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End-to-end testing of an online adaptive radiotherapy workflow for liver tumors using a dynamic thoraco-abdominal anthropomorphic phantom. 使用动态胸腹拟人模型对肝脏肿瘤在线自适应放疗工作流程进行端到端测试。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae54f8
Anahita Bakhtiari Moghaddam, Raquel Figueiredo Augusto, Patrick Darremont, Armin Runz, Gernot Echner, Wibke Johnen, Peter Häring, Clemens Lang, Mona Lifferth, Abdallah Qubala, Oliver Jaekel, Christian P Karger

Objective: Adaptive radiotherapy (ART) requires robust end-to-end (E2E) testing tools capable of reproducing organ deformation, physiological motion, and multimodal imaging properties. The TAM-ARa (ThoracicAnthropomorphic Phantom withMotion forAdaptiveRadiotherapy) is a dynamic anthropomorphic phantom developed to validation and quality assurance of online ART workflows. Approach:The phantom was constructed with anatomically realistic bone, lung, and abdominal organ models fabricated from tissue equivalent materials. Modular components allowed simulation of interfractional and intrafractional anatomical variations, including ventilator driven respiratory motion, abdominal deformation, and variable gastric filling. CT, CBCT, and 3T MRI scans were acquired to assess imaging performance. Two E2E tests of an online adaptive IMRT workflow for liver tumors were performed on a Varian Ethos (ETHOS, Varian, USA) system. Multiple deformation scenarios were investigated, including a static reference configuration, two abdominal and one thoracic deformation for ionization chamber (IC) dosimetry, and a static plus abdominal deformation scenarios for radiochromic film dosimetry. Main results:The TAM-ARa phantom demonstrated realistic radiological characteristics, with CT Hounsfield units and MRI relaxation times closely matching reported in vivo values. The modular design allowed reproducible and controlled abdominal deformations, while setup and dosimeter placement were completed within minutes. In E2E tests for adaptive IMRT of liver tumors, excellent agreement was achieved between measured and planned dose after the treatment plan was adapted. IC E2E measurements showed that online adaptation consistently restored accurate dose delivery under deformation, reducing deviations to below 3%. Independent film measurements confirmed sub-millimeter geometric accuracy and full planning target volume coverage after adaptation, demonstrating effective compensation of deformation-induced errors. Significance:The TAM-ARa phantom provides a versatile and reproducible platform for multimodal E2E testing and validation of online ART workflows. Employing its realistic anatomical design, modular structure, and motion capabilities, TAM-ARa was successfully applied for E2E tests to validate a workflow for adaptive IMRT of liver tumors.

目的:适应性放疗(ART)需要强大的端到端(E2E)测试工具,能够再现器官变形、生理运动和多模态成像特性。TAM-ARa(带运动适应放射治疗的胸拟人化幻影)是一种动态拟人化幻影,用于在线ART工作流程的验证和质量保证。方法:该幻影由解剖学上真实的骨骼、肺和腹部器官模型构建,这些模型由组织等效材料制成。模块化组件允许模拟分数间和分数内的解剖变化,包括呼吸机驱动的呼吸运动,腹部变形和胃充盈的变化。通过CT、CBCT和3T MRI扫描来评估成像性能。在Varian Ethos (Ethos, Varian, USA)系统上对肝脏肿瘤的在线自适应IMRT工作流程进行了两项E2E测试。研究了多种变形情况,包括电离室(IC)剂量测定的静态参考配置,两个腹部和一个胸部变形,以及放射显色膜剂量测定的静态加腹部变形情况。主要结果:TAM-ARa假体表现出真实的放射学特征,其CT霍斯菲尔德单位和MRI松弛时间与体内报告的值密切匹配。模块化设计允许重复和控制腹部变形,而设置和剂量计放置在几分钟内完成。在肝脏肿瘤适应性IMRT的E2E试验中,在调整治疗方案后,测量剂量与计划剂量之间达到了极好的一致性。IC E2E测量表明,在线适应持续恢复变形下的准确剂量递送,将偏差降低到3%以下。独立的薄膜测量证实了亚毫米级的几何精度和适应后的完全规划目标体积覆盖,证明了变形引起的误差的有效补偿。 ;意义:TAM-ARa模体为在线ART工作流程的多模态端到端测试和验证提供了一个多功能和可重复的平台。TAM-ARa具有逼真的解剖设计、模块化结构和运动能力,成功应用于E2E测试,验证了肝脏肿瘤自适应IMRT的工作流程。
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引用次数: 0
Detector design for a high-resolution and high-sensitivity breast-dedicated multiplexed PET (mPET) scanner. 探测器设计为高分辨率和高灵敏度乳腺专用多路PET (mPET)扫描仪。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae50c9
Wen He, Craig Levin

