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Prediction of the treatment effect of FLASH radiotherapy with Circular Electron-Positron Collider (CEPC) synchrotron radiation 利用环形电子-正电子对撞机 (CEPC) 同步辐射预测 FLASH 放射疗法的治疗效果
Pub Date : 2024-07-21 DOI: arxiv-2407.15217
Junyu Zhang, Xiangyu Wu, Pengyuan Qi, Jike Wang
The Circular Electron-Positron Collider (CEPC) can also work as a powerfuland excellent synchrotron light source, which can generate high-qualitysynchrotron radiation. This synchrotron radiation has potential advantages inthe medical field, with a broad spectrum, with energies ranging from visiblelight to x-rays used in conventional radiotherapy, up to several MeV. FLASHradiotherapy is one of the most advanced radiotherapy modalities. It is aradiotherapy method that uses ultra-high dose rate irradiation to achieve thetreatment dose in an instant; the ultra-high dose rate used is generallygreater than 40 Gy/s, and this type of radiotherapy can protect normal tissueswell. In this paper, the treatment effect of CEPC synchrotron radiation forFLASH radiotherapy was evaluated by simulation. First, Geant4 simulation wasused to build a synchrotron radiation radiotherapy beamline station, and thenthe dose rate that CEPC can produce was calculated. Then, a physicochemicalmodel of radiotherapy response kinetics was established, and a large number ofradiotherapy experimental data were comprehensively used to fit and determinethe functional relationship between the treatment effect, dose rate and dose.Finally, the macroscopic treatment effect of FLASH radiotherapy was predictedusing CEPC synchrotron radiation light through the dose rate and theabove-mentioned functional relationship. The results show that CEPC synchrotronradiation beam is one of the best beams for FLASH radiotherapy.
环形电子-正电子对撞机(CEPC)还可以作为一个强大而出色的同步辐射光源,产生高质量的同步辐射。这种同步辐射在医学领域具有潜在的优势,其光谱范围很广,能量从可见光到传统放射治疗中使用的 X 射线,最高可达几 MeV。闪烁放疗是最先进的放疗方式之一。它是一种利用超高剂量率照射在瞬间达到治疗剂量的放疗方法,所使用的超高剂量率一般大于 40 Gy/s,这种放疗方法能很好地保护正常组织。本文对 CEPC 同步辐射用于FLASH 放射治疗的效果进行了模拟评估。首先,利用 Geant4 仿真建立同步辐射放疗光束线站,计算 CEPC 所能产生的剂量率。最后,通过剂量率和上述函数关系,预测了利用CEPC同步辐射光进行FLASH放疗的宏观治疗效果。结果表明,CEPC 同步辐射光束是 FLASH 放射治疗的最佳光束之一。
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引用次数: 0
Poiseuille Flow in Tubes of Bipolar Cross Sections: An exact hemodynamic analysis for potential mechanisms of aortopathy in bicuspid aortic valve 双极横截面管道中的普瓦赛流:二尖瓣主动脉瓣主动脉病变潜在机制的精确血液动力学分析
Pub Date : 2024-07-21 DOI: arxiv-2407.15035
Doyeol AhnDavid
Steady blood flow, or Poiseuille flow, through compressed or defective bloodvessels is a critical issue in hemodynamics, particularly in cardiovascularstudies. This research explores a tube with a bipolar cross-section, simulatingthe geometry of a bicuspid aortic valve (BAV) during an oval systolic opening.The BAV, typically featuring two cusps instead of the usual three found innormal tricuspid configurations, introduces unique hemodynamic challenges. Asthe most prevalent congenital heart defect, BAV increases the risk of aorticdilation and dissection. A bipolar cross-sectional analysis provides a moreaccurate geometric approximation for modeling flow through these atypical valveshapes, crucial for understanding the specific fluid dynamics associated withBAV. We derived an exact solution for the governing equations of Poiseuilleflow within a bipolar cross-sectional tube, including velocity field, flowrate, and wall shear stress (WSS). The velocity profiles for BAV showremarkable agreement with previous studies using coherent multi-scalesimulations, consistently demonstrating a jet-like flow structure absent intricuspid aortic valve (TAV) scenarios. Analysis reveals that at the center ofthe entrance, BAV blood flow velocity is significantly higher than TAV butdecreases more rapidly towards the vessel wall, creating a steeper verticalvelocity gradient and resulting in higher WSS for BAV. Additionally, the WSS,inversely proportional to sin({xi}*), where {xi}* represents the bipolarcoordinate at the wall boundary, exceeds that found in a circular cylindricaltube with an equivalent diameter. In cases of aortic valve stenosis, where{xi}* approaches {pi}, the WSS increases rapidly. This elevated WSS, commonlyobserved in BAV patients, may detrimentally impact the aortic wall in thesestructurally abnormal valves, particularly within the ascending aorta.
