Dosimetry

剂量测定法
  • 文章类型: Journal Article
    背景:近年来,靶向α治疗在临床上越来越重要,特别是,α-发射器225Ac在这一临床发展中起着基本作用。然而,根据螯合系统,尚未建立与这种α发射放射性核素具有相似化学性质的真正诊断替代方法。事实上,发射诊断放射性核素以与225Ac配对的竞赛仍在进行中,和133La具有吸引人的辐射特性,声称这个地方。然而,为了使其能够转化为临床使用,需要扩大这种PET放射性核素的生产。
    结果:关于最佳辐照参数的研究,进行了分离条件和详尽的产品表征。在这个框架中,质子辐照2小时,在轰击结束时,60µA和18.7MeV产生了高达10.7GBq的133La活性。此外,测试了四种不同色谱树脂的性能,并提出了两种优化的纯化方法,大约20分钟,133La的回收效率超过98%,衰减校正。证明了高放射性核素纯度和表观摩尔活性,超过99.5%和120GBq/μmol,分别,在净化结束时。此外,获得PSMA-617和mcp-M-PSMA的定量络合,摩尔活性高达80GBq/µmol。此外,两种133La-放射性共轭物在血清中都具有很高的稳定性,超过(98.5±0.3)%和(99.20±0.08)%,分别,长达24小时。还进行了第一次剂量测定估计,并且计算出用于350至750MBq成像的133La应用仅具有2.1-4.4mSv的有效剂量,这与18F和68Ga基放射性药物相当。
    结论:在本文中,我们对133La的生产进行了总体研究,从辐射参数优化到临床剂量估计。可以产生GBq范围内的镧-133活性,配制为[133La]LaCl3,具有高质量的放射性标记和放射性核素纯度。我们认为,提高133La的可用性将进一步促进基于Macropa或其他适用于225Ac的螯合剂的放射性药物的开发。
    BACKGROUND: In recent years, targeted alpha therapy has gained importance in the clinics, and in particular, the alpha-emitter 225Ac plays a fundamental role in this clinical development. Nevertheless, depending on the chelating system no real diagnostic alternative has been established which shares similar chemical properties with this alpha-emitting radionuclide. In fact, the race to launch a diagnostic radionuclide to form a matched pair with 225Ac is still open, and 133La features attractive radiation properties to claim this place. However, in order to enable its translation into clinical use, upscaling of the production of this PET radionuclide is needed.
    RESULTS: A study on optimal irradiation parameters, separation conditions and an exhaustive product characterization was carried out. In this framework, a proton irradiation of 2 h, 60 µA and 18.7 MeV produced 133La activities of up to 10.7 GBq at end of bombardment. In addition, the performance of four different chromatographic resins were tested and two optimized purification methods presented, taking approximately 20 min with a 133La recovery efficiencies of over 98%, decay corrected. High radionuclide purity and apparent molar activity was proved, of over 99.5% and 120 GBq/µmol, respectively, at end of purification. Furthermore, quantitative complexation of PSMA-617 and mcp-M-PSMA were obtained with molar activities up to 80 GBq/µmol. In addition, both 133La-radioconjugates offered high stability in serum, of over (98.5 ± 0.3)% and (99.20 ± 0.08)%, respectively, for up to 24 h. A first dosimetry estimation was also performed and it was calculated that an 133La application for imaging with between 350 and 750 MBq would only have an effective dose of 2.1-4.4 mSv, which is comparable to that of 18F and 68Ga based radiopharmaceuticals.
    CONCLUSIONS: In this article we present an overarching study on 133La production, from the radiation parameters optimization to a clinical dose estimation. Lanthanum-133 activities in the GBq range could be produced, formulated as [133La]LaCl3 with high quality regarding radiolabeling and radionuclide purity. We believe that increasing the 133La availability will further promote the development of radiopharmaceuticals based on macropa or other chelators suitable for 225Ac.