Objective. We are developing a high-resolution, high-sensitivity breast-dedicated PET scanner that can image the distribution of multiple tracers simultaneously, referred to as multiplexed PET (mPET). This requires the detector to have high intrinsic spatial resolution and detection efficiency, as well as resolve photon depth-of-interaction (DOI).Approach. The detector array design comprises a novel trapezoidal shape configuration with scintillation crystal rod elements of different lengths to enable adequate intrinsic detection efficiency for prompt gamma ray photons (>511 keV) in addition to 511 keV photons, which is also practical to fabricate and assemble. The LYSO element lengths range from 5 mm to 35 mm, with a 1.28 mm pitch, read out by a multi-pixel photon counter (MPPC) array with a 3 mm pixel size. A light-sharing approach, combined with unpolished crystal surfaces and top-side light guides, enables DOI encoding. A prototype detector module was experimentally evaluated for flood image/crystal element separation, energy, DOI, and detector timing resolution. Measurements were performed under both side-irradiation and top-irradiation setups to assess the detector's performance across different interaction positions.Main results. The prototype detector flood image successfully resolved crystal elements even for 35 mm length crystals. DOI resolutions in full width at half maximum measured 4-6 mm for crystal lengths ranging from 10 mm to 30 mm and 7-8 mm for the 35 mm crystal length. Energy resolutions varied from 13% to 28%, with degradation observed at positions farther from the MPPC array plane. Detector time resolution values ranged from 330 ps to 660 ps.Significance.This work introduces a novel, single-ended readout, DOI-capable detector design that optimizes sensitivity while maintaining high spatial resolution for a breast-dedicatedmPET system, utilizing a unique trapezoidal crystal array and light-sharing DOI encoding designs. Additionally, this design offers a scalable approach that can be adapted to other high-performance PET systems.

目的:我们正在开发一种高分辨率,高灵敏度的乳房专用PET扫描仪,可以同时成像多种示踪剂的分布,称为多路PET (mPET)。这就要求探测器具有较高的内在空间分辨率和探测效率,以及解决光子相互作用深度(DOI)。 ;方法:探测器阵列设计包括一种新颖的梯形结构,具有不同长度的闪烁晶棒元件,除了511 keV光子外,还能对提示伽马射线光子(>511 keV)具有足够的内在探测效率,并且易于制造和组装。LYSO元件的长度范围从5毫米到35毫米,间距为1.28毫米,由一个像素尺寸为3毫米的多像素光子计数器(MPPC)阵列读出。光共享方法,结合未抛光的晶体表面和顶部光导,使DOI编码。实验评估了原型探测器模块的洪水图像/晶体元件分离、能量、DOI和探测器时序分辨率。在侧面照射和顶部照射设置下进行了测量,以评估探测器在不同相互作用位置的性能。主要结果:原型探测器的洪水图像成功地分辨了35 mm长度的晶体元素。对于晶体长度为10毫米至30毫米的DOI分辨率为4-6毫米,对于晶体长度为35毫米的DOI分辨率为7-8毫米。能量分辨率从13%到28%不等,在远离MPPC阵列平面的位置观察到衰减。探测器时间分辨率(DTR)值范围从330 ps到660 ps。意义:这项工作介绍了一种新颖的、单端读出、具有DOI能力的探测器设计,利用独特的梯形晶体阵列和光共享DOI编码设计,优化了灵敏度,同时保持了乳房专用mPET系统的高空间分辨率。此外,这种设计提供了一种可扩展的方法,可以适应其他高性能PET系统。
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引用次数: 0
Mesh-based detailed skeletal models for the ICRP reference pediatric individuals: development and dosimetric implications. ICRP参考儿科个体的基于网格的详细骨骼模型:发育和剂量学意义。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae501a
Chansoo Choi, Robert J Dawson, Bangho Shin, Yitian Wang, Johannes Tran-Gia, Maikol Salas Ramirez, Anna-Lena Theisen, Michael Lassmann, Wesley E Bolch

Objective.The skeleton contains the red bone marrow (RBM) and the endosteum, tissues linked to radiation-induced leukemia and bone cancer, making their consideration essential in radiation dosimetry. Although adult skeletal dosimetry has advanced with 3D images such asμCT images, the scarcity of comparable pediatric images prevents pediatric skeletal dosimetry from achieving a similar level. This study aims to develop 3D image-based detailed pediatric skeletal models that, while grounded in adultμCT images, incorporate the anatomical features of the developing pediatric skeleton.Approach.Target skeletal values were established from extensive anatomical literature and International Commission on Radiological Protection publications, including skeletal tissue mass, cellularity factor, trabecular bone volume fraction, and trabecular number. Guided by these values, trabecular bone models converted from adultμCT images were refined, a 50μm endosteal layer was defined, yellow bone marrow (YBM) was incorporated as adipocytes, and remaining regions were assigned as RBM. All modeling steps were performed automatically using our C++-based bone modeling program.Main results.A total of 246 pediatric skeletal models were developed in a high-quality mesh format across six age and sex groups (sex-averaged newborn, 1 year-old, 5 year-old, and 10 year-old, and sex-specific 15 year-old male and female), with each group comprising 41 models. These models represent trabecular bone and RBM/YBM in both the shallow and deep marrow, and all matched their target values within 2%. For selected cases, PHITS Monte Carlo simulations were used to calculate specific absorbed fractions, which increased with decreasing age due to differences in target mass and the combined effects of the anatomical factors incorporated in this study.Significance.This study provides the first comprehensive set of 3D image-based pediatric skeletal models for skeletal dosimetry. These models, together with the dosimetric datasets derived from them, are expected to provide an anatomically robust foundation for improving the accuracy and reliability of pediatric skeletal dosimetry.

