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Uncertainty analysis in hyperthermia treatment planning for head & neck cancer using polynomial chaos expansion. 用多项式混沌展开分析头颈癌热疗计划的不确定性。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-16 DOI: 10.1088/1361-6560/ae399e
Roel C Kwakernaak, Massimiliano Zanoli, Zoltán Perkó, Maarten M Paulides, Sergio Curto

Objective: Hyperthermia, the elevation of tumor temperature to 39-44◦C, is an effective adjuvant treatment for head and neck (H&N) cancer, enhancing the effects of radiotherapy and chemotherapy. This study investigates the robustness of hyperthermia treatment planning (HTP) for H&N cancer using the HyperCollar3D applicator, focusing on uncertainties in patient positioning, tissue properties, and water bolus cooling efficacy. Approach: A retrospective analysis was conducted of 16 patients treated at the Erasmus Medical Center, utilizing Polynomial Chaos Expansion to model the impact of uncertainties on temperature distributions and treatment quality metrics. Main results: Our findings indicate significant variability in target temperatures due to uncertainties in these tissue properties (2.1◦C T90 95% confidence interval), further exacerbated by patient positioning errors (2.3◦C T90 95% confidence interval for 5mm positioning errors). Uncertainty in dielectric tissue properties causes the largest chunk of the variance (47%) in T90 followed by positioning errors (22%). Significance: This study highlights the critical importance of accurate measurement of tissue properties and precise patient positioning to achieve effective hyperthermia treatment outcomes. Our findings strongly advocate the development of more robust and quantitative treatment planning and delivery approaches, aiming to enhance the precision and clinical efficacy of HTP protocols for H&N cancer treatments.

目的:热疗将肿瘤温度升高至39 ~ 44℃,是头颈部(H&N)肿瘤的有效辅助治疗方法,可提高放化疗效果。本研究利用HyperCollar3D涂抹器研究H&N癌热疗计划(HTP)的稳稳性,重点关注患者体位、组织特性和水丸冷却效果的不确定性。方法:回顾性分析在Erasmus医疗中心治疗的16例患者,利用多项式混沌展开模型分析不确定性对温度分布和治疗质量指标的影响。我们的研究结果表明,由于这些组织特性的不确定性(2.1◦C T90 95%置信区间),靶温度存在显著差异,患者定位错误进一步加剧了这一差异(2.3◦C T90 5mm定位误差95%置信区间)。介电组织特性的不确定性导致T90中最大的方差(47%),其次是定位误差(22%)。意义:本研究强调了准确测量组织特性和精确的患者定位对于实现有效的热疗治疗结果的重要性。我们的研究结果强烈主张发展更稳健和定量的治疗计划和交付方法,旨在提高HTP方案在H&N癌症治疗中的准确性和临床疗效。
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引用次数: 0
Neon ion radiotherapy: physics and biology. 氖离子放射治疗:物理与生物学。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-16 DOI: 10.1088/1361-6560/ae22b7
Stewart Mein, Takamitsu Masuda, Koki Kasamatsu, Taku Nakaji, Yusuke Nomura, Jiayao Sun, Ken Katagiri, Yoshiyuki Iwata, Nobuyuki Kanematsu, Kota Mizushima, Taku Inaniwa, Sodai Tanaka

Neon ion (20Ne) beam radiotherapy was one of the primary particle therapy candidates investigated during the clinical trials beginning in the 1970s at the Lawrence Berkely National Laboratory (LBNL), which shut down in the early 1990s. Currently, therapeutic neon ion beams are available at only one clinical facility worldwide, the National Institutes for Quantum Science and Technology (QST) in Chiba, Japan. Recently, neon ion beams were commissioned at QST Hospital as part of the first clinical multi-ion therapy (MIT) program, which aims to improve clinical outcomes by escalating higher linear energy transfer (LET) radiation in the tumor for treating therapy-resistant disease. With the advancement of high-precision scanning delivery techniques, neon ion treatments in the present day could be delivered more safely and with greater precision compared to the first and only clinical application decades prior at LBNL using passive scattering technology. Despite their promising results, preclinical investigations of neon ions are scarce outside of Japan and further independent studies are needed. Clinically, neon ion therapy may offer benefits in treating certain malignancies by escalating LET in the tumor, but its limited availability and high costs restrict its current use and adoption. Studies have shown that20Ne or multi-ion mixtures (4He,12C,16O and/or20Ne) can provide larger degrees of freedom in optimization of dose, LET and relative biological effectiveness, otherwise unattainable with other single ion techniques. Neon ion beams are under investigation in the ongoing MIT clinical trials which will establish their broader applicability. In this review, the technology, physics, radiobiology, and potential clinical applications of neon ion beams are outlined. The status of therapeutic neon ion beams is provided while discussing future research and clinical directions, including technological development of novel particle therapy delivery techniques, such as multi-ion, mini-beam, arc, and ultra-high dose rate.