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  • 文章类型: Journal Article
    背景:随着乳腺癌放射治疗的复杂性,对将实际剂量精确有效地输送到患者的需求也在增长。治疗期间的剂量测定已成为保证疗效和安全性的关键组成部分。
    目的:提出一种基于体表变化的乳腺癌放疗过程中的剂量学方法。
    方法:从早期数据库中回顾性检索了29例左侧乳腺癌放疗病例进行分析。执行了参考锥形束计算机断层扫描的计划计算机断层扫描(CT)的非刚性图像配准和剂量重新计算,以获得剂量变化。该研究使用3D点云特征提取来表征身体表面变化。基于相关性证明,使用神经网络框架,在体表变化和剂量变化之间建立映射模型。MSE指标,使用特征点的欧氏距离和3D伽马通过率度量来评估预测精度.
    结果:体表变化和剂量变化之间存在很强的相关性(第一典型相关系数=0.950)。对于测试装置中的剂量变形场和剂量振幅差,预测值和实际值的MSE分别为0.136像素和0.229cGy,分别。将计划剂量变形为变形剂量后,特征点与重新计算的剂量之间的欧氏距离从9.267±1.879mm变为0.456±0.374mm。对于2mm/2%的标准,3D伽玛通过率达到90%或更高的所有情况的80.8%,最低及格率为75.9%,最高及格率为99.6%。3毫米/2%标准的合格率范围为87.8%至99.8%,92.3%的病例通过率达到90%或更高。
    结论:本研究提供了一种非侵入性的剂量学方法,实时,乳腺癌放疗不需要额外的剂量。
    BACKGROUND: The requirement for precise and effective delivery of the actual dose to the patient grows along with the complexity of breast cancer radiotherapy. Dosimetry during treatment has become a crucial component of guaranteeing the efficacy and security.
    OBJECTIVE: To propose a dosimetry method during breast cancer radiotherapy based on body surface changes.
    METHODS: A total of 29 left breast cancer radiotherapy cases were retroactively retrieved from an earlier database for analysis. Non-rigid image registration and dose recalculation of the planning computed tomography (CT) referring to the Cone-beam computed tomography were performed to obtain dose changes. The study used 3D point cloud feature extraction to characterize body surface changes. Based on the correlation proof, a mapping model is developed between body surface changes and dose changes using neural network framework. The MSE metrics, the Euclidean distances of feature points and the 3D gamma pass rate metric were used to assess the prediction accuracy.
    RESULTS: A strong correlation exist between body surface changes and dose changes (first canonical correlation coefficient = 0.950). For the dose deformation field and dose amplitude difference in the test set, the MSE of the predicted and actual values were 0.136 pixels and 0.229 cGy, respectively. After deforming the planning dose into a deformed one, the feature points\' Euclidean distance between it and the recalculated dose changes from 9.267 ± 1.879 mm to 0.456 ± 0.374 mm. The 3D gamma pass rate of 90% or higher for the 2 mm/2% criteria were achieved by 80.8% of all cases, with a minimum pass rate of 75.9% and a maximum pass rate of 99.6%. Pass rate for the 3 mm/2% criteria ranged from 87.8% to 99.8%, with 92.3% of the cases having a pass rate of 90% or higher.
    CONCLUSIONS: This study provides a dosimetry method that is non-invasive, real-time, and requires no additional dose for breast cancer radiotherapy.