目的:骨骼包含红骨髓(RBM)和内皮,这些组织与辐射引起的白血病和骨癌有关,因此在辐射剂量学中必须考虑它们。尽管成人骨骼剂量学已经随着微CT图像等3D图像的发展而进步,但可比较的儿科图像的缺乏阻碍了儿童骨骼剂量学达到类似的水平。本研究旨在开发基于3D图像的详细儿童骨骼模型,该模型以成人微CT图像为基础,结合发育中的儿童骨骼的解剖学特征。方法:从广泛的解剖学文献和ICRP出版物中建立目标骨骼值,包括骨组织质量、细胞因子、小梁骨体积分数和小梁数量。在这些值的指导下,将成人微CT图像转换成的骨小梁模型进行细化,定义50µm的内皮层,将黄色骨髓(YBM)合并为脂肪细胞,其余区域被分配为RBM。所有的建模步骤都是使用基于c++的骨骼建模程序自动完成的。主要结果:共有246个儿童骨骼模型以高质量网格格式开发,涉及六个年龄和性别组(性别平均的新生儿,1岁,5岁和10岁,以及性别特定的15岁男性和女性),每组包括41个模型。这些模型分别代表浅骨髓和深骨髓的小梁骨和RBM/YBM,它们的目标值都在2%以内匹配。对于选定的病例,使用PHITS蒙特卡罗模拟来计算特定的吸收分数,由于靶质量的差异以及本研究中纳入的解剖因素的综合影响,吸收分数随着年龄的降低而增加。意义:本研究首次提供了一套完整的基于3D图像的儿童骨骼模型,用于骨骼剂量测定。这些模型以及由此衍生的剂量学数据集有望为提高儿童骨骼剂量学的准确性和可靠性提供解剖学上坚实的基础。
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引用次数: 0
Four-row MRI receive array with remote circuitry for improved parallel imaging in radiation therapy systems. 具有远程电路的四排MRI接收阵列,用于改善放射治疗系统中的并行成像。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae54fe
Karthik Lakshmanan, Lindsay Phillips, Bili Wang, Eros Montin, Jerzy Walczyk, Ryan Brown

Objective Previous MR guided radiation therapy (MRgRT) radiofrequency coil arrays have been limited to one to two rows of coils in the head-foot direction because of the desire to place radiation-opaque coil circuitry outside the window through which the radiation beam travels. However, such layouts limit parallel imaging undersampling in the head-foot direction. We recently demonstrated a three-row array with a remote coil circuit that improved parallel imaging performance, while preserving the signal-to-noise ratio (SNR) and the radiolucent window. Here we evaluate a four-row prototype design to determine if further parallel imaging advantages could be realized. Approach We built remote circuits that allowed radio-opaque components to be placed outside the field of view through which the radiation beam is expected to travel. The circuit consisted of a phase shifter to cancel the phase introduced by the radiolucent coaxial link between the circuit and coil, followed by standard components for tuning, matching, detuning, and preamplifier decoupling. Measurements were performed on an abdominal phantom to compare single-channel coils with remote or local circuits, followed by tests on a 16-channel four-row array. Main results The four-row array maintained SNR comparable to two-and three-row designs while supporting 3× head-foot acceleration (minimum reciprocal g-factor = 0.74) and 2×3 multi-directional acceleration (minimum reciprocal g-factor = 0.72), capabilities which were not achievable with previous designs. Significance These results demonstrate the technical feasibility of four-row designs, which may benefit MRgRT applications that require high SNR and temporal-resolution.

先前的磁共振引导放射治疗(MRgRT)射频线圈阵列被限制在头脚方向的一到两排线圈,因为希望在辐射束穿过的窗口外放置辐射不透明的线圈电路。然而,这种布局限制了头脚方向的并行成像欠采样。我们最近展示了一种带有远程线圈电路的三排阵列,该阵列在保持信噪比(SNR)和辐射透光窗口的同时,提高了并行成像性能。在这里,我们评估了一个四排原型设计,以确定是否可以实现进一步的平行成像优势。方法我们构建了远程电路,允许将无线电不透明组件放置在辐射光束预计穿过的视场之外。该电路由移相器组成,用于消除电路和线圈之间的辐射同轴链路引入的相位,然后是用于调谐,匹配,失谐和前置放大器去耦的标准组件。在腹部假体上进行测量,将单通道线圈与远程或局部电路进行比较,随后在16通道四排阵列上进行测试。主要结果四排阵列在支持3倍头脚加速度(最小倒数g因子= 0.74)和2×3多向加速度(最小倒数g因子= 0.72)的同时,保持了与二排和三排设计相当的信噪比。这些结果证明了四排设计的技术可行性,这可能有利于需要高信噪比和时间分辨率的MRgRT应用。
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引用次数: 0
Toward fully automated pre-implantation planning for cervical cancer brachytherapy: a template-guided multi-criteria optimization framework for catheter placement and dose distribution. 迈向宫颈癌近距离治疗的完全自动化植入前计划:一个模板引导的导管放置和剂量分配的多标准优化框架。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae50c7
Shiqi Lin, Yi Ouyang, Huikuan Gu, Kai Chen, Shouliang Ding, Yuda Lin, Zhenyu Qi