通过压缩或有缺陷的血管的稳定血流(或称波瓦流)是血液动力学,尤其是心血管研究中的一个关键问题。这项研究探索了一种具有双极横截面的管道,模拟了椭圆形收缩开口时双尖瓣主动脉瓣(BAV)的几何形状。双尖瓣主动脉瓣通常具有两个瓣尖,而不是正常三尖瓣结构中的通常三个瓣尖,这给血液动力学带来了独特的挑战。作为最常见的先天性心脏缺陷,BAV 增加了主动脉瓣扩张和夹层的风险。双极截面分析为模拟流经这些非典型瓣膜形状提供了更精确的几何近似值,这对理解与 BAV 相关的特殊流体动力学至关重要。我们推导出了双极横截面管内普瓦赛流控制方程的精确解,包括速度场、流速和壁面剪应力(WSS)。BAV 的速度曲线与之前使用相干多尺度模拟的研究显示出明显的一致性,一致显示出喷射状流动结构不存在主动脉瓣内膜(TAV)的情况。分析表明,在入口中心,BAV 的血流速度明显高于 TAV,但向血管壁下降的速度更快,形成了更陡峭的垂直速度梯度,导致 BAV 的 WSS 更高。此外,与 sin({xi}*) 成反比的 WSS(其中 {xi}* 代表血管壁边界的双极坐标)超过了直径相当的圆柱管中的 WSS。在主动脉瓣狭窄的情况下,当{xi}*接近{pi}时,WSS会迅速增加。这种升高的 WSS 常见于 BAV 患者,可能会对结构异常瓣膜的主动脉壁产生不利影响,尤其是在升主动脉内。
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引用次数: 0
Clinical Validation of myOSLchip system for Radiotherapy Dosimetry 用于放疗剂量测定的 myOSLchip 系统的临床验证
Pub Date : 2024-07-21 DOI: arxiv-2407.15246
H. Davis, J. Siebers, K. Wijesooriya, M. Mistro
In radiation oncology, inter-fractional dosimetry is often performed withluminescent dosimeters to verify the accurate delivery of a plan and ensurepatient safety. Optically stimulated luminescent detectors (OSLDs) are the mostcommonly used detector type which offers good dose linearity and accuracy inthe megavoltage energy range. Freiberg Instruments offer a dosimetry systemunder the brand name myOLSchip which consists of a BeO OSL dosimeter, reader,and eraser. A Varian Truebeam was used to characterize the detectors andcalibrate their response in order to perform in-situ dosimetry duringtreatment. The OSLDs were tested with both photon and electron beams from 6-15MV and 6-20 MV respectively. The dose signal to dose conversion in thisinvestigation follows the recommendations of TG-191 in developing a doseresponse curve and creating a batch calibration factor for each dosimeter. Therepeatability of this system is also investigated following successive erasingand re-irradiation cycles. The results of this data have been compared to thestated accuracy and precision of the BeO detectors by the manufacturer andshown to have good dose linearity and repeatability across multiple exposuresand erasure cycles.