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  • 文章类型: Journal Article
    基于图像的剂量测定引导的放射性药物治疗具有通过限制对风险器官的毒性并最大化治疗效果来个性化治疗的潜力。核医学和分子成像协会的177Lu剂量测定挑战包括5项任务,评估剂量测定工作流程的变异性。第五个任务调查了与最后一步相关的可变性,剂量转换,本研究所基于的剂量测定工作流程。方法:由2名医学物理学家使用不同的软件评估参考变异性,方法,以及挑战中提供的输入分割格式和时间点的所有可能组合。计算了参与者提交的全球吸收剂量值的一般描述性统计,变异性是用四分位数离散系数测量的。结果:对于肝脏,其中包括高摄取的病变,变异高达36%。基线分析显示,肝脏吸收剂量结果的变异性为29%,数据集包括和排除的病变进行分组,这表明正常肝脏病变治疗方式的变化是变异性的重要来源。对于其他器官和病变,变异性在7%以内,独立于使用的软件,除了局部沉积方法。结论:剂量测定方法或软件的选择对剂量估计的总体变异性有很小的贡献。
    Image-based dosimetry-guided radiopharmaceutical therapy has the potential to personalize treatment by limiting toxicity to organs at risk and maximizing the therapeutic effect. The 177Lu dosimetry challenge of the Society of Nuclear Medicine and Molecular Imaging consisted of 5 tasks assessing the variability in the dosimetry workflow. The fifth task investigated the variability associated with the last step, dose conversion, of the dosimetry workflow on which this study is based. Methods: Reference variability was assessed by 2 medical physicists using different software, methods, and all possible combinations of input segmentation formats and time points as provided in the challenge. General descriptive statistics for absorbed dose values from the global submissions from participants were calculated, and variability was measured using the quartile coefficient of dispersion. Results: For the liver, which included lesions with high uptake, variabilities of up to 36% were found. The baseline analysis showed a variability of 29% in absorbed dose results for the liver from datasets where lesions included and excluded were grouped, indicating that variation in how lesions in normal liver were treated was a significant source of variability. For other organs and lesions, variability was within 7%, independently of software used except for the local deposition method. Conclusion: The choice of dosimetry method or software had a small contribution to the overall variability of dose estimates.
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  • 文章类型: Journal Article
    目的:描述6个月的安全性,在首次人体试验中,成像玻璃钇-90放射性栓塞治疗不可切除的肝细胞癌(HCC)后的功效和多模态成像性方法:Eye90微球®(Eye90),FDA突破性的指定设备,是在CT和SPECT/CT上可见的玻璃不透射线的Y-90微球。在一项前瞻性开放标签试点试验中,六名无法切除的HCC患者接受了选择性(≤2段)Eye90治疗。关键纳入标准包括仅肝HCC,ECOG≤1,病变总长度≤9cm,Child-PughA.采用前瞻性分区剂量学。安全,生物化学,毒性,不良事件(AE),评估了CT和SPECT/CT的多模态成像能力以及3和6个月MRI局部改良RECIST(mRECIST)反应。
    结果:6名HCC患者(7个病灶)接受Eye90治疗,随访180天。行政成功率为100%。90眼CT射线不透性分布与SPECT/CT相关。在6名受试者中观察到3名(50%)的目标病变完全反应,在2名(33.3%)中观察到部分反应。在180天不能评估两个受试者。180天,目标病变完全缓解3例(50%),部分缓解1例(16.7%).所有受试者报告了AE,5例报告与治疗相关的AE。没有治疗相关的严重AE。
    结论:Eye90在6名不可切除的HCC患者中安全有效,长达6个月。眼睛90可通过CT和SPECT/CT成像,CT射线不透性与SPECT/CT放射性分布之间存在相关性。Eye90提供了以前无法获得的基于CT的肿瘤靶向信息。
    OBJECTIVE: To determine 6-month interim safety, effectiveness, and multimodal imageability of imageable glass microsphere yttrium-90 (90Y) radioembolization for unresectable hepatocellular carcinoma (HCC) in a first-in-human trial.
    METHODS: Imageable microspheres (Eye90 Microspheres; ABK Biomedical, Halifax, Nova Scotia, Canada), a U.S. Food and Drug Administration (FDA) Breakthrough-Designated Device consisting of glass radiopaque 90Y microspheres visible on computed tomography (CT) and single photon emission CT (SPECT), were used to treat 6 subjects with unresectable HCC. Patients underwent selective (≤2 segments) treatment in a prospective open-label pilot trial. Key inclusion criteria included liver-only HCC, performance status ≤1, total lesion diameter ≤9 cm, and Child-Pugh A status. Prospective partition dosimetry was utilized. Safety (measured by Common Terminology Criteria for Adverse Events [CTCAE] v5), multimodal imageability on CT and SPECT, and 3- and 6-month imaging response by modified Response Evaluation Criteria in Solid Tumors on magnetic resonance (MR) imaging were evaluated.