氖离子(20Ne)束放射治疗是劳伦斯伯克利国家实验室(LBNL)在20世纪70年代开始的临床试验中研究的主要粒子治疗候选者之一,该实验室于20世纪90年代初关闭。目前,治疗性氖离子束在全球只有一家临床机构可用,即日本千叶的国家量子科学与技术研究所(QST)。最近,在QST医院,氖离子束作为第一个临床多离子治疗(MIT)项目的一部分被委托,该项目旨在通过在肿瘤中增加更高的线性能量转移(LET)辐射来改善临床结果,以治疗治疗耐药疾病。随着高精度扫描传输技术的进步,与几十年前在LBNL使用被动散射技术的第一次也是唯一的临床应用相比,如今的氖离子治疗可以更有针对性和更安全的传输。尽管他们的结果很有希望,但在日本以外,对氖离子的临床前研究很少,需要更多的独立研究。在临床上,通过肿瘤中LET的升级,氖离子治疗可能为某些恶性肿瘤提供显著的益处,但其有限的可用性和高昂的成本限制了其目前的使用和采用。研究表明,20Ne或多离子混合物(4He、12C、16O和/或20Ne)可以提供更大的自由度来优化剂量、LET和RBE,这是其他单离子技术无法实现的。氖离子束正在麻省理工学院进行临床试验,以确定其更广泛的适用性。本文对氖离子束的技术、物理、放射生物学和潜在的临床应用进行了综述。介绍了治疗性氖离子束的研究现状,并讨论了未来的研究方向和临床方向,包括多离子、微束、电弧和超高剂量率等新型粒子治疗递送技术的技术发展。
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引用次数: 0
Cross-sequence semi-supervised learning for multi-parametric MRI-based visual pathway delineation. 基于多参数核磁共振成像的视觉路径描绘的交叉序列半监督学习。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-14 DOI: 10.1088/1361-6560/ae2e79
Alou Diakite, Cheng Li, Lei Xie, Ruoyou Wu, Yuanjing Feng, Jianzhong He, Shanshan Wang

Objective.Accurately delineating the visual pathway (VP) is crucial for understanding the human visual system and diagnosing related disorders. Exploring multi-parametric MR imaging data has been identified as an important way to delineate VP. However, due to the complex cross-sequence relationships, existing methods cannot effectively model the complementary information from different MRI sequences. In addition, these existing methods heavily rely on large training data with labels, which is labor-intensive and time-consuming to obtain.Approach.We propose a novel semi-supervised multi-parametric feature decomposition framework for VP delineation. Specifically, a correlation-constrained feature decomposition is designed to handle the complex cross-sequence relationships by capturing the unique characteristics of each MRI sequence and easing the multi-parametric information fusion process. Furthermore, a consistency-based sample enhancement module is developed to address the limited labeled data issue, by generating and promoting meaningful edge information from unlabeled data.Main results.We validate our framework using two public datasets and one in-house multi-shell diffusion MRI dataset. Experimental results demonstrate the superiority of our approach in terms of delineation performance when compared to six state-of-the-art approaches.Significance.Our proposed framework effectively mitigates the challenges of modeling complex cross-sequence relationships and limited labeled data, offering a robust solution for accurate VP delineation. This approach not only enhances the understanding of the human visual system but also holds potential for improving the diagnosis of VP-related disorders.