在放射肿瘤学中,通常使用发光剂量计进行点间剂量测定,以验证计划的准确性,并确保患者的安全。光激发发光探测器(OSLD)是最常用的探测器类型,在兆伏能量范围内具有良好的剂量线性和准确性。弗莱贝格仪器公司提供了一种剂量测定系统,品牌名称为 myOLSchip,由 BeO OSL 剂量计、读数器和橡皮擦组成。使用瓦里安 Truebeam 对探测器进行鉴定并校准其响应,以便在治疗过程中进行原位剂量测定。分别用 6-15MV 和 6-20MV 的光子束和电子束对 OSLD 进行了测试。在这项研究中,剂量信号与剂量之间的转换遵循了 TG-191 的建议,即为每个剂量计绘制剂量反应曲线并创建批量校准因子。此外,还对该系统在连续擦除和重新辐照周期后的耐受性进行了研究。这些数据的结果与 BeO 探测器制造商所宣称的准确度和精确度进行了比较,结果表明,在多次照射和擦除周期中,BeO 探测器具有良好的剂量线性和可重复性。
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引用次数: 0
The impact of the microvascular resistance on the measures of stenosis severity 微血管阻力对测量狭窄严重程度的影响
Pub Date : 2024-07-19 DOI: arxiv-2407.14005
Tam Atkins, Navid Freidoonimehr, John Beltrame, Christopher Zeitz, Maziar Arjomandi
The relationship between measures of stenosis and microvascular resistance isof importance due to medical decisions being based on these values. Thisresearch investigates the impact of varying microvascular resistance onfractional flow reserve (FFR) and hyperaemic stenosis resistance (hSR).Microvascular resistance is classified using hyperaemic microvascularresistance (hMR). Additionally, hMR using the upstream pressure value (hMRPa)has also been calculated and is compared to hMR measured conventionally. Testswere conducted at three different degrees of stenosis (quantified by percentarea) in a coronary flow circuit with varying downstream resistance to simulatethe microvasculature. Pressure and flow values are recorded across the stenosedsection, allowing for calculation of the diagnostic indexes. Results indicatethat for a constant degree of stenosis, FFR would increase with increasingmicrovascular resistance while hSR would remain almost constant. hMRPa wasfound to approach hMR as the stenosis severity decreased, and the pressuregradient decreased. In the results shown here, with sufficiently highdownstream resistance, an 84% stenosis could produce an FFR value over 0.8.This result suggests that there is the potential for misdiagnosis of theseverity of stenosis when combined with elevated microvascular resistance.Consequently, decisions on the clinical significance of a stenosis, classifiedby FFR, need to consider the effect of the microvascular resistance.
血管狭窄测量值与微血管阻力之间的关系非常重要,因为医疗决策都要以这些值为基础。本研究调查了不同微血管阻力对分流量储备(FFR)和高血流狭窄阻力(hSR)的影响。微血管阻力使用高血流微血管阻力(hMR)进行分类。此外,还计算了使用上游压力值的 hMR(hMRPa),并与传统测量的 hMR 进行了比较。测试在具有不同下游阻力的冠状动脉血流回路中进行,以模拟微血管的三种不同狭窄程度(按面积百分比量化)。记录整个狭窄段的压力和流量值,以便计算诊断指标。结果表明,在狭窄程度不变的情况下,FFR 会随着微血管阻力的增加而增加,而 hSR 则几乎保持不变。这一结果表明,在微血管阻力升高的情况下,有可能误诊狭窄的严重程度。因此,在根据 FFR 对狭窄的临床意义进行分类时,需要考虑微血管阻力的影响。
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引用次数: 0
Bio-inspired Soft Grippers for Biological Applications 用于生物应用的生物启发软爪
Pub Date : 2024-07-19 DOI: arxiv-2407.14324
Rekha Raja, Ali Leylavi Shoushtari
The field of bio-inspired soft grippers has emerged as a transformative areaof research with profound implications for biomedical applications. This bookchapter provides a comprehensive overview of the principles, developments,challenges, and prospects of soft grippers that draw inspiration frombiological systems. Bio-inspired soft grippers have gained prominence due totheir unique characteristics, including compliance, adaptability, andbiocompatibility. They have revolutionized the way we approach biomedicaltasks, offering safer interactions with delicate tissues and enabling complexoperations that were once inconceivable with rigid tools. The chapter delvesinto the fundamental importance of soft grippers in biomedical contexts. Itoutlines their significance in surgeries, diagnostics, tissue engineering, andvarious medical interventions. Soft grippers have the capacity to mimic theintricate movements of biological organisms, facilitating minimally invasiveprocedures and enhancing patient outcomes. A historical perspective traces theevolution of soft grippers in biomedical research, highlighting key milestonesand breakthroughs. From early attempts to emulate the dexterity of octopustentacles to the latest advancements in soft lithography and biomaterials, thejourney has been marked by ingenuity and collaboration across multipledisciplines. Motivations for adopting soft grippers in biomedical applicationsare explored, emphasizing their ability to reduce invasiveness, increaseprecision, and provide adaptability to complex anatomical structures. Therequirements and challenges in designing grippers fit for medical contexts areoutlined, encompassing biocompatibility, sterilization, control, andintegration.