    RESULTS: Seven tumors in 6 subjects were treated and followed to 180 days. Administration success was 100%. Microsphere distribution measured by radiopacity on CT correlated with SPECT. Ninety-day target lesion complete response (CR) was observed in 3 of 6 subjects (50%) and partial response (PR) in 2 (33.3%). At 180 days, target lesion CR was maintained in 3 subjects (50%) and PR in 1 (16.7%). Two subjects could not be reassessed, having undergone intervening chemoembolization. All subjects reported adverse events (AEs), and 5 reported AEs related to treatment. There were no treatment-related Grade ≥3 AEs.
    CONCLUSIONS: Radioembolization using imageable microspheres was safe and effective in 6 subjects with unresectable HCC at 6-month interim analysis. Microsphere distribution by radiopacity on CT correlated with radioactivity distribution by SPECT, providing previously unavailable CT-based tumor targeting information.
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  • 文章类型: Journal Article
    目的:使用DICOM辐射剂量结构报告(RDSR)和蒙特卡罗模拟评估接受脑血管造影和颅内动脉瘤治疗的成年患者的辐射剂量。从Kerma面积乘积(PKA)值确定用于估计有效剂量和器官剂量的转换因子。
    方法:分析了在三个意大利中心安装的五个血管造影设备进行的77例脑部手术。考虑了本地设置和采集协议。几何,16244次辐照事件的技术和剂量学数据(13305透视,2811数字减影血管造影,通过本地剂量监测系统从RDSR中提取128锥形束CT),并输入MonteCarloPCXMC软件以计算有效剂量和器官剂量。最后,转换因子以确定PKA的有效剂量和器官剂量。通过统计分析评估中心之间的差异,并通过Bland-Altman分析评估基于转换因子的剂量计算方法的准确性。
    结果:由于手术和血管造影系统技术的复杂性不同,观察到PKA(14-561Gycm2)和有效剂量(1.2-73.5mSv)的差异很大。最暴露的器官是大脑,唾液腺,口腔粘膜,甲状腺和骨骼。该研究强调了最新技术在减少患者暴露方面的重要性(约四倍,在DSA中甚至更多)。中心之间的转换因子没有观察到统计学上的显著差异,除了一些器官。有效剂量的转换因子为0.09±0.02mSv/Gycm2。
    结论:评估了神经介入手术的器官和有效剂量。提供了用于计算PKA的有效剂量和器官剂量的转换因子。
    OBJECTIVE: Radiation doses to adult patients submitted to cerebral angiography and intracranial aneurysms treatments were assessed by using DICOM Radiation Dose Structured Reports (RDSR) and Monte Carlo simulations. Conversion factors to estimate effective and organ doses from Kerma-Area Product (PKA) values were determined.
    METHODS: 77 cerebral procedures performed with five angiographic equipment installed in three Italian centres were analyzed. Local settings and acquisition protocols were considered. The geometrical, technical and dosimetric data of 16,244 irradiation events (13305 fluoroscopy, 2811 digital subtraction angiography, 128 cone-beam CT) were extracted from RDSRs by local dose monitoring systems and were input in MonteCarlo PCXMC software to calculate effective and organ doses. Finally, conversion factors to determine effective and organ doses from PKA were determined. Differences between centres were assessed through statistical analysis and accuracy of dose calculation method based on conversion factors was assessed through Bland-Altman analysis.