Background and purpose.Image-guided intracavitary/interstitial brachytherapy is standard for locally advanced cervical cancer (LACC), yet the lack of pre-implantation planning often leads to suboptimal catheter placement and dose distribution. A template-guided, multi-criteria optimization-based pre-implantation planning system was thus proposed, which integrates dosimetric, radiobiological, and geometric objectives.Materials and methods.The developed system employs an improved wish-list optimization strategy featuring a tighten-relax mechanism with hybrid constraints to enhance robustness and resolve conflicts from impractical wish-lists. It incorporates dose-volume indices, the generalized equivalent uniform dose, and a novel total conformity index, while supporting oblique catheter insertions for improved dose conformation. Dosimetric performance was benchmarked against clinical approved plans in 40 LACC cases, focusing on target coverage, conformity, and organ-at-risk sparing.Results.Compared to the catheter configurations in clinically approved plans, the proposed method resulted in catheter displacement exceeding 5 mm in 11 out of 40 LACC cases and catheter angular deviation greater than 10°in 7 cases. Correspondingly, the proportion of new plans meeting theD90> 100% criterion was 100% with template guidance versus 92.5% without, both significantly higher than the 82.5% achieved by original clinical plans. The method also increasedV90andV100by 3.4% and 4.9% (bothp< 0.001), improved dose conformity from 0.59 to 0.61 (p< 0.001), while maintaining OARD2ccwithin clinical limits.Conclusion.The proposed pre-implantation planning method reduces reliance on operator experience and offers a robust, automated solution for high-conformity brachytherapy.

背景与目的:图像引导腔内/间质近距离放疗是局部晚期宫颈癌(LACC)的标准治疗方法,但由于缺乏植入前计划,导致导管放置和剂量分布不理想。因此,提出了一种基于模板引导、多准则优化(MCO)的植入前计划系统,该系统集成了剂量学、放射生物学和几何目标。材料和方法:所开发的系统采用改进的愿望清单优化策略,该策略具有紧-松机制和混合约束,以增强鲁棒性并解决不切实际愿望清单的冲突。它结合了剂量-体积指数、广义等效均匀剂量(gEUD)和一种新的完全符合指数(TCI),同时支持斜置导管以改善剂量符合。在40例LACC病例中,将剂量学性能与临床批准的方案进行基准比较,重点关注目标覆盖、一致性和器官风险保护。结果:与临床批准的方案中的导管配置相比,所提出的方法导致40例LACC病例中11例导管位移超过5mm, 7例导管角度偏差大于10度。相应的,有模板指导的新方案符合D90 >100%标准的比例为100%,没有模板指导的为92.5%,均显著高于原临床方案的82.5%。该方法可使V90和V100分别提高3.4%和4.9% (p < 0.05)
{"title":"Toward fully automated pre-implantation planning for cervical cancer brachytherapy: a template-guided multi-criteria optimization framework for catheter placement and dose distribution.","authors":"Shiqi Lin, Yi Ouyang, Huikuan Gu, Kai Chen, Shouliang Ding, Yuda Lin, Zhenyu Qi","doi":"10.1088/1361-6560/ae50c7","DOIUrl":"10.1088/1361-6560/ae50c7","url":null,"abstract":"<p><p><i>Background and purpose.</i>Image-guided intracavitary/interstitial brachytherapy is standard for locally advanced cervical cancer (LACC), yet the lack of pre-implantation planning often leads to suboptimal catheter placement and dose distribution. A template-guided, multi-criteria optimization-based pre-implantation planning system was thus proposed, which integrates dosimetric, radiobiological, and geometric objectives.<i>Materials and methods.</i>The developed system employs an improved wish-list optimization strategy featuring a tighten-relax mechanism with hybrid constraints to enhance robustness and resolve conflicts from impractical wish-lists. It incorporates dose-volume indices, the generalized equivalent uniform dose, and a novel total conformity index, while supporting oblique catheter insertions for improved dose conformation. Dosimetric performance was benchmarked against clinical approved plans in 40 LACC cases, focusing on target coverage, conformity, and organ-at-risk sparing.<i>Results.</i>Compared to the catheter configurations in clinically approved plans, the proposed method resulted in catheter displacement exceeding 5 mm in 11 out of 40 LACC cases and catheter angular deviation greater than 10°in 7 cases. Correspondingly, the proportion of new plans meeting the<i>D</i><sub>90</sub>> 100% criterion was 100% with template guidance versus 92.5% without, both significantly higher than the 82.5% achieved by original clinical plans. The method also increased<i>V</i><sub>90</sub>and<i>V</i><sub>100</sub>by 3.4% and 4.9% (both<i>p</i>< 0.001), improved dose conformity from 0.59 to 0.61 (<i>p</i>< 0.001), while maintaining OAR<i>D</i><sub>2cc</sub>within clinical limits.<i>Conclusion.</i>The proposed pre-implantation planning method reduces reliance on operator experience and offers a robust, automated solution for high-conformity brachytherapy.</p>","PeriodicalId":20185,"journal":{"name":"Physics in medicine and biology","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147434831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic prompt-guided incremental fine-tuning for offset detection in radiotherapy patient positioning. 用于放疗患者定位偏移检测的自动提示引导增量微调。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae54f9
Jing Zhang, Yang Liu, Yuchi Jiang, Lingling Fang, Hongyi Zhu