受生物启发的软机械手领域已成为一个变革性的研究领域,对生物医学应用有着深远的影响。本章全面概述了从生物系统中汲取灵感的软机械手的原理、发展、挑战和前景。受生物启发的软机械手因其独特的特性(包括顺应性、适应性和生物兼容性)而备受瞩目。它们彻底改变了我们处理生物医学任务的方式,使与脆弱组织的互动更加安全,并实现了刚性工具曾经无法想象的复杂操作。本章深入探讨了软抓手在生物医学领域的基本重要性。它概述了软抓手在手术、诊断、组织工程和各种医疗干预中的重要性。软抓手能够模仿生物有机体的复杂运动,促进微创手术并提高病人的治疗效果。本书从历史的角度回顾了软抓手在生物医学研究中的发展历程,重点介绍了关键的里程碑和突破。从早期模仿章鱼触角灵巧性的尝试到软光刻技术和生物材料的最新进展,这一历程充满了独创性和跨学科合作。本文探讨了在生物医学应用中采用软抓手的动机,强调软抓手能够降低侵入性、提高精确度并提供对复杂解剖结构的适应性。概述了设计适合医疗环境的机械手的要求和挑战,包括生物兼容性、消毒、控制和集成。
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引用次数: 0
Biomechanical modeling of the human tongue 人类舌头的生物力学模型
Pub Date : 2024-07-18 DOI: arxiv-2407.13259
Maxime CalkaTIMC-BIOMÉCA, Pascal PerrierGIPSA-PPC, GIPSA-PCMD, Michel RochetteTIMC-BIOMÉCA, Yohan PayanTIMC-BIOMÉCA
The tongue is a crucial organ for performing basic biological functions, suchas chewing, swallowing and phonation. Understanding how it behaves, its motorcontrol and involvement in the execution of these different tasks is thereforean important issue for the management and therapeutic treatment of pathologiesrelating to these essential functions so that quality of life can be preserved.This chapter focuses on the biomechanical modeling of this organ, as one of thekey steps towards this understanding. Such a modeling will be an important toolto predict and control the functional impact of lingual surgery in the field ofcomputer-assisted medical interventions.
舌头是执行咀嚼、吞咽和发音等基本生物功能的重要器官。因此,了解舌头在执行这些不同任务时的表现、运动控制和参与情况,对于管理和治疗与这些基本功能相关的病症,从而保持生活质量,是一个重要问题。本章重点介绍该器官的生物力学建模,这是实现这一认识的关键步骤之一。在计算机辅助医疗干预领域,这种建模将成为预测和控制舌手术功能影响的重要工具。
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引用次数: 0
Concrete Shielding Requirements for PET Facilities PET 设施的混凝土屏蔽要求
Pub Date : 2024-07-17 DOI: arxiv-2407.12991
Victor Steiner, Aviv Malki, Tzafrir Ben Yehuda, Murray Moinester
This study aims to determine the protective concrete shielding thicknessrequirements in concrete walls of positron emission tomography (PET) andcomputed tomography (CT) facilities. Consider the most commonly used PETradiotracer, the radioisotope F18, which emits two back-to-back 511 keVphotons. Photon transmission measurements were carried out through an IsraeliB30 strength ordinary concrete wall (3 meter high, 20 cm thick) using photonsemitted from an F18 source into a cone having a 24 degree FWHM dose apertureangle. The source, positioned 3 meters from the wall, yielded a 0.64 m beamdisk radius on the wall. Our measurement setup roughly simulates radiationemitted from a patient injected with F18. Dose rates were measured by anAtomtex Radiation Survey Meter, positioned at distances 0.05 to 3 meters fromthe far side of the wall. For a wide-beam, thick-shielding setup, there is abuildup effect, as photons having reduced energies may reach the detector fromCompton scattering in the wall. In concrete, the Compton scattering crosssection accounts for 99% of the total interaction cross section. The buildupfactor B accounts for the increase of observed radiation transmission throughshielding material due to scattered radiation. We measured a narrow-beamtransmission coefficient T=3.0 +- 0.9 %, consistent with the theoretical value2% calculated from NIST photon attenuation data without buildup. We measured awide-beam transmission coefficient of 8.6 +- 1.8%; in good agreement with twoavailable wide-beam Monte Carlo (MC) simulations. We confirm by experiment,complementing MC simulations, that for a 20 cm thick concrete wall, due tobuildup, about four times thicker shielding is required to achieve a designatedlevel of radiation protection, compared to that calculated using narrow-beam,thin-shielding transmission coefficients.