    RESULTS: Large variations in PKA (14-561 Gycm2) and effective dose (1.2-73.5 mSv) were observed due to different degrees of complexity in the procedures and angiographic system technology. The most exposed organs were brain, salivary glands, oral mucosa, thyroid and skeleton. The study highlights the importance of recent technology in reducing patient exposure (about fourfold, even more in DSA). No statistically significant difference was observed in conversion factors between centres, except for some organs. A conversion factor of 0.09 ± 0.02 mSv/Gycm2 was obtained for effective dose.
    CONCLUSIONS: Organ and effective doses were assessed for neuro-interventional procedures. Conversion factors for calculating effective and organ doses from PKA were provided.
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  • 文章类型: Journal Article
    为了评估单场期间作为峰峰运动和周期的函数的帧内运动效应,单分数和单场,点扫描质子治疗中运动目标的多次照射。
    使用内部动态体模以2、4和8秒的周期模拟5、10和20mm的峰到峰运动。使用放射变色胶片测量移动目标中的剂量分布。在垂直运动期间,在不改变水当量厚度(WET)的情况下,将膜固定并垂直于光束方向移动。在纵向运动期间,薄膜被固定并沿着光束方向移动,导致湿度的变化。使用伽玛指数分析以3%/3mm和3%/2mm的标准来分析剂量分布。
    对于单级辐射,改变周期不会导致使用的任何指标存在显著差异(P>.05),计划目标体积内的局部剂量除外(P<.001)。相比之下,除了平均计划目标体积剂量(P≈0.88)和局部剂量(P≈0.47)外,所有指标的峰-峰运动变化均显著(P<.001).在20mm的峰到峰运动下,垂直运动引起的伽马通过率(3%/3mm)比WET变化(65%±5%vs85%±4%)的降低更大。
    多部分照射的实施允许减少热点和冷点,但不减少剂量模糊。运动阈值从7到11毫米不等,取决于分数的数量,运动的类型,验收标准,以及使用的计算方法。
    UNASSIGNED: To evaluate intrafractional motion effects as a function of peak-to-peak motion and period during single-field, single-fraction and single-field, multifraction irradiation of the moving target in spot-scanning proton therapy.
    UNASSIGNED: An in-house dynamic phantom was used to simulate peak-to-peak motion of 5, 10, and 20 mm with periods of 2, 4, and 8 seconds. The dose distribution in the moving target was measured using radiochromic films. During the perpendicular motion, the film was fixed and moved perpendicular to the beam direction without changing the water equivalent thickness (WET). During longitudinal motion, the film was fixed and moved along the beam direction, causing a change in WET. Gamma index analysis was used with criteria of 3%/3 mm and 3%/2 mm to analyze the dose distributions.
    UNASSIGNED: For single-fraction irradiation, varying the period did not result in a significant difference in any of the metrics used (P > .05), except for the local dose within the planning target volume (P < .001). In contrast, varying peak-to-peak motion was significant (P < .001) for all metrics except for the mean planning target volume dose (P ≈ .88) and the local dose (P ≈ .47). The perpendicular motion caused a greater decrease in gamma passing rate (3%/3 mm) than WET variations (65% ± 5% vs 85% ± 4%) at 20 mm peak-to-peak motion.
    UNASSIGNED: The implementation of multifraction irradiation allowed to reduce hot and cold spots but did not reduce dose blurring. The motion threshold varied from 7 to 11 mm and depended on the number of fractions, the type of motion, the acceptance criteria, and the calculation method used.