目的:准确描绘视觉通路(VP)对认识人类视觉系统和诊断相关疾病至关重要。探索多参数磁共振成像数据已被确定为描绘VP的重要方法。然而,由于复杂的交叉序列关系,现有的方法不能有效地对不同MRI序列的互补信息进行建模。此外,这些现有的方法严重依赖于大量带标签的训练数据,获得这些训练数据非常费力且耗时。方法:我们提出了一种新的半监督多参数特征分解框架,用于VP描绘。具体而言,通过捕获每个MRI序列的独特特征,简化多参数信息融合过程,设计了一种相关约束特征分解(CFD)来处理复杂的交叉序列关系。此外,开发了基于一致性的样本增强(CSE)模块,通过从未标记的数据中生成和提升有意义的边缘信息来解决有限的标记数据问题。主要结果:我们使用两个公共数据集和一个内部多壳扩散MRI (MDM)数据集验证了我们的框架。实验结果表明,与六种最先进的方法相比,我们的方法在描述性能方面具有优越性。意义:我们提出的框架有效地缓解了复杂的跨序列关系建模和有限标记数据的挑战,为准确描绘VP提供了一个强大的解决方案。这种方法不仅增强了对人类视觉系统的理解,而且还具有改善视觉通路相关疾病诊断的潜力。
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引用次数: 0
GATE 10 Monte Carlo particle transport simulation: II. Architecture and innovations. 蒙特卡罗粒子传输模拟-第二部分:建筑和创新。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-14 DOI: 10.1088/1361-6560/ae237c
Nils Krah, Nicolas Arbor, Thomas Baudier, Julien Bert, Konstantinos Chatzipapas, Martina Favaretto, Hermann Fuchs, Loïc Grevillot, Hussein Harb, Gert Van Hoey, Maxime Jacquet, Sébastien Jan, Yihan Jia, George C Kagadis, Han Gyu Kang, Paul Klever, Olga Kochebina, Wojciech Krzemien, Lydia Maigne, Philipp Mohr, Guneet Mummaneni, Valentina Paneta, Panagiotis Papadimitroulas, Alexis Pereda, Axel Rannou, Andreas F Resch, Emilie Roncali, Maxime Toussaint, Carlotta Trigila, Charalampos Tsoumpas, Jing Zhang, Karl Ziemons, David Sarrut

Over the past years, we have developed GATE version 10, a major re-implementation of the long-standing Geant4-based Monte Carlo application for particle and radiation transport simulation in medical physics. This release introduces many new features and significant improvements, most notably a Python-based user interface replacing the legacy static input files. The new functionality of GATE version 10 is described in the part 1 companion paper (Sarrutet al2025 arXiv:2507.09842). The development brought significant challenges. In this paper, we present the solutions that we have developed to overcome these challenges. In particular, we present a modular design that robustly manages the core components of a simulation: particle sources, geometry, physics processes, and data acquisition. The architecture consists of integrated C++ and Python codes. This framework allows for the precise, time-aware generation of primary particles, a critical requirement for accurately modeling positron emission tomography, radionuclide therapies, or prompt-gamma timing systems. We present how GATE 10 handles complex Geant4 physics settings while exposing a simple interface to the user. Furthermore, we describe the methodological solutions that facilitate the seamless integration of advanced physics models and variance reduction techniques. The architecture supports sophisticated scoring of physical quantities (such as Linear Energy Transfer and Relative Biological Effectiveness) and is designed for multithreaded execution. The new user interface allows researchers to script complex simulation workflows and directly couple external tools, such as artificial intelligence models for source generation or detector response. By detailing these architectural innovations, we demonstrate how GATE 10 provides a more powerful and flexible tool for research and innovation in medical physics. This paper is not intended to be a developer guide. Its purpose is to share with the research community in-depth explanations of our development effort that made the new GATE 10 possible.