本研究旨在确定正电子发射断层扫描(PET)和计算机断层扫描(CT)设施混凝土墙的保护性混凝土屏蔽厚度要求。考虑到最常用的 PET 放射性示踪剂,即放射性同位素 F18,它能发射两个背靠背的 511 千伏光子。利用从 F18 源发射到具有 24 度 FWHM 剂量孔径角的锥体的光子,通过以色列 B30 强度的普通混凝土墙(3 米高、20 厘米厚)进行了光子传输测量。光源距离墙壁 3 米,在墙壁上产生的光束盘半径为 0.64 米。我们的测量装置大致模拟了注射 F18 的病人发出的辐射。剂量率是由距离墙壁远侧 0.05 至 3 米处的 Atomtex 辐射测量仪测量的。对于宽光束、厚屏蔽装置来说,会产生叠加效应,因为能量降低的光子可能会通过墙壁中的康普顿散射到达探测器。在混凝土中,康普顿散射截面占总相互作用截面的 99%。积聚因子 B 表示由于散射辐射导致通过屏蔽材料观测到的辐射传输增加。我们测得的窄光束透射系数 T=3.0 +- 0.9%,与根据 NIST 光子衰减数据计算得出的理论值 2% 相一致,没有堆积。我们测得的宽光束传输系数为 8.6 +- 1.8%;与两个可用的宽光束蒙特卡罗(MC)模拟结果非常一致。我们通过实验证实,作为对 MC 模拟的补充,对于 20 厘米厚的混凝土墙,由于堆积,与使用窄光束、薄屏蔽传输系数计算的结果相比,要达到指定的辐射防护水平,大约需要四倍厚的屏蔽。
{"title":"Concrete Shielding Requirements for PET Facilities","authors":"Victor Steiner, Aviv Malki, Tzafrir Ben Yehuda, Murray Moinester","doi":"arxiv-2407.12991","DOIUrl":"https://doi.org/arxiv-2407.12991","url":null,"abstract":"This study aims to determine the protective concrete shielding thickness\u0000requirements in concrete walls of positron emission tomography (PET) and\u0000computed tomography (CT) facilities. Consider the most commonly used PET\u0000radiotracer, the radioisotope F18, which emits two back-to-back 511 keV\u0000photons. Photon transmission measurements were carried out through an Israeli\u0000B30 strength ordinary concrete wall (3 meter high, 20 cm thick) using photons\u0000emitted from an F18 source into a cone having a 24 degree FWHM dose aperture\u0000angle. The source, positioned 3 meters from the wall, yielded a 0.64 m beam\u0000disk radius on the wall. Our measurement setup roughly simulates radiation\u0000emitted from a patient injected with F18. Dose rates were measured by an\u0000Atomtex Radiation Survey Meter, positioned at distances 0.05 to 3 meters from\u0000the far side of the wall. For a wide-beam, thick-shielding setup, there is a\u0000buildup effect, as photons having reduced energies may reach the detector from\u0000Compton scattering in the wall. In concrete, the Compton scattering cross\u0000section accounts for 99% of the total interaction cross section. The buildup\u0000factor B accounts for the increase of observed radiation transmission through\u0000shielding material due to scattered radiation. We measured a narrow-beam\u0000transmission coefficient T=3.0 +- 0.9 %, consistent with the theoretical value\u00002% calculated from NIST photon attenuation data without buildup. We measured a\u0000wide-beam transmission coefficient of 8.6 +- 1.8%; in good agreement with two\u0000available wide-beam Monte Carlo (MC) simulations. We confirm by experiment,\u0000complementing MC simulations, that for a 20 cm thick concrete wall, due to\u0000buildup, about four times thicker shielding is required to achieve a designated\u0000level of radiation protection, compared to that calculated using narrow-beam,\u0000thin-shielding transmission coefficients.","PeriodicalId":501378,"journal":{"name":"arXiv - PHYS - Medical Physics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Realistic wave-optics simulation of X-ray dark-field imaging at a human scale 人体尺度 X 射线暗场成像的真实波光学模拟
Pub Date : 2024-07-17 DOI: arxiv-2407.12664
Yongjin Sung, Brandon Nelson, Rajiv Gupta
Background: X-ray dark-field imaging (XDFI) has been explored to providesuperior performance over the conventional X-ray imaging for the diagnosis ofmany pathologic conditions. A simulation tool to reliably predict clinical XDFIimages at a human scale, however, is currently missing. Purpose: In this paper,we demonstrate XDFI simulation at a human scale for the first time to the bestof our knowledge. Using the developed simulation tool, we demonstrate thestrengths and limitations of XDFI for the diagnosis of emphysema, fibrosis,atelectasis, edema, and pneumonia. Methods: We augment the XCAT phantom with