用一个简单的模型来表示组织边界上的正电子湮灭距离,该模型可以从CT扫描中快速导出,并应用于PET图像的重建。将正电子距离补偿映射应用于改进的OSEM算法中,对模拟数据和测量数据进行了处理。
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引用次数: 37
Direct 4D List Mode Parametric Reconstruction for PET with a Novel EM Algorithm. 一种新的EM算法用于PET的直接四维表模参数重建。
Pub Date : 2008-01-01 DOI: 10.1109/NSSMIC.2008.4774103
Jianhua Yan, Beata Planeta-Wilson, Richard E Carson

We present a direct method for producing images of kinetic parameters from list mode PET data. The time-activity curve for each voxel is described by a one-tissue compartment, 2-parameter model. Extending previous EM algorithms, a new spatiotemporal complete data space was introduced to optimize the maximum likelihood function. This leads to a straightforward parametric image update equation with moderate additional computation requirements compared to the conventional algorithm. Qualitative and quantitative evaluations were performed using 2D (x,t) and 4D (x,y,z,t) simulated list mode data for a brain receptor study. Comparisons with the two-step approach (frame-based reconstruction followed by voxel-by-voxel parameter estimation) show that the proposed method can lead to accurate estimation of the parametric image values with reduced variance, especially for the volume of distribution (V(T)).

我们提出了一种直接从表模PET数据中产生动力学参数图像的方法。每个体素的时间-活动曲线由一个单组织隔间,2参数模型描述。在原有算法的基础上,引入了一种新的时空完备数据空间来优化最大似然函数。这导致了一个简单的参数图像更新方程,与传统算法相比,它具有适度的额外计算需求。使用2D (x,t)和4D (x,y,z,t)模拟列表模式数据进行脑受体研究的定性和定量评估。与两步方法(基于帧的重建,然后逐体素参数估计)的比较表明,该方法可以准确估计参数图像值,且方差减小,特别是对于分布体积(V(T))。
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引用次数: 35
Calibration procedure for a continuous miniature crystal element (cMiCE) detector. 校准程序的连续微型晶体元件(cMiCE)检测器。
Pub Date : 2007-10-26 DOI: 10.1109/NSSMIC.2007.4437070
Robert S Miyaoka, Tao Ling, Cate Lockhart, Tom K Lewellen

We report on methods to speed up the calibration process for a continuous miniature crystal element (cMiCE) detector. Our cMiCE detector is composed of a 50 mm by 50 mm by 8 mm thick LYSO crystal coupled to a 64-channel, flat panel photomultiplier tube (PMT). This detector is a lower cost alternative to designs that use finely pixilated individual crystal detectors. It achieves an average intrinsic spatial resolution of ~1.4 mm full width at half maximum (FWHM) over the useful face of the detector through the use of a statistics based positioning algorithm. A drawback to the design is the length of time it takes to calibrate the detector. We report on three methods to speed up this process. The first method is to use multiple point fluxes on the surface of the detector to calibrate different points of the detector from a single data acquisition. This will work as long as the point fluxes are appropriately spaced on the detector so that there is no overlap of signal. A special multi-source device that can create up to 16 point fluxes has been custom designed for this purpose. The second scheme is to characterize the detector with coarser sampling and use interpolation to create look up tables with the desired detector sampling (e.g., 0.25 mm). The intrinsic spatial resolution performance will be investigated for sampling intervals of 0.76 mm, 1.013 mm, 1.52 mm and 2.027 mm. The third method is to adjust the point flux diameter by varying the geometry of the setup. By bringing the coincidence detector array closer to the point source array both the spot size and the coincidence counting rate will increase. We will report on the calibration setup factor we are able to achieve while maintaining an average intrinsic spatial resolution of ~1.4 mm FWHM for the effective imaging area of our cMiCE detector.