在过去的几年里,我们开发了GATE版本10,这是对医学物理学中粒子和辐射输运模拟的长期基于geant4的蒙特卡罗应用程序的主要重新实现。此版本引入了许多新特性和重大改进,最值得注意的是基于python的用户界面取代了传统的静态输入文件。GATE版本10的新功能在第1部分的配套论文(Sarrut et al., 2025)中进行了描述。这一发展带来了重大挑战。在本文中,我们提出了我们为克服这些挑战而开发的解决方案。特别是,我们提出了一个模块化的设计,稳健地管理模拟的核心组件:粒子源,几何,物理过程和数据采集。该体系结构由用c++和Python编写的部分组成,这些部分需要耦合。我们解释了这个框架如何允许精确的、有时间意识的初级粒子的产生,这是准确建模正电子发射断层扫描(PET)、放射性核素治疗或提示伽马定时系统的关键要求。我们展示GATE 10如何处理复杂的Geant4物理设置,同时向用户展示一个简单的界面。此外,我们还描述了促进先进物理模型和方差减少技术无缝集成的方法解决方案。该体系结构支持复杂的物理量评分(如线性能量转移和相对生物有效性),并为多线程执行而设计。新的用户界面允许研究人员编写复杂的仿真工作流程,并直接耦合外部工具,例如用于源生成或检测器响应的人工智能模型。通过详细介绍这些架构创新,我们展示GATE 10如何为医学物理学的研究和创新提供更强大、更灵活的工具。本文不打算作为开发人员指南。它的目的是与研究社区分享我们的开发工作的深入解释,使新的GATE 10成为可能。
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引用次数: 0
Direct measurement of relative stopping power maps of prosthesis devices and synthetic materials by proton computed tomography. 用质子计算机断层扫描直接测量假体装置和合成材料的相对停止功率图。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-14 DOI: 10.1088/1361-6560/ae2c38
Mara Bruzzi, Monica Scaringella, Roberto Righetto, Elena Fogazzi, Francesco Fracchiolla, Francesco Tommasino, Enrico Verroi, Stefano Lorentini, Carlo Civinini

Objective.Treatment planning in proton therapy requires an accurate estimation of stopping power ratio relative to water (SPR) maps. Presently, about 4% of patients submitted to radiotherapy treatments have metallic implants, which are responsible for an incorrect determination of SPRs in prostheses and surrounding regions. This study presents the first application of the proton computed tomography (pCT) technique, able to directly measure SPRs maps, on complex metallic implants.Approach.A homogeneous Ti6Al4V alloy sample, a set of metallic devices used for prostheses and an intra-vertebral titanium alloy implant have been inspected, by means of a prototype pCT system with a 5 × 20 cm2field-of-view (FoV) developed by INFN Firenze (Italy), under a proton beam at Trento Proton Therapy Centre (APSS, Trento, Italy). For comparison, a Multi Layer Ionization Chamber (MLIC) has been used to independently determine the SPR mean value of the Ti6Al4V alloy sample.Main Results.Tomographic reconstructions of all devices and materials have been performed and SPR maps have been obtained. All pCT images and profiles, even of metallic components, are characterized by negligible artifacts. The fine spatial resolution of our pCT system, about 0.7 lp mm-1, allowed us to resolve details within a millimeter scale. The internal grid of the meshed cage as well as details of the screws' head of the intra-vertebral titanium alloy implant are clearly visible. The SPR of the Ti6Al4V alloy sample measured with pCT, 3.14 ± 0.02, compares well with what was measured by MLIC: 3.17 ± 0.02.Significance.This study presents the first application of the pCT methodology to directly measure SPR maps of complex metal prostheses. The ability of pCT to correctly determine mean SPR values has been experimentally demonstrated. Furthermore, this technique was shown to reconstruct complex metal structures at the millimeter scale with negligible artifacts.