Voronoi grids to simulate alveolarsubstructure, responsible for the dark-field signal from lungs, assign materialproperties to each tissue type, and simulate X-ray wave propagation through theaugmented XCAT phantom using a multi-layer wave-optics propagation. Alteringthe density and thickness of the Voronoi grids as well as the materialproperties, we simulate XDFI images of normal and diseased lungs. Results: Our simulation framework can generate realistic XDFI images of ahuman chest with normal or diseased lungs. The simulation confirms that thenormal, emphysematous, and fibrotic lungs show clearly distinct dark-fieldsignals. It also shows that alveolar fluid accumulation in pneumonia, wallthickening in interstitial edema, and deflation in atelectasis result in asimilar reduction in dark-field signal. Conclusions: It is feasible to augment XCAT with pulmonary substructure andgenerate realistic XDFI images using multi-layer wave optics. By providing themost realistic XDFI images of lung pathologies, the developed simulationframework will enable in-silico clinical trials and the optimization of bothhardware and software for XDFI.
背景:X 射线暗场成像(XDFI)被认为在诊断许多病理情况时比传统 X 射线成像具有更高的性能。然而,目前还没有一种模拟工具能可靠地预测人体尺度的临床 XDFI 图像。目的:据我们所知,本文首次展示了人体尺度的 XDFI 仿真。利用开发的模拟工具,我们展示了 XDFI 在诊断肺气肿、肺纤维化、肺水肿和肺炎方面的优势和局限性。方法:我们用 Voronoi 网格增强 XCAT 模体以模拟肺泡次结构(负责肺部暗视野信号),为每种组织类型分配材料属性,并使用多层波光学传播模拟 X 射线波在增强 XCAT 模体中的传播。通过改变 Voronoi 网格的密度和厚度以及材料属性,我们模拟了正常和患病肺部的 XDFI 图像。结果:我们的模拟框架可以生成人体胸部正常或患病肺部的逼真 XDFI 图像。模拟证实,正常肺、气肿肺和纤维化肺显示出明显不同的暗场信号。模拟还显示,肺炎时肺泡积液、间质水肿时肺壁增厚以及肺大泡时的放气会导致暗场信号的类似减弱。结论:利用肺部亚结构增强 XCAT 并使用多层波光学技术生成逼真的 XDFI 图像是可行的。通过提供最逼真的肺部病理 XDFI 图像,所开发的模拟框架将有助于进行室内临床试验以及 XDFI 硬件和软件的优化。
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引用次数: 0
Stationary CT Imaging of Intracranial Hemorrhage with Diffusion Posterior Sampling Reconstruction 颅内出血的固定 CT 图像与弥散后取样重建技术
Pub Date : 2024-07-15 DOI: arxiv-2407.11196
Alejandro Lopez-Montes, Thomas McSkimming, Anthony Skeats, Chris Delnooz, Brian Gonzales, Wojciech Zbijewski, Alejandro Sisniega
Diffusion Posterior Sampling (DPS) can be used in Computed Tomography (CT)reconstruction by leveraging diffusion-based generative models forunconditional image synthesis while matching the observations (data) of a CTscan. Of particular interest is its application in scenarios involving sparseor limited angular sampling, where conventional reconstruction algorithms areoften insufficient. We developed a DPS algorithm for 3D reconstruction from astationary CT (sCT) portable brain stroke imaging unit based on a multi-x-raysource array (MXA) of 31 x-ray tubes and a curved area detector. In thisconfiguration, conventional reconstruction e.g., Penalized Weighted LeastSquares (PWLS) with a Huber edge-preserving penalty, suffers from severedirectional undersampling artifacts. The proposed DPS integrates atwo-dimensional diffusion model, acting on image slices, coupled to sCT dataconsistency and volumetric regularization terms to enable 3D reconstructionrobust to noise and incomplete sampling. To reduce the computational burden ofDPS, stochastic contraction with PWLS initialization was used to decrease thenumber of diffusion steps. The validation studies involved simulations ofanthropomorphic brain phantoms with synthetic bleeds and experimental data froman sCT bench. In simulations, DPS achieved ~130% reduction of directionalartifacts compared to PWLS and 30% better recovery of lesion shape (DICEcoefficient). Benchtop studies demonstrated enhanced visualization of brainfeatures in a Kyoto Kagaku head phantom. The proposed DPS achieved improvedvisualization of intracranial hemorrhage and brain morphology compared toconventional model-based reconstruction for the highly undersampled sCT system.
