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首页> 外文期刊>The Journal of Nuclear Medicine >Phantom and Clinical Evaluation of the Bayesian Penalized Likelihood Reconstruction Algorithm Q.Clear on an LYSO PET/CT System
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Phantom and Clinical Evaluation of the Bayesian Penalized Likelihood Reconstruction Algorithm Q.Clear on an LYSO PET/CT System

机译:LYSO PET / CT系统上贝叶斯惩罚似然重建算法Q.Clear的模型与临床评价

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Q.Clear, a Bayesian penalized-likelihood reconstruction algorithm for PET, was recently introduced by GE Healthcare on their PET scanners to improve clinical image quality and quantification. In this work, we determined the optimum penalization factor (beta) for clinical use of Q.Clear and compared Q.Clear with standard PET reconstructions. Methods: A National Electrical Manufacturers Association image-quality phantom was scanned on a time-of-flight PET/CT scanner and reconstructed using ordered-subset expectation maximization (OSEM), OSEM with point-spread function (PSF) modeling, and the Q.Clear algorithm (which also includes PSF modeling). Q.Clear was investigated for beta (B) values of 100-1,000. Contrast recovery (CR) and background variability (BV) were measured from 3 repeated scans, reconstructed with the different algorithms. Fifteen oncology body F-18-FDG PET/CT scans were reconstructed using OSEM, OSEM PSF, and Q.Clear using B values of 200, 300, 400, and 500. These were visually analyzed by 2 scorers and scored by rank against a panel of parameters (overall image quality; background liver, mediastinum, and marrow image quality; noise level; and lesion detectability). Results: As beta is increased, the CR and BV decreases; Q.Clear generally gives a higher CR and lower BV than OSEM. For the smallest sphere reconstructed with Q.Clear B400, CR is 28.4% and BV 4.2%, with corresponding values for OSEM of 24.7% and 5.0%. For the largest hot sphere, Q.Clear B400 yields a CR of 75.2% and a BV of 3.8%, with corresponding values for OSEM of 64.4% and 4.0%. Scorer 1 and 2 ranked B400 as the preferred reconstruction in 13 of 15 (87%) and 10 of 15 (73%) cases. The least preferred reconstruction was OSEM PSF in all cases. In most cases, lesion detectability was highest ranked for B200, in 9 of 15 (67%) and 10 of 15 (73%), with OSEM PSF ranked lowest. Poor lesion detectability on OSEM PSF was seen in cases of mildly F-18-FDG-avid mediastinal nodes in lung cancer and small liver metastases due to background noise. Conversely, OSEM PSF was ranked second highest for lesion detectability in most pulmonary nodule evaluation cases. The combined scores confirmed B400 to be the preferred reconstruction. Conclusion: Our phantom measurement results demonstrate improved CR and reduced BV when using Q.Clear instead of OSEM. A beta value of 400 is recommended for oncology body PET/CT using Q.Clear.
机译:GE Healthcare最近在其PET扫描仪上引入了Q.Clear(一种用于PET的贝叶斯惩罚似然重建算法),以改善临床图像质量和定量。在这项工作中,我们确定了Q.Clear临床使用的最佳罚分因子(beta),并将Q.Clear与标准PET重建物进行了比较。方法:在飞行时间PET / CT扫描仪上扫描了美国国家电气制造商协会的图像质量体模,并使用有序子集期望最大化(OSEM),具有点扩展函数(PSF)建模的OSEM和Q .Clear算法(还包括PSF建模)。 Q.Clear的beta(B)值为100-1,000。通过3次重复扫描(使用不同算法重建)来测量对比度恢复(CR)和背景变异性(BV)。使用OSEM,OSEM PSF和Q.Clear使用B值200、300、400和500重建了15次肿瘤学人体F-18-FDG PET / CT扫描。由2个评分器进行视觉分析,并按等级对a一组参数(总体图像质量;背景肝脏,纵隔和骨髓图像质量;噪声水平;病变检测能力)。结果:随着beta的增加,CR和BV降低; Q.Clear通常提供比OSEM高的CR和低的BV。对于使用Q.Clear B400重建的最小球体,CR为28.4%,BV为4.2%,OSEM的相应值为24.7%和5.0%。对于最大的热球,Q.Clear B400的CR值为75.2%,BV值为3.8%,OSEM的相应值为64.4%和4.0%。得分手1和2在15例中的13例(87%)和15例中的10例(73%)中将B400列为首选重建手术。在所有情况下,最不优选的重建是OSEM PSF。在大多数情况下,B200的病变可检测性最高,在15个中的9个(67%)和15个中的10个(73%)中,OSEM PSF排名最低。在肺癌中有轻度F-18-FDG-avid纵隔淋巴结和由于背景噪声引起的小肝转移,OSEM PSF的病变可检测性差。相反,在大多数肺结节评估病例中,OSEM PSF在病变可检测性方面排名第二。综合得分证实B400是首选的重构。结论:我们的幻像测量结果表明,使用Q.Clear代替OSEM时CR改善,BV降低。对于使用Q.Clear的肿瘤体PET / CT,建议将beta值设置为400。

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