目的:质子治疗的治疗计划需要精确估计相对于水的停止功率比(SPR)图。目前,接受放射治疗的患者中约有4%使用金属种植体,这导致假体及其周围区域的SPRs测定不正确。本研究首次展示了质子计算机断层扫描(pCT)技术在复杂金属植入物上的应用,该技术能够直接测量SPRs图谱。方法:在Trento质子治疗中心(APSS, Trento, Italy)的质子束下,通过INFN Firenze(意大利)开发的具有5x20cm2视野的原型pCT系统,对均匀的Ti6Al4V合金样品、一套用于假体的金属装置和椎体内钛合金植入物进行了检查。为了进行比较,我们使用多层电离室来独立确定Ti6Al4V合金样品的SPR平均值。 ;主要结果:对所有器件和材料进行了层析重建,并获得了SPR图。所有pCT图像和剖面,即使是金属部件,都具有可忽略的伪影。我们的pCT系统的精细空间分辨率约为0.7 lp/mm,使我们能够在毫米尺度内解决细节。网状笼的内部网格以及椎体内钛合金植入物螺钉头的细节清晰可见。pCT法测得Ti6Al4V合金样品的SPR为3.14±0.02,MLIC法测得的SPR为3.17±0.02。意义:本研究首次应用pCT方法直接测量复杂金属假体的SPR图谱。实验证明了pCT正确确定平均SPR值的能力。此外,该技术被证明可以在毫米尺度上重建复杂的金属结构,并且可以忽略人工影响。
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引用次数: 0
GATE 10 Monte Carlo particle transport simulation: I. Development and new features. 蒙特卡罗粒子输运模拟-第一部分:发展和新特性。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-14 DOI: 10.1088/1361-6560/ae237b
David Sarrut, Nicolas Arbor, Thomas Baudier, Julien Bert, Konstantinos Chatzipapas, Martina Favaretto, Hermann Fuchs, Loïc Grevillot, Hussein Harb, Gert Van Hoey, Maxime Jacquet, Sébastien Jan, Yihan Jia, George C Kagadis, Han Gyu Kang, Paul Klever, Olga Kochebina, Wojciech Krzemien, Lydia Maigne, Philipp Mohr, Guneet Mummaneni, Valentina Paneta, Panagiotis Papadimitroulas, Alexis Pereda, Axel Rannou, Andreas F Resch, Emilie Roncali, Maxime Toussaint, Carlotta Trigila, Charalampos Tsoumpas, Jing Zhang, Karl Ziemons, Nils Krah

We present GATE version 10, a major evolution of the open-source Monte Carlo simulation application for medical physics, built on Geant4. This release marks a transformative evolution, featuring a modern Python-based user interface, enhanced multithreading and multiprocessing capabilities, the ability to be embedded as a library within other software, and a streamlined framework for collaborative development. In this Part 1 paper, we outline GATE's position among other Monte Carlo codes, the core principles driving this evolution, and the robust development cycle employed. We also detail the new features and improvements. Part 2 will focus on the architectural innovations and technical challenges. By combining an open, collaborative framework with cutting-edge features, such a Monte Carlo platform supports a wide range of academic and industrial research, solidifying its role as a critical tool for innovation in medical physics.

我们介绍GATE版本10,这是基于Geant4构建的医学物理学开源蒙特卡罗模拟应用程序的主要改进。这个版本标志着一个革命性的发展,具有现代的基于python的用户界面,增强的多线程和多处理能力,作为库嵌入到其他软件中的能力,以及用于协作开发的流线型框架。在这篇第1部分的论文中,我们概述了GATE在其他蒙特卡罗代码中的地位,推动这种演变的核心原则,以及所采用的健壮的开发周期。我们还详细介绍了新功能和改进。第2部分将详细介绍架构创新和技术挑战。通过将开放的协作框架与尖端功能相结合,这样的蒙特卡罗平台支持广泛的学术和工业研究,巩固了其作为医学物理学创新关键工具的作用。
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引用次数: 0
Dependence of the radical dynamics on the beam temporal profile in FLASH radiotherapy. FLASH放射治疗中自由基动力学对光束时间分布的依赖性。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-13 DOI: 10.1088/1361-6560/ae37c3
Jianhan Sun, Xianghui Kong, Jianfeng Lv, Xiaodong Liu, Jinghui Wang, Chen Lin, Tian Li, Yibao Zhang, Senlin Huang