扩散后向采样(DPS)可用于计算机断层扫描(CT)重建,它利用基于扩散的生成模型进行无条件图像合成,同时与 CT 扫描的观测数据(数据)相匹配。特别令人感兴趣的是它在涉及稀疏或有限角度采样场景中的应用,在这些场景中,传统的重建算法往往是不够的。我们开发了一种 DPS 算法,用于基于 31 个 X 射线管组成的多 X 射线源阵列(MXA)和曲面探测器的静态 CT(sCT)便携式脑卒中成像装置的三维重建。在这种配置下,传统的重建方法,如带有胡贝尔边缘保留惩罚的惩罚性加权最小二乘法(PWLS),会出现严重的定向采样不足伪影。所提出的 DPS 整合了作用于图像切片的二维扩散模型,并结合了 sCT 数据一致性和容积正则化条款,使三维重建不受噪声和不完全采样的影响。为了减轻 DPS 的计算负担,采用了 PWLS 初始化的随机收缩来减少扩散步骤的数量。验证研究包括对具有合成出血的人脑模型的模拟和来自 sCT 工作台的实验数据。在模拟中,与 PWLS 相比,DPS 的方向伪影减少了约 130%,病变形状恢复能力提高了 30%(DICE 系数)。台式研究表明,在 Kyoto Kagaku 头部模型中增强了脑特征的可视化。在高度采样不足的 sCT 系统中,与传统的基于模型的重建相比,所提出的 DPS 改善了颅内出血和脑形态的可视化。
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引用次数: 0
Parameterization of dose profiles of therapeutic minibeams of protons, $^{4}$He, $^{12}$C, and $^{16}$O 质子、$^{4}$He、$^{12}$C 和 $^{16}$O 治疗性微型光束的剂量曲线参数化
Pub Date : 2024-07-13 DOI: arxiv-2407.09851
Savva SavenkovInstitute for Nuclear Research of the Russian Academy of Sciences, Alexandr SvetlichnyiInstitute for Nuclear Research of the Russian Academy of Sciences, Igor PshenichnovInstitute for Nuclear Research of the Russian Academy of Sciences
Single minibeams of protons, $^{4}$He, $^{12}$C and $^{16}$O in water weremodeled with Geant4, and their dose distributions were parameterized withdouble-Gauss-Rutherford (DGR) functions. Dose distributions from arrays of 16parallel minibeams centered on a rectangular or hexagonal grid were constructedfrom the parameterized minibeam profiles to simulate the lateral convergence ofthe minibeams resulting in a homogeneous dose field in the target tumor volume.Peak-to-valley dose ratios (PVDR) and dose-volume histograms (DVH) werecalculated for the parameterized dose distributions and compared with thoseobtained directly from Geant4 modeling of minibeam arrays. The similarity ofthe results obtained by these two methods suggests that the fast calculation ofdose profiles of minibeam arrays based on the DGR parameterizations proposedfor the first time in this work can replace the time-consuming MC modeling infuture preclinical studies and also in the development of treatment planningsystems for minibeam therapy.
利用 Geant4 对水中的质子、^{4}$He、^{12}$C 和^{16}$O 的单个微束进行了建模,并利用双高斯-卢瑟福(DGR)函数对其剂量分布进行了参数化。计算了参数化剂量分布的峰谷剂量比 (PVDR) 和剂量体积直方图 (DVH),并与直接从 Geant4 小梁阵列建模中得到的结果进行了比较。这两种方法得到的结果相似,这表明根据本研究首次提出的 DGR 参数化方法快速计算微型光束阵列的剂量分布图,可以在未来的临床前研究和微型光束疗法治疗计划系统的开发中取代耗时的 MC 建模。
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引用次数: 0
期刊
arXiv - PHYS - Medical Physics
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