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  • 文章类型: Journal Article
    目前的放射治疗(RT)技术仍不可避免地照射正常脑组织,引起内隐放射损伤。这项研究调查了放疗后鼻咽癌(NPC)患者易受损伤的脑区的精确定位和相应的辐射剂量。利用高级标准化工具(ANT)包,在标准的蒙特利尔神经研究所(MNI)空间中创建了计算机断层扫描(CT)脑模板,根据803例接受RT的中国NPC患者(T0〜T4)。有了这个模板,所有患者的CT和RTD剂量数据都被登记到MNI空间,比较了接受调强放疗(IMRT)或体积调制电弧治疗(VMAT)的NPC患者在正常脑组织中的RTF剂量分布特征,以患者的年龄和性别为协变量。平均剂量分析表明,边缘区域内的某些区域,时间,和后角,脑干,小脑后叶暴露于超过50Gy的剂量。组间分析显示,IMRT比VMAT向鼻咽肿瘤前的脑区提供更高的剂量,而VMAT对后部区域的影响更大。有趣的是,VMAT在保留T4期患者的正常脑组织方面表现出缺点。这表明两种治疗方式在保存正常脑组织方面具有独特的特点,每个人都有优势。具有更好的定位精度,在MNI空间创建的CT脑模板可能对NPC患者的毒性和剂量学分析有益.
    The current Radiotherapy (RT) technology still inevitably irradiated normal brain tissue, causing implicit radiation-induced injury. This study investigates the precise localization and the corresponding radiation dosage of brain regions susceptible to damage in nasopharyngeal carcinoma (NPC) patients following RT. Utilizing the Advanced Normalization Tools (ANTs) package, a computed tomography (CT) brain template was created in the standard Montreal Neurological Institute (MNI) space, based on 803 Chinese NPC patients (T0~T4) who underwent RT. With this template, all patients\' CT and RTdose data were registered to the MNI space, and the RTdose distribution characteristics in normal brain tissues were compared for NPC patients treated with Intensity-modulated radiotherapy (IMRT) or Volumetric Modulated Arc Therapy (VMAT), with patients\' age and gender as covariates. Analysis of the average dosages indicated that certain areas within the Limbic, Temporal, and Posterior Lobes, the Brainstem, and the Cerebellum Posterior Lobe were exposed to doses exceeding 50 Gy. Inter-group analysis revealed that IMRT delivered higher doses than VMAT to brain regions anterior to the nasopharyngeal tumor, whereas VMAT affected the posterior regions more. Interestingly, VMAT showed a drawback in preserving the normal brain tissues for T4-stage patients. This revealed that the two treatment modalities have unique characteristics in preserving normal brain tissue, each with advantages. With better localization precision, the created CT brain template in MNI space may be beneficial for NPC patients\' toxicity and dosimetric analyses.
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  • 文章类型: Journal Article
    kV锥形束计算机断层扫描(CBCT)是用于图像引导放射治疗(IGRT)程序的最常见成像方式之一。向患者提供额外的剂量,因此应考虑成像剂量的评估和优化.本研究旨在研究使用固定和患者特异性FOV对患者剂量的影响。使用BEAMnrc代码进行蒙特卡罗模拟以模拟集成到Truebeam线性加速器中的成像系统的kV光束。使用美国国家癌症研究所(NCI)开发的幻像库,通过DOSXYZnrc代码估算了由胸部和骨盆扫描方案产生的器官和特定大小的有效剂量。该库包含193个(100个男性和93个女性)网格类型的计算人类成年体模,它涵盖了一个大比例的病人的大小与身高和体重范围从150到190厘米和40到125公斤。使用三种大小的可变FOV评估成像剂量,小(S),中等(M),和大(L)为每个扫描区域。成果显示,FOV和患者年夜小在扫描剂量中起主要感化。完全在不同FOV内的器官剂量的平均百分比差异(PD)相对较低,两种方案都在11%以内。然而,对部分或靠近FOV扫描的器官的剂量受到显著影响.对于胸部协议,在扫描场中包含甲状腺可以给甲状腺提供1-7mGy/100mAs的剂量,与排除时的0.4-1mGy/100mAs相比。同样,平均而言,男性骨盆方案的睾丸剂量可能为6mGy/100mAs,而不在照射的场地中为3mGy/100mAs。这些剂量差异导致方案的大小特异性有效剂量平均增加高达27%。因为改变场的大小是可能的CBCT扫描,结果表明,患者特异性扫描方案可以以类似于CT扫描的方式应用于每个扫描区域.FOV大小的调整应根据临床需要,并协助提高治疗的准确性。患者的身高和体重可能被认为是主要因素,选择合适的患者特异性方案是基于.这种方法应该通过最小化大比例患者的剂量来优化用于IGRT程序的成像剂量。