Objective: This study aims to investigate the impact of the beam temporal profile on the radical dynamics and inter-track interactions of FLASH radiotherapy, supporting parameter optimization for the equipment development, radio-biological experiments and clinical implementation. Approach: Monte-Carlo simulations based on the independent reaction time (IRT) method were performed to analyze the dynamics after irradiation, including single-pulse or multi-pulses irradiation, pulse repetition rate, pulse width and dose. The physicochemical experiments were performed to measure the hydrated electron lifetimes for validation. The generation and recombination of hydroxyl radicals and hydrated electrons were recorded under 6 MeV electron irradiation with varying beam temporal profiles. The radial distributions of the radicals were statistically analyzed, and the inter-track interactions were assessed through a mathematical model. Main results: The spatial distribution and temporal evolution of radicals were significantly affected by the beam temporal profiles. Compared with multi-pulses irradiation, single-pulse irradiation mode with a pulse width less than 1/10 of the radical lifetime, a repetition interval longer than the radical lifetime, and a dose exceeding 1 Gy/pulse can lead to rapid consumption of radicals within the first 30% of their lifetime, hence reduced the residual radical content. Instantaneous high dose rates induced overlapping of radical tracks. When the single-pulse dose exceeded 1 Gy, the overlap probability approached 100%, aligning with the dose threshold for the instantaneous radical combination. Significance: Under a low-duty cycle and high instantaneous dose-rate temporal profile, the radicals were rapidly consumed through track overlap, affecting FLASH effect. The optimized temporal profile can be used to guide the development of equipment and parameter settings in clinical practice to maximize the FLASH effect, such as the laser accelerators and superconducting photocathode guns.

目的:本研究旨在探讨光束时间分布对FLASH放射治疗的自由基动力学和轨道间相互作用的影响,为设备开发、放射生物学实验和临床实施提供参数优化支持。 ;基于独立反应时间(IRT)法进行蒙特卡罗模拟,分析辐照后的动力学,包括单脉冲或多脉冲辐照、脉冲重复率、脉冲宽度和剂量。通过物理化学实验测量了水合电子寿命,以验证其有效性。记录了在6 MeV电子辐照下羟基自由基和水合电子的生成和复合。统计分析了自由基的径向分布,并通过数学模型评估了轨道间相互作用。 ;主要结果:自由基的空间分布和时间演化受光束时间剖面的显著影响。与多脉冲辐照相比,脉冲宽度小于自由基寿命的1/10,重复间隔大于自由基寿命,且剂量超过1 Gy/脉冲的单脉冲辐照模式可导致自由基在其寿命的前30%内迅速消耗,从而降低了残余自由基含量。瞬时高剂量率诱导自由基轨迹重叠。当单脉冲剂量超过1 Gy时,重叠概率接近100%,与瞬时自由基组合的剂量阈值一致。意义:在低占空比、高瞬时剂量率的时间谱下,自由基通过径迹重叠被快速消耗,影响FLASH效应。优化后的时间剖面可用于指导临床实践中设备的开发和参数设置,如激光加速器和超导光电阴极枪,以最大限度地提高FLASH效果。
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引用次数: 0
Superiorized model-based real-time inversion for cross-sectional magnetoacoustic tomography combined with magnetic induction. 结合磁感应的横断面磁声层析成像优化模型实时反演。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-13 DOI: 10.1088/1361-6560/ae2cdd
Yuhui Nie, Mengyuan Wang, Yuheng Wang, Junjie Lin, Bingxin Liu, Tao Yin, Zhipeng Liu, Shunqi Zhang