Objective: Radiotherapy (RT) requires accurate and consistent patient positioning to ensure precise radiation delivery and minimize unnecessary exposure to healthy tissues. Conventional workflows rely heavily on clinicians' experience and repeated CT-based registration, leading to inefficiency, patient discomfort, and potential alignment inconsistencies. This work aims to develop an automatic, robust, and low-cost posture offset detection method that overcomes these limitations.

Approach: We propose a prompt-guided incremental fine-tuning model built upon a large-scale image segmentation backbone. The system captures real-time 2D images from a single RGB camera and automatically generates adaptive prompt points based on individual body shapes and postures, improving segmentation robustness and reducing environmental interference. An incremental fine-tuning strategy enables continuous adaptation to newly collected patient images throughout the treatment cycle. Furthermore, a multi-level offset analysis framework is introduced, integrating contour-level, keypoint-level, and pixel-level estimations to identify, localize, and quantify posture deviations across multiple granularities. The system is deployed clinically to collect real RT data and construct a dedicated validation dataset.

Main results: Extensive experiments on real clinical data show that the proposed method achieves accurate, fast, and stable posture offset detection. It substantially improves positioning consistency and efficiency compared with conventional workflows. Ablation studies further demonstrate the effectiveness and necessity of each module within the framework.

Significance: This study provides a practical and low-cost solution for RT positioning, reducing clinician workload and patient burden while improving treatment accuracy. It demonstrates the potential of prompt-guided incremental adaptation and multi-level offset analysis in real RT environments, offering a promising direction for intelligent, automated radiotherapy positioning systems.

目的:放射治疗(RT)需要准确和一致的患者定位,以确保精确的放射传递,并尽量减少对健康组织的不必要暴露。传统的工作流程严重依赖于临床医生的经验和基于ct的重复注册,导致效率低下、患者不适和潜在的对齐不一致。这项工作旨在开发一种自动、鲁棒、低成本的姿态偏移检测方法来克服这些限制。方法:我们提出了一种基于大规模图像分割主干的快速引导增量微调模型。该系统从单个RGB相机捕获实时2D图像,并根据个人体型和姿势自动生成自适应提示点,提高分割鲁棒性并减少环境干扰。增量微调策略可以在整个治疗周期内持续适应新收集的患者图像。此外,还引入了一种多层次的偏移分析框架,该框架集成了轮廓级、关键点级和像素级估计,以识别、定位和量化跨多个粒度的姿态偏差。该系统用于临床采集真实RT数据,并构建专用验证数据集。主要研究结果:大量临床实验表明,该方法实现了准确、快速、稳定的姿态偏移检测。与传统的工作流程相比,大大提高了定位的一致性和效率。研究进一步证明了框架内各模块的有效性和必要性。意义:本研究为RT定位提供了一种实用、低成本的解决方案,在提高治疗准确性的同时,减少了临床医生工作量和患者负担。它展示了在真实放疗环境中快速引导的增量适应和多层次偏移分析的潜力,为智能、自动化放疗定位系统提供了一个有希望的方向。
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引用次数: 0
Detection of errors in organs at risk delineations for radiotherapy for clinical trial reviews. 用于临床试验回顾的放射治疗危险器官的错误检测。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae50a7
C Dronne, C H Clark, X Loizeau, E Miles, P Hoskin, J R McClelland

Objective.As part of treatment planning for radiotherapy, the organs at risk (OARs) are delineated on the patient's CT scan. This work aims to develop a method to measure variability in OAR delineations and detect errors.Approach.A normative modelling approach was implemented by training a variational autoencoder (VAE) on a dataset of images and delineations to model the "acceptable" variability distribution. The trained VAE was then used to reconstruct unseen cases. Disagreements between input and reconstructed delineations highlighted regions where the input deviated from the training distribution. This approach was validated by evaluating the reconstructions of spinal cord and brainstem delineations where common clinical errors had been introduced.Main results.Results showed that the model successfully detected errors, even when only a few voxels or slices were added or removed. Distance to agreement maps were generated to quantify the magnitude of the disagreements in misclassified regions. These results were further validated by manually evaluating some of the test cases.Significance.This tool has the potential of assisting clinicians in reviewing and validating OAR delineations.