    The kV cone beam computed tomography (CBCT) is one of the most common imaging modalities used for image-guided radiation therapy (IGRT) procedures. Additional doses are delivered to patients, thus assessment and optimization of the imaging doses should be taken into consideration. This study aimed to investigate the influence of using fixed and patient-specific FOVs on the patient dose. Monte Carlo simulations were performed to simulate kV beams of the imaging system integrated into Truebeam linear accelerator using BEAMnrc code. Organ and size-specific effective doses resulting from chest and pelvis scanning protocols were estimated with DOSXYZnrc code using a phantom library developed by the National Cancer Institute (NCI) of the US. The library contains 193 (100 male and 93 female) mesh-type computational human adult phantoms, and it covers a large ratio of patient sizes with heights and weights ranging from 150 to 190 cm and 40 to 125 kg. The imaging doses were assessed using variable FOV of three sizes, small (S), medium (M), and large (L) for each scan region. The results show that the FOV and the patient size played a major role in the scan dose. The average percentage differences (PDs) for doses of organs that were fully inside the different FOVs were relatively low, all within 11% for both protocols. However, doses to organs that were scanned partially or near the FOVs were affected significantly. For the chest protocol, the inclusion of the thyroid in the scan field could give a dose of 1-7 mGy/100 mAs to the thyroid, compared to 0.4-1 mGy/100 mAs when it was excluded. Similarly, on average, testes doses could be 6 mGy/100 mAs for the male pelvis protocol compared to 3 mGy/100 mAs when it did not lie in the field irradiated. These dose differences resulted in an average increase of up to 27% in the size-specific effective dose of the protocols. Since changing the field size is possible for CBCT scans, the results suggest that patient-specific scanning protocols could be applied for each scan area in a manner similar to that used for CT scans. Adjustment of the FOV size should be subject to the clinical needs, and assist in improving the treatment accuracy. The patient\'s height and weight might be considered as the main factors upon which, the selection of the appropriate patient-specific protocol is based. This approach should optimize the imaging doses used for IGRT procedures by minimizing doses of a large ratio of patients.
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  • 文章类型: Journal Article
    目的:本研究旨在研究基于深度学习(DL)的影像学特征对局部晚期非小细胞肺癌(LA-NSCLC)患者放射性肺炎(RP)的预测能力。
    方法:研究对象包括复旦大学附属上海肿瘤防治中心90例患者和江南大学附属医院59例患者。RP的发生被用作终点事件。从放射治疗前计划CT上描绘的两个感兴趣区域(肺PTV和PTV-GTV)中总共提取了512个3DDL衍生特征。使用LASSO回归进行特征选择,并使用多层感知器方法建立分类模型。通过接收器工作特性曲线分析评估了开发模型的性能。此外,所开发的模型补充了相关的临床变量和剂量-体积指标,以寻找更高的预测价值.
    结果:使用从肺PTV导出的DL特征的预测模型优于基于从PTV-GTV提取的特征的预测模型,AUC分别为0.921和0.892,在内部测试数据集中。此外,使用肺PTV的特征将剂量-体积度量V30Gy纳入预测模型,导致训练数据的AUC从0.835提高到0.881,验证数据从0.690提高到0.746。分别(DeLongp<0.05)。
    结论:使用3DDL网络从放疗前计划CT中提取的成像特征可以预测放射性肺炎,并且可能对LA-NSCLC患者的风险分层和毒性处理具有临床价值。
    结论:将DL衍生特征与剂量-体积指标相结合,为预测LA-NSCLC肺癌放疗中放射性肺炎提供了一种有希望的无创性方法,从而改善个性化治疗和患者预后。
    OBJECTIVE: This study aims to examine the ability of deep learning (DL)-derived imaging features for the prediction of radiation pneumonitis (RP) in locally advanced non-small-cell lung cancer (LA-NSCLC) patients.