我们报告了加速连续微型晶体元件(cMiCE)探测器校准过程的方法。我们的cMiCE探测器由一个50mm × 50mm × 8mm厚的LYSO晶体与一个64通道平板光电倍增管(PMT)耦合组成。这种探测器是一种低成本的替代设计,使用精细像素化的单个晶体探测器。它通过使用基于统计的定位算法,在探测器的有用面上实现了约1.4 mm全宽半最大(FWHM)的平均固有空间分辨率。这种设计的一个缺点是校准探测器需要很长时间。我们报告了加快这一进程的三种方法。第一种方法是利用探测器表面的多点通量,从一次数据采集中校准探测器的不同点。只要点通量在探测器上有适当的间隔,这样就不会有信号重叠。为此,专门设计了一种可产生多达16个点通量的特殊多源装置。第二种方案是用较粗的采样来表征检测器,并使用插值来创建具有所需检测器采样(例如,0.25 mm)的查找表。在0.76 mm、1.013 mm、1.52 mm和2.027 mm的采样间隔下,研究了本征空间分辨率的性能。第三种方法是通过改变装置的几何形状来调整点通量直径。通过使符合检测器阵列更接近点源阵列,可以提高光斑大小和符合计数率。我们将报告我们能够实现的校准设置因子,同时保持我们的cMiCE探测器有效成像区域的平均固有空间分辨率为~1.4 mm FWHM。
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引用次数: 1
Improving the intrinsic spatial resolution performance of the continuous miniature crystal element (cMiCE) detector. 提高连续微型晶元(cMiCE)探测器的固有空间分辨率。
Pub Date : 2007-10-26 DOI: 10.1109/NSSMIC.2007.4437069
Tao Ling, Tom K Lewellen, Robert S Miyaoka

We have previously reported performance characteristics of a cMiCE detector composed of a 50 mm by 50 mm by 8 mm thick slab of LYSO, coupled to a 64 channel flat-panel PMT. In that work, all 64 PMT channels were digitized and a statistics-based positioning method was used for event positioning. In characterizing the detector, the intrinsic spatial resolution performance for the corner sections of the crystal was degraded compared to the central section of the crystal, even when using our SBP method. It is our belief that the poorer positioning performance at the corners is because much of the light is lost (i.e., not collected by our PMT). To offset this problem, we propose to place light sensors (i.e., micro-pixel avalanche photo diodes, MAPD) at the corners along the short edge of the crystal. The new design would require an additional 8 MAPD devices. Monte Carlo simulation was used to compare the performance of the original cMiCE design and this new enhanced design. Simulation results using DETECT2000 are presented. In addition to doing light ray tracing, GEANT was used to track gamma interactions (i.e., Compton scatter and photoelectric absorption) in the crystal. Thus the simulations include the effects of Compton scatter in the detector. Results indicate that adding the sensors improves the intrinsic spatial resolution performance from 0.99 mm FWHM to 0.79 mm FWHM for the corner section of the crystal, thereby nearly matching the intrinsic spatial resolution of the center section of the crystal (i.e., 0.73 mm FWHM). These results are based upon using dual-DOI look up tables. Additional results were that energy histograms were better using just the 64 channels from the flat panel PMT than using all 72 signal channels.

我们之前已经报道了由50mm × 50mm × 8mm厚的LYSO板与64通道平板PMT耦合组成的cMiCE探测器的性能特征。在这项工作中,所有64个PMT通道都被数字化,并使用基于统计的定位方法进行事件定位。在表征探测器时,即使使用我们的SBP方法,晶体角段的固有空间分辨率性能也比晶体中心部分下降。我们认为,在弯角定位性能较差是因为大部分光线丢失(即,没有被我们的PMT收集)。为了解决这个问题,我们建议在沿晶体短边缘的角落放置光传感器(即微像素雪崩光电二极管,MAPD)。新设计将需要额外的8个MAPD器件。通过蒙特卡罗仿真比较了原cMiCE设计和新增强设计的性能。给出了利用DETECT2000进行仿真的结果。除了进行光线追踪外,GEANT还用于跟踪晶体中的伽马相互作用(即康普顿散射和光电吸收)。因此,模拟包括康普顿散射在探测器中的影响。结果表明,加入传感器后,晶体边角部分的固有空间分辨率从0.99 mm FWHM提高到0.79 mm FWHM,从而接近晶体中心部分(0.73 mm FWHM)的固有空间分辨率。这些结果是基于使用双doi查找表得出的。额外的结果是,能量直方图仅使用来自平板PMT的64通道比使用所有72个信号通道更好。
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引用次数: 6
Choosing anatomical-prior strength for MAP SPECT reconstruction to maximize lesion detectability. 选择解剖优先强度的MAP SPECT重建,以最大限度地提高病变的可检测性。
Pub Date : 2007-10-26 DOI: 10.1109/NSSMIC.2007.4437049
Andre Lehovich, Howard C Gifford, Peter B Schneider, Michael A King