目的:作为放射治疗计划的一部分,在患者的CT扫描上划定危险器官(OARs)。这项工作的目的是开发一种方法,以测量变异性的划桨划定和检测误差。& # xD; & # xD;方法。通过在图像和描绘数据集上训练变分自编码器(VAE)来实现规范建模方法,以模拟“可接受的”可变性分布。训练后的VAE被用来重建未见的案例。输入和重建描述之间的分歧突出了输入偏离训练分布的区域。这种方法通过评估脊髓和脑干的重建来验证,其中常见的临床错误已经引入。& # xD; & # xD;主要结果。结果表明,即使只添加或删除少量体素或切片,该模型也能成功地检测到错误。生成了协议距离(DTA)图,以量化错误分类区域的分歧程度。通过手动评估一些测试用例,进一步验证了这些结果。& # xD; & # xD;意义。该工具有可能帮助临床医生审查和验证OAR的描述。
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引用次数: 0
Analytical model of prompt gamma timing for spatiotemporal emission reconstruction in particle therapy. 粒子治疗中时空发射重建的提示时间解析模型。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae54ff
Julius Werner, Malte Schmidt, Francesco Pennazio, Jorge Roser, Jona Kasprzak, Veronica Ferrero, Magdalena Rafecas

Objective: Particle therapy relies on up-to-date knowledge of the stopping power of the patient tissues to deliver the prescribed dose distribution. The stopping power describes the average particle motion, which is encoded in the distribution of prompt-gamma photon emissions in time and space. We reconstruct the spatiotemporal emission distribution from multi-detector Prompt Gamma Timing (PGT) data. Solving this inverse problem relies on an accurate model of the prompt-gamma transport and detection including explicitly the dependencies on the times of emission and detection.

Approach: Our previous work relied on Monte-Carlo (MC) based system models. The tradeoff between computational resources and statistical noise in the system model prohibits studies of new detector arrangements and beam scanning scenarios. Therefore, we propose here an analytical system model to speed up recalculations for new beam positions and to avoid statistical noise in the model.

Main results: We evaluated the model for the MERLINO multi-detector-PGT prototype. Comparisons between the analytical model and a MC-based reference showed excellent agreement for single-detector setups. When several detectors were placed close together and partially obstructed each other, intercrystal scatter led to differences of up to 10 % between the analytical and MC-based model. Nevertheless, when evaluating the performance in reconstructing the spatiotemporal distribution and estimating the stopping power, no significant difference between the models was observed. Hence, the procedure proved robust against the small inaccuracies of the model for the tested scenarios.

Significance: The model calculation time was reduced by factor of 1500, now enabling many new studies for PGT-based systems.

