长轴视场 PET/CT 提高了放射组学特征的可靠性。

IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Ian L Alberts, Song Xue, Hasan Sari, Lara Cavinato, George Prenosil, Ali Afshar-Oromieh, Clemens Mingels, Kuangyu Shi, Federico Caobelli, Arman Rahmim, Thomas Pyka, Axel Rominger
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引用次数: 0

摘要

目的:评估长轴视场(LAFOV)PET/CT系统对放射组学特征可靠性的影响,评估短时或低活性采集对纹理特征分析的适用性,并研究接受角的影响。方法:对34名患者进行分析:12名患者接受了肿瘤2-[18F]-FDG PET/CT,14名患者接受了[18F]PSMA-1007,8名患者接受了[68Ga]Ga-DOTATOC。数据是使用 106 厘米 LAFOV 系统在 10 分钟内获得的。使用标准角(最小环差 MRD 85 晶体)和最大接受角(MRD 322),根据扫描持续时间为 2、5、10、20、30、60、120、240、360 和 600 秒的列表模式数据生成 Sinogram。对目标病变进行分割,并计算放射组学特征。为评估特征相关性,分别计算了 MRD 85 和 MRD 322 全时采集的皮尔逊积矩相关系数 (PPMCC)。结果显示,具有极佳(r > 0.9)、中等(r > 0.7)和良好(r > 0.8)相关性的特征数量分别为 1.5、1.5 和 1.5:不出所料,所有特征的 PPMCC 都随着采集时间的延长而提高。到 240 秒时,几乎所有特征都与全计数(C100%)数据显示出至少中等程度的一致性,到 360 秒时,几乎所有特征都显示出极好的一致性。与标准轴向视场(SAFOV)等效扫描相比,显示中度或较差一致性的特征较少,这一点在[68Ga]Ga-DOTATOC中最为明显。在 MRD 322 时以 C100% 获取的数据能更好地捕捉患者间的异质性:结论:在更长的采集时间和更高的MRD条件下,特征可靠性得到了改善,这表明高灵敏度LAFOV系统在获得可重现的低噪声数据方面具有优势。在所有扫描时间大于 2 秒的情况下,MRD 85 和 MRD 322 之间的保真度都很高。与模拟 SAFOV 采集的数据相比,全计数和全 MRD 数据更能捕捉潜在的特征异质性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Long-axial field-of-view PET/CT improves radiomics feature reliability.

Long-axial field-of-view PET/CT improves radiomics feature reliability.

Purpose: To assess the influence of long-axial field-of-view (LAFOV) PET/CT systems on radiomics feature reliability, to assess the suitability for short-duration or low-activity acquisitions for textural feature analysis and to investigate the influence of acceptance angle.

Methods: 34 patients were analysed: twelve patients underwent oncological 2-[18F]-FDG PET/CT, fourteen [18F]PSMA-1007 and eight [68Ga]Ga-DOTATOC. Data were obtained using a 106 cm LAFOV system for 10 min. Sinograms were generated from list-mode data corresponding to scan durations of 2, 5, 10, 20, 30, 60, 120, 240, 360 and 600s using both standard (minimum ring difference MRD 85 crystals) and maximum acceptance angles (MRD 322). Target lesions were segmented and radiomics features were calculated. To assess feature correlation, Pearson's product-moment correlation coefficient (PPMCC) was calculated with respect to the full duration acquisition for MRD 85 and 322 respectively. The number of features with excellent (r > 0.9), moderate (r > 0.7 and < 0.9) and poor (r ≤ 0.7) correlation was compared as a measure of feature stability. Intra-class heterogeneity was assessed by means of the quartile coefficient of dispersion.

Results: As expected, PPMCC improved with acquisition time for all features. By 240s almost all features showed at least moderate agreement with the full count (C100%) data, and by 360s almost all showed excellent agreement. Compared to standard-axial field of view (SAFOV) equivalent scans, fewer features showed moderate or poor agreement, and this was most pronounced for [68Ga]Ga-DOTATOC. Data obtained at C100% at MRD 322 were better able to capture between-patient heterogeneities.

Conclusion: The improved feature reliability at longer acquisition times and higher MRD demonstrate the advantages of high sensitivity LAFOV systems for reproducible and low-noise data. High fidelity between MRD 85 and MRD 322 was seen at all scan durations > 2s. When contrasted with data comparable to a simulated SAFOV acquisition, full-count and full-MRD data were better able to capture underlying feature heterogeneities.

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来源期刊
CiteScore
15.60
自引率
9.90%
发文量
392
审稿时长
3 months
期刊介绍: The European Journal of Nuclear Medicine and Molecular Imaging serves as a platform for the exchange of clinical and scientific information within nuclear medicine and related professions. It welcomes international submissions from professionals involved in the functional, metabolic, and molecular investigation of diseases. The journal's coverage spans physics, dosimetry, radiation biology, radiochemistry, and pharmacy, providing high-quality peer review by experts in the field. Known for highly cited and downloaded articles, it ensures global visibility for research work and is part of the EJNMMI journal family.
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