With the widespread availability of SPECT/CT systems it has become feasible to incorporate prior knowledge about anatomical boundaries into the SPECT reconstruction process, thus improving observer performance on tasks of clinical interest. We determine the optimal anatomical-prior strength for lesion search by measuring area under the LROC curve using human observers. We conclude that prior strength should be chosen assuming that only organ boundaries are available, even if lesion boundaries will also be known some of the time. We also test whether or not the presence of anatomical priors affects the observer's strategy, and conclude that mixing images with and without priors does not hurt reader performance when priors are not available. Finally, we examine whether using an anatomical prior in SPECT reconstruction helps observer performance when the observer already knows the possible lesion location, and conclude for this task anatomical priors do not provide the same improvement seen in search tasks.

随着SPECT/CT系统的广泛应用,将解剖学边界的先验知识纳入SPECT重建过程变得可行,从而提高了观察者在临床任务中的表现。我们通过使用人类观察者测量LROC曲线下的面积来确定病变搜索的最佳解剖优先强度。我们的结论是,应该在只有器官边界可用的情况下选择先验强度,即使有时也知道病变边界。我们还测试了解剖先验的存在是否会影响观察者的策略,并得出结论,当先验不可用时,混合有和没有先验的图像不会损害读者的表现。最后,我们研究了当观察者已经知道可能的病变位置时,在SPECT重建中使用解剖先验是否有助于观察者的表现,并得出结论,对于该任务,解剖先验不能提供与搜索任务相同的改进。
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引用次数: 7
New Directions for dMiCE - a Depth-of-Interaction Detector Design for PET Scanners. dMiCE的新方向——用于PET扫描仪的深度交互检测器设计。
Pub Date : 2007-01-01 DOI: 10.1109/NSSMIC.2007.4436948
T K Lewellen, L R Macdonald, R S Miyaoka, W McDougald, K Champley
Our laboratory has been developing a depth-of- interaction (DOI) detector design based on light sharing between pairs or quadlets of crystals. Work to date has been utilizing 2 times 2 mm cross section crystals carefully positioned on a multi-anode PMT. However, there is still significant light sharing in the PMT glass envelope and current PMT designs do not allow one-on-one coupling for arrays of smaller cross section crystals. One-on-one coupling is optimal for implementing the DOI estimator. An alternative to PMTs is to take advantage of progress in fabrication of metal resistive-layer semiconductor photodetectors to provide arrays with one-on-one crystal coupling. We report on our initial tests of one manufacturer's devices. The photodetector (MAPD) and scintillator combination (LFS-3) are both products of Zecotek. The LFS-3 crystal is a variant of LFS that has a better spectral match to the MAPD. Measurements show performance equivalent to or better than that obtained with PMTs and LSO, LFS, or LYSO crystals. For example, 2 times 2 times 20 mm crystals are providing 11% energy resolution. The high gain of such devices allow flexibility in designs for both the array and the supporting electronics. We are proceeding with the dMiCE development based on the use of MAPD and LFS-3 arrays.
我们的实验室一直在开发一种基于晶体对或四联体之间的光共享的相互作用深度(DOI)探测器设计。迄今为止的工作是利用2×2毫米横截面晶体仔细定位在多阳极PMT上。然而,在PMT玻璃包膜中仍然存在显著的光共享,并且目前的PMT设计不允许较小截面晶体阵列的一对一耦合。一对一耦合对于实现DOI估计器是最理想的。pmt的替代方案是利用金属电阻层半导体光电探测器的制造进展来提供一对一晶体耦合阵列。我们报告的是对一家制造商设备的初步测试。光电探测器(MAPD)和闪烁体组合(LFS-3)都是泽科科技的产品。LFS-3晶体是LFS的一种变体,与MAPD具有更好的光谱匹配。测量结果表明,pmt和LSO、LFS或LYSO晶体的性能相当或更好。例如,2×2×20毫米晶体提供11%的能量分辨率。这种器件的高增益使得阵列和支持电子器件的设计具有灵活性。我们正在进行基于MAPD和LFS-3阵列的dMiCE开发。
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引用次数: 15
Fusion of Myocardial Perfusion Data with CT Coronary Angiography. 心肌灌注数据与CT冠状动脉造影的融合。
Pub Date : 2007-01-01 DOI: 10.1109/NSSMIC.2007.4436940
Tracy L Faber, Cesar A Santana, Ji Chen, Ernest V Garcia