目的:粒子治疗依赖于最新的知识的停止能力的病人组织提供规定的剂量分布。停止功率描述了粒子的平均运动,它被编码在提示伽马光子发射的时间和空间分布中。利用多探测器提示伽玛时序(PGT)数据重构时空发射分布。解决这个反问题依赖于一个精确的即时伽马传输和探测模型,包括对发射和探测时间的依赖关系。方法:我们以前的工作依赖于基于蒙特卡罗(MC)的系统模型。在系统模型中,计算资源和统计噪声之间的权衡阻碍了新的探测器布置和波束扫描场景的研究。因此,我们在此提出一个解析系统模型,以加快新光束位置的重新计算,并避免模型中的统计噪声。主要结果:我们评估了MERLINO多探测器- pgt原型的模型。分析模型和基于mc的参考模型之间的比较表明,单检测器设置的一致性非常好。当几个探测器被放置在一起并相互部分阻挡时,晶体间散射导致分析模型和基于mc的模型之间的差异高达10%。然而,在重建时空分布和估计停止能力方面,模型之间没有显著差异。因此,对于测试场景的模型的小误差,该过程被证明是健壮的。意义:模型计算时间缩短了1500倍,为基于pgt的系统提供了许多新的研究。
{"title":"Analytical model of prompt gamma timing for spatiotemporal emission reconstruction in particle therapy.","authors":"Julius Werner, Malte Schmidt, Francesco Pennazio, Jorge Roser, Jona Kasprzak, Veronica Ferrero, Magdalena Rafecas","doi":"10.1088/1361-6560/ae54ff","DOIUrl":"https://doi.org/10.1088/1361-6560/ae54ff","url":null,"abstract":"<p><strong>Objective: </strong>Particle therapy relies on up-to-date knowledge of the stopping power of the patient tissues to deliver the prescribed dose distribution. The stopping power describes the average particle motion, which is encoded in the distribution of prompt-gamma photon emissions in time and space. We reconstruct the spatiotemporal emission distribution from multi-detector Prompt Gamma Timing (PGT) data. Solving this inverse problem relies on an accurate model of the prompt-gamma transport and detection including explicitly the dependencies on the times of emission and detection.</p><p><strong>Approach: </strong>Our previous work relied on Monte-Carlo (MC) based system models. The tradeoff between computational resources and statistical noise in the system model prohibits studies of new detector arrangements and beam scanning scenarios. Therefore, we propose here an analytical system model to speed up recalculations for new beam positions and to avoid statistical noise in the model.</p><p><strong>Main results: </strong>We evaluated the model for the MERLINO multi-detector-PGT prototype. Comparisons between the analytical model and a MC-based reference showed excellent agreement for single-detector setups. When several detectors were placed close together and partially obstructed each other, intercrystal scatter led to differences of up to 10 % between the analytical and MC-based model. Nevertheless, when evaluating the performance in reconstructing the spatiotemporal distribution and estimating the stopping power, no significant difference between the models was observed. Hence, the procedure proved robust against the small inaccuracies of the model for the tested scenarios.</p><p><strong>Significance: </strong>The model calculation time was reduced by factor of 1500, now enabling many new studies for PGT-based systems.</p>","PeriodicalId":20185,"journal":{"name":"Physics in medicine and biology","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147486952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unraveling the role of boron microdistribution in BNCT dosimetry of glioblastoma multiforme: combined theoretical and experimental insights. 揭示硼微分布在多形性胶质母细胞瘤BNCT剂量学中的作用:结合理论和实验见解。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae54fd
Barbara Marcaccio, Agustina Mariana Portu, Gustavo A Santa Cruz, Luciano Fiore, Mario Alberto Gadan, María Silvina Olivera, Lucía Policastro, Emiliano C Pozzi, Silvia Inés Thorp, Paula Curotto, María Sol Espain, Laura Cansolino, Cinzia Ferrari, Cristina Pezzi, Setareh Fatemi, Ian Postuma, Silva Bortolussi, Sara Josefina González

Objective: Boron Neutron Capture Therapy is a cancer radiotherapy that uses the selective uptake of boron compounds by tumor cells, followed by neutron irradiation. Conventional dosimetry generally assumes a homogeneous boron distribution within tissues, yet evidence indicates intracellular heterogeneity. This work aims to improve the Photon Isoeffective Dose model (PID) for Glioblastoma Multiforme (GBM) by incorporating subcellular-scale effects: (i) a correction factor for the stochastic nature of energy deposition due to intracellular boron localization, and (ii) the treatment of the nucleus-to-cytoplasm boron concentration ratio as a stochastic variable.

Approach: The boron-10 microdistribution in U-87 glioblastoma cells was quantified for the first time through neutron autoradiography, revealing preferential accumulation in the nucleus. Following these experimental data, the nucleus-to-cytoplasm boron concentration ratio was described by a lognormal random variable, consistent with biological uptake processes. The correction factor was applied to the dosimetry of U-87 radiobiological data. Then, updated radiobiological parameters and subcellular-scale effects were integrated into the PID formalism and applied to a clinical case of GBM.

Main results: The outcome was a Microdosimetric Photon Isoeffective Dose Model, which extends conventional PID by explicitly including intracellular boron heterogeneity. Applied to U-87 data, proposed corrections revealed a 47% reduction in the Compound Biological Effectiveness factor compared to conventional calculations, showing that neglecting subcellular distribution substantially overestimates the boron dose. For the clinical case, the total dose and 1-year Progression-Free Survival (PFS) differed only by 4% and 3%, respectively, compared to conventional dosimetry. However, perturbation analyses indicated that under higher intracellular heterogeneity, plausible in vivo, the deviations could become substantial (up to 22% in dose and 68% in PFS).

Significance: These findings highlight the relevance of subcellular-scale modeling. The proposed Microdosimetric Model, grounded on experimentally derived microdosimetric corrections, provides a robust framework to improve both the accuracy and the personalization of BNCT treatment planning.