Magnetoacoustic tomography with magnetic induction (MAT-MI) offers non-invasive imaging of tissue conductivity distribution with ultrasound-comparable resolution based on multi-physical field coupling effects. However, practical clinical translation of MAT-MI is hampered by reconstruction challenges, particularly the trade-off between image fidelity and speed under realistic noise levels and data incompleteness. Conventional analytical algorithms are fast but prone to artifacts and inaccuracies due to simplified physics assumptions, while model-based iterative reconstruction provides superior fidelity but often suffers from high computational cost and challenges in effectively integrating complex priors. This work introduces SCG-MAR (superiorized conjugate gradient magnetoacoustic reconstruction), a novel algorithm for high-fidelity, real-time MAT-MI reconstruction. SCG-MAR synergistically integrates a precise physics-based magnetoacoustic forward model, accounting for crucial experimental factors, with the computationally efficient perturbed SCG method. Implemented via parallel graphics processing unit acceleration, SCG-MAR achieves real-time inversion speeds in MAT-MI (∼16 fps for multi-frame parallel reconstruction); note that this real-time capability refers specifically to the iterative image reconstruction process. Comprehensive benchmarking of SCG-MAR against conventional methods (filtered back-projection; delay-and-sum; algebraic reconstruction technique) and model-based reconstruction methods (CG-based MAR, CG-MAR; unconstrained superiorized variant, uSCG-MAR) across simulations, phantoms, andin vivomouse studies demonstrates significant improvements in reconstruction accuracy, background contrast, robustness to noise, and artifact suppression. To our knowledge, this is the first demonstration of high-quality real-timein vivoMAT-MI imaging achieved using a model-based inversion algorithm, significantly advancing the potential for MAT-MI in biomedical research and clinical applications.

磁声断层扫描结合磁感应(MAT-MI)提供了基于多物理场耦合效应的组织电导率分布的无创成像,具有超声可比的分辨率。然而,MAT-MI的实际临床翻译受到重建挑战的阻碍,特别是在现实噪声水平和数据不完整的情况下,图像保真度和速度之间的权衡。传统的分析算法速度快,但由于物理假设的简化,容易产生伪影和不准确,而基于模型的迭代重建提供了优越的保真度,但往往存在较高的计算成本和有效整合复杂先验的挑战。本文介绍了一种用于高保真、实时磁声重建的新型算法——SCG-MAR (superorized Conjugate Gradient Magnetoacoustic Reconstruction)。SCG-MAR协同集成了精确的基于物理的磁声正演模型,考虑了关键的实验因素,以及计算效率高的摄动优越共轭梯度方法。通过并行图形处理单元(GPU)加速实现,SCG-MAR实现了MAT-MI的实时反演速度(多帧并行重建~16 fps);请注意,这种实时能力特别指的是迭代图像重建过程。SCG-MAR与传统方法(滤波反投影,FBP,延迟和和,DAS,代数重建技术,ART)和基于模型的重建方法(基于共轭梯度的磁声重建,CG-MAR;unconstrained superiized variant (uSCG-MAR)在模拟、幻影和体内小鼠研究中表明,在重建精度、背景对比度、对噪声的鲁棒性和伪影抑制方面有显著改善。据我们所知,这是首次使用基于模型的反演算法实现高质量实时体内MAT-MI成像,显著提高了MAT-MI在生物医学研究和临床应用中的潜力。
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引用次数: 0
Mitigating the impact of FLASH-model uncertainties through personalized FLASH optimization functions for delivery pattern optimization for lung IMPT. 通过个性化的FLASH优化功能,减轻FLASH模型不确定性对肺IMPT输送模式优化的影响。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-12 DOI: 10.1088/1361-6560/ae2f16
Manon C van Zon, Sebastiaan Breedveld, Mischa S Hoogeman, Steven J M Habraken

Objective.It is generally assumed that the FLASH effect is triggered at dose rates (DRs) of at least 40 Gy s-1, while recent studies indicate that this threshold is not binary but follows a sigmoid across samples. Some patients may thus already experience the FLASH effect at lower DRs, while the current FLASH models do not account for this. We propose a method that aims to maximally exploit the FLASH effect over a wider dose-rate range through dose-rate-dependent FLASH delivery pattern optimization (DPO) functions while maintaining the FLASH effect at the currently accepted binary dose-rate threshold of 40 Gy s-1.Approach.We optimized and evaluated FLASH-weighted dose (FWD) distributions for 1397 FLASH optimization functions. All FLASH optimization functions were used to optimize the FWD distribution using DPO. The generated FWD distributions were evaluated in case FLASH is triggered at DRs ranging from 10 to 60 Gy s-1and compared to the FWD distribution that was optimized under the assumption that FLASH is only and maximally triggered at 40 Gy s-1.Main results.(i) Substantial improvements in FWD distributions were obtained using FLASH optimization functions. (ii) The optimal FLASH optimization function differs both per patient and per beam. (iii) FLASH optimization function class solutions can also lead to an overall improvement of FWD distributions.Significance.We demonstrated that substantial improvements in FWD distributions can be achieved by using FLASH optimization functions that exploit the FLASH effect over a wider dose-rate range.