    METHODS: The study cohort consisted of 90 patients from the Fudan University Shanghai Cancer Center and 59 patients from the Affiliated Hospital of Jiangnan University. Occurrences of RP were used as the endpoint event. A total of 512 3D DL-derived features were extracted from two regions of interest (lung-PTV and PTV-GTV) delineated on the pre-radiotherapy planning CT. Feature selection was done using LASSO regression, and the classification models were built using the multilayered perceptron method. Performances of the developed models were evaluated by receiver operating characteristic curve analysis. In addition, the developed models were supplemented with clinical variables and dose-volume metrics of relevance to search for increased predictive value.
    RESULTS: The predictive model using DL features derived from lung-PTV outperformed the one based on features extracted from PTV-GTV, with AUCs of 0.921 and 0.892, respectively, in the internal test dataset. Furthermore, incorporating the dose-volume metric V30Gy into the predictive model using features from lung-PTV resulted in an improvement of AUCs from 0.835 to 0.881 for the training data and from 0.690 to 0.746 for the validation data, respectively (DeLong p < 0.05).
    CONCLUSIONS: Imaging features extracted from pre-radiotherapy planning CT using 3D DL networks could predict radiation pneumonitis and may be of clinical value for risk stratification and toxicity management in LA-NSCLC patients.
    CONCLUSIONS: Integrating DL-derived features with dose-volume metrics provides a promising noninvasive method to predict radiation pneumonitis in LA-NSCLC lung cancer radiotherapy, thus improving individualized treatment and patient outcomes.
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  • 文章类型: Journal Article
    目的:使用具有各种视野大小的单束和真实患者计算机断层扫描(CT)图像,评估鼻窦通气量变化对鼻咽病例剂量变化的影响。
    方法:计算是在TaibahUniversity于2022年在配备以2.30GHz运行的IntelXeon(R)Gold5118处理器的计算机上进行的,AlMadinahAlMunawwarah回顾性鼻咽病例。在患者层面,通过比较深度剂量百分比来检查不同视野大小对剂量分布的影响.通过比较在不考虑在初始部分中观察到的解剖变化的情况下递送的剂量与使用2D伽马分析来考虑这些变化而调整的剂量来评估剂量差异。以1%的剂量差和1毫米的距离为标准,用于分析的伽马水平设定为95%.
    结果:研究结果表明,与3cmx3cm大小相比,5cmx5cm和10cmx10cm大小的观察到的效果减少了约50%,计划目标体积和鼻窦炎之间存在重叠。
    结论:该研究得出结论,剂量差异的影响在较小的视野中更为明显。
    OBJECTIVE: To assess the impact of changes in sinus aeration on dose variation in nasopharyngeal cases using a single beam with various field sizes and real patient computed tomography (CT) images.
    METHODS: The calculations were carried out on a computer equipped with an Intel Xeon (R) Gold 5118 processor operating at 2.30 GHz in 2022 at Taibah University, Al Madinah Al Munawwarah for a retrospective nasopharyngeal case. At the patient level, the impact on dose distribution was examined for different field sizes by comparing the percentage depth dose. The dose discrepancy was evaluated by comparing the dose delivered without considering the anatomical changes observed in the initial fraction to the dose adjusted to account for these changes using a 2D gamma analysis. With a criterion of 1% dose difference and 1 mm distance to agreement, the gamma level for analysis was set at 95%.
    RESULTS: The study findings indicated that the observed effect diminished by approximately 50% for both 5 cm x 5 cm and 10 cm x 10 cm field sizes compared to the 3 cm x 3 cm size, where there was an overlap between the planning target volume and sinusitis.
    CONCLUSIONS: The study concluded that the impact of dose discrepancy was more pronounced in smaller field sizes.
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