目的:硼中子俘获疗法是一种利用肿瘤细胞选择性摄取硼化合物,然后进行中子照射的癌症放疗。常规剂量学通常假设硼在组织内均匀分布,但有证据表明细胞内不均匀。本研究旨在通过纳入亚细胞尺度效应来改进多形性胶质母细胞瘤(GBM)的光子等有效剂量模型(PID):(i)由于细胞内硼定位引起的能量沉积的随机性质的校正因子,以及(ii)作为随机变量的核与细胞质硼浓度比的处理。方法:首次采用中子放射自显影技术定量测定了U-87胶质母细胞瘤细胞中硼-10的微分布,揭示了硼-10在细胞核内的优先富集。根据这些实验数据,核与细胞质的硼浓度比用对数正态随机变量描述,与生物吸收过程一致。将校正因子应用于U-87放射生物学剂量学资料。然后,将更新的放射生物学参数和亚细胞尺度效应整合到PID形式中,并应用于GBM的临床病例。主要结果:结果是微剂量光子等有效剂量模型,通过明确地包括细胞内硼的异质性,扩展了传统的PID。应用于U-87数据,提出的修正表明,与传统计算相比,复合生物效应因子降低了47%,这表明忽略亚细胞分布大大高估了硼的剂量。对于临床病例,与常规剂量法相比,总剂量和1年无进展生存期(PFS)分别仅相差4%和3%。然而,微扰分析表明,在较高的细胞内异质性下,在体内,偏差可能变得很大(剂量高达22%,PFS为68%)。意义:这些发现强调了亚细胞尺度建模的相关性。提出的微剂量模型基于实验推导的微剂量校正,为提高BNCT治疗计划的准确性和个性化提供了一个强大的框架。
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引用次数: 0
Continuous administration of alpha radionuclide therapy: a proof-of-concept based on black hole like-dynamics. 放射性核素治疗的持续管理:基于黑洞动力学的概念验证。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-19 DOI: 10.1088/1361-6560/ae5017
Marco P Soares Dos Santos, Rodrigo M C Bernardo, Inês A Marques, Maria F Botelho, Gil Gonçalves

Objective. Targeted radionuclide therapy using alpha-particle-emitting radiopharmaceuticals (alpha-RPT) is increasingly recognized as an effective, safe and economically viable clinical treatment. However, it is restricted to few cancer types, and to metastatic or unresectable tumors as a palliative treatment. Broader implementation of alpha-RPT across cancer types and earlier disease stages is hampered by limitations of current clinical dosimetry. Alpha-RPT administration regimens rely on fixed protocols for intermittent radioactivity (RT) administration, without dynamic adjustments. This study provides a computational proof-of-concept of continuous dynamic-discretized RT administration strategy for alpha-RPT inspired by black hole (BH)-like dynamics.Approach.BHs can exhibit impressive forms of convergence, stability and robustness, ensuring a trapped region, in which matter cannot escape from it. When extrapolated to cancer therapy, the tumor is analogically considered as a mass inside a BH, in which the BH center represents the cancer remission, and the alpha-RPT administration acts as the gravitational attraction pulling the tumor mass towards the center (where a complete remission is reached). Using a recently validated mathematical model of Actinium-225 alpha-RPT in a Murine breast cancer model, we were able to predict geometro-radiopharmacokinetics and tumor dynamics for different number of tumor cells, discretization intervals, and a wide variation range of tumor parameters.Main results.Our results show that BH-like RT administration can significantly reduce total administered RT and treatment duration compared with current clinical practice based on intermittent administration, while maintaining therapeutic efficacy, even under highly uncertain tumor dynamics. Reductions in treatment duration up to 48.8% were obtained, as well as reductions in maximum/average RT administration up to 54.3%/81.1%.Significance. These findings suggest that adaptive control strategies may overcome key limitations of current alpha-RPT protocols, allowing dynamically adjusted RT administration according to tumor state data obtained from biomarker data and/or theranostic imaging. This strategy holds the potential to refine clinical protocols and expand alpha-RPT beyond its current limitations, establishing the 'biological BH' as a new high-impact foundation for spreading alpha emitting RPT to primary cancers and multiple cancer types.

目的:利用α粒子放射药物(α - rpt)进行靶向放射性核素治疗是一种有效、安全且经济可行的临床治疗方法。然而,它仅限于少数癌症类型,以及转移性或不可切除的肿瘤作为姑息治疗。α - rpt在癌症类型和早期疾病阶段的广泛实施受到当前临床剂量学的限制。α - rpt给药方案依赖于间歇性放射性(RT)给药的固定方案,没有动态调整。该研究为受黑洞(BH)类动力学启发的α - rpt提供了连续动态离散RT管理策略的计算概念证明。方法:黑洞可以表现出令人印象深刻的收敛性、稳定性和健壮性,确保有一个物质无法逃脱的被困区域。当外推到癌症治疗时,肿瘤被类比地认为是BH内的肿块,其中BH中心代表癌症缓解,而α - rpt的给药就像引力一样将肿瘤肿块拉向中心(达到完全缓解)。利用最近验证的小鼠乳腺癌模型中锕-225 α - rpt的数学模型,我们能够预测不同数量的肿瘤细胞,离散间隔和肿瘤参数的广泛变化范围的几何放射药代动力学和肿瘤动力学。主要结果:我们的研究结果表明,与目前临床基于间歇给药相比,h -like给药可以显著减少总给药时间和治疗时间,即使在高度不确定的肿瘤动态下,也能保持治疗效果。治疗时间减少了48.8%,最大/平均RT给药量增加了54.3%/81.1%。意义:这些发现表明,自适应控制策略可能克服当前α - rpt方案的关键局限性,允许根据从生物标志物数据和/或治疗成像获得的肿瘤状态数据动态调整RT给药。
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引用次数: 0
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Physics in medicine and biology
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