目的:一般认为闪光效应是在至少40 Gy/s的剂量率下触发的,而最近的研究表明,这一阈值不是二元的,而是在样品中遵循s形曲线。因此,一些患者可能已经在较低剂量率下经历了FLASH效应,而目前的FLASH模型并没有考虑到这一点。我们提出了一种方法,旨在通过剂量率相关的FLASH传递模式优化函数,在更宽的剂量率范围内最大限度地利用FLASH效应,同时将FLASH效应维持在目前公认的40 Gy/s的二进制剂量率阈值。我们优化并评估了1397个FLASH优化函数的FLASH加权剂量分布。所有的FLASH优化函数都被用来优化FLASH加权剂量分布,并通过给药模式优化。评估了在10 ~ 60 Gy/s剂量率范围内触发FLASH时产生的FLASH加权剂量分布,并与仅在40 Gy/s时最大触发FLASH的假设下优化的FLASH加权剂量分布进行了比较。(i)使用FLASH优化函数获得了FLASH加权剂量分布的实质性改善。(ii)每个患者和每个光束的最佳FLASH优化功能不同。(iii) FLASH优化函数类解决方案也可以导致FLASH加权剂量分布的整体改善。 ;意义。我们证明了FLASH加权剂量分布的实质性改进可以通过使用FLASH优化函数来实现,该函数在更宽的剂量率范围内利用FLASH效应。
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引用次数: 0
Structure-aware vessel enhancement network for low-dose contrast agent CT angiography imaging. 低剂量造影剂CT血管造影成像的结构感知血管增强网络。
IF 3.4 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-12 DOI: 10.1088/1361-6560/ae36de
Zhan Wu, Zongze Yang, Tong Zhan, Tianling Lyu Lv, Yang Chen

CT angiography (CTA) is essential for early diagnosis, preoperative assessment, and postoperative monitoring of vascular conditions. Traditional CTA depends on substantial amounts of contrast agents to obtain adequate vascular differentiation, potentially leading to contrast-induced nephropathy and adverse reactions. While low-dose contrast techniques reduce patient risk, they often degrade image quality, specifically impairing the detection of intricate, small vessels, thus restricting their clinical usefulness. To address this challenge, we propose a novel low-dose agent CTA (LDCTA) image enhancement network that integrates a structure-aware perceptual loss module with an adaptive deformable convolution module to improve vascular detail reconstruction under low-dose agent conditions. The perceptual loss utilizes a pre-trained vascular segmentation model to focus on anatomical areas, improving semantic coherence and structural accuracy. In addition, the deformable convolution module dynamically adjusts convolution kernel shapes based on local structures, improving feature extraction for irregular and small-scale vessels. The proposed method has been thoroughly validated on head-neck and thoracic datasets, with experimental results demonstrating superior image enhancement quality and vascular structure preservation compared to existing approaches.

CT血管造影(CTA)对早期诊断、术前评估和术后血管状况监测至关重要。传统的CTA依赖于大量的造影剂来获得足够的血管分化,这可能导致造影剂肾病和不良反应。虽然低剂量对比技术降低了患者的风险,但它们往往会降低图像质量,特别是损害对复杂小血管的检测,从而限制了它们的临床用途。为了解决这一挑战,我们提出了一种新的低剂量药物CTA (LDCTA)图像增强网络,该网络集成了结构感知感知损失模块和自适应变形卷积模块,以改善低剂量药物条件下的血管细节重建。感知损失利用预先训练的血管分割模型来关注解剖区域,提高语义一致性和结构准确性。此外,可变形卷积模块基于局部结构动态调整卷积核形状,提高了不规则和小尺寸容器的特征提取。该方法已在头颈部和胸部数据集上进行了全面验证,实验结果表明,与现有方法相比,该方法具有更好的图像增强质量和血管结构保存能力。
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Physics in medicine and biology
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