Our current approach to fusion of CTCA and PET perfusion data uses the epicardial surface from the perfusion data onto which the CT coronary arteries are aligned and warped. This work was undertaken to improve the alignment and the display realism by using CT epicardial boundary information. PET and CTCA images from a combined scanner were used. Based on the location of the LV detected from PET during standard perfusion processing, the LV chamber of the CT was located. Hounsfield units were used to define an estimated endocardial surface in the CT. Based on the endocardial surface, the epicardial boundary was detected, again using Hounsfield units, or when that failed, by estimating its position based on the detected endocardium. Coronary arteries were detected using a commercial program; the epicardial surface was forced to be congruent with all detected artery points. A confidence factor in each epicardial boundary point was maintained based on how each was detected, whether through threshold, through estimation, or by using he coronary artery points. The epicardial boundary surface points were nonlinearly filtered; erroneous surface points, as defined by local properties and confidence factors, were replaced with values interpolated from the nearest points deemed more accurate. The resulting epicardial surface was linearly aligned to the epicardial boundary detected from the PET, and the CT boundaries were then color-coded based on the PET perfusion. Resulting surfaces were much more realistic than those created using PET epicardial boundaries (Fig 1.) Forcing the CT epicardial surface to lie on the detected coronary arteries eliminated problems with alignment and warping of the coronary arteries onto the PET surface.

我们目前的方法是融合CTCA和PET灌注数据,使用灌注数据的心外膜表面,CT冠状动脉在其上排列和弯曲。本研究旨在利用CT心外膜边界信息改善心外膜的定位和显示真实感。使用联合扫描仪的PET和CTCA图像。根据标准灌注处理时PET检测到的左室位置,对CT左室室进行定位。Hounsfield单位用于在CT上确定估计的心内膜表面。在心内膜表面的基础上,再次使用Hounsfield单元检测心外膜边界,或者在检测失败时,根据检测到的心内膜估计其位置。冠状动脉检测使用商业程序;心外膜表面与所有检测到的动脉点一致。每个心外膜边界点的置信度因子基于每个点的检测方式,无论是通过阈值,通过估计,还是使用冠状动脉点。对心外膜边界点进行非线性滤波;由局部属性和置信因子定义的错误表面点被替换为从被认为更准确的最近点插入的值。所得到的心外膜表面与PET检测到的心外膜边界线性排列,然后根据PET灌注对CT边界进行颜色编码。所得到的表面比PET心外膜边界生成的表面更真实(图1)。将CT心外膜表面压在检测到的冠状动脉上,消除了冠状动脉在PET表面上的对齐和扭曲问题。
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引用次数: 0
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IEEE Nuclear Science Symposium conference record. Nuclear Science Symposium
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