Monte Carlo simulations

蒙特卡罗模拟
  • 文章类型: Journal Article
    本研究对印度河上游流域(UIRB)的微量元素浓度进行了全面分析,喜马拉雅山西部(WH)的冰川区,旨在辨别它们的环境和人为来源和影响。尽管先前的数据有限,2019年从UIRB的不同来源收集了69个样本,包括主流,支流,和地下水,评估微量元素浓度。富集因子(EF)结果以及与区域和全球平均值的比较表明,锌含量的上升,Cd,以及可能对饮用水质量构成安全问题。先进的多元统计技术,如主成分分析(PCA),绝对主成分得分(APCS-MLR),蒙特卡罗模拟(MCS),等用于估计相关的人类健康危害,并确定了微量元素的关键来源。MCS结果的第95百分位数表明,儿童的估计总癌症风险显着大于(>1000倍)USEPA的可接受风险阈值1.0×10-6。结果将大多数微量元素分为两个不同的组:A组(Li,Rb,Sr,U,Cs,V,Ni,TI,Sb,Mo,Ge),与地质来源有关,显示中下游河流的浓度较低,包括支流和下游地区。B组(Pb,Nb,Cr,Zn,Be,Al,Th,Ga,Cu,Co),受地质活动和人为活动的影响,在城市中心和中游地区附近表现出更高的浓度,与增加的城市垃圾和农业活动保持一致。此外,APCS-MLR源解析表明,微量元素起源于自然地质过程,包括岩水相互作用和矿物溶解,以及人为活动。这些发现强调需要采取有针对性的措施,以减轻IRB和WH沿线社区的人为影响并保护水资源。
    This study conducted a comprehensive analysis of trace element concentrations in the Upper Indus River Basin (UIRB), a glacier-fed region in the Western Himalayas (WH), aiming to discern their environmental and anthropogenic sources and implications. Despite limited prior data, 69 samples were collected in 2019 from diverse sources within the UIRB, including mainstream, tributaries, and groundwater, to assess trace element concentrations. Enrichment factor (EF) results and comparisons with regional and global averages suggest that rising levels of Zn, Cd, and As may pose safety concerns for drinking water quality. Advanced multivariate statistical techniques such as principal component analysis (PCA), absolute principal component scores (APCS-MLR), Monte Carlo simulation (MCS), etc were applied to estimate the associated human health hazards and also identified key sources of trace elements. The 95th percentile of the MCS results indicates that the estimated total cancer risk for children is significantly greater than (>1000 times) the USEPA\'s acceptable risk threshold of 1.0 × 10-6. The results classified most of the trace elements into two distinct groups: Group A (Li, Rb, Sr, U, Cs, V, Ni, TI, Sb, Mo, Ge), linked to geogenic sources, showed lower concentrations in the lower-middle river reaches, including tributaries and downstream regions. Group B (Pb, Nb, Cr, Zn, Be, Al, Th, Ga, Cu, Co), influenced by both geogenic and anthropogenic activities, exhibited higher concentrations near urban centers and midstream areas, aligning with increased municipal waste and agricultural activities. Furthermore, APCS-MLR source apportionment indicated that trace elements originated from natural geogenic processes, including rock-water interactions and mineral dissolution, as well as anthropogenic activities. These findings underscore the need for targeted measures to mitigate anthropogenic impacts and safeguard water resources for communities along the IRB and WH.
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  • 文章类型: Journal Article
    已使用键波动模型对A/B聚合物共混物的相容性进行了蒙特卡罗研究。所考虑的增容剂是由A和B嵌段组成的共聚物分子。已包括不同类型的共聚物结构,即,线性二嵌段和4-嵌段交替共聚物,星形嵌段共聚物,miktoarm明星,和拉链星星。拉链星由从中央单元以交替顺序(AB和BA)排列的二嵌段共聚物的两个臂组成,以及A和B单元的两个同质臂。通过分析排斥能的平衡来表征增容性能,A和B折射率相反时获得的模拟散射强度,沿坐标轴的轮廓,径向分布函数,和增容剂聚集号。根据结果,线性交替嵌段共聚物,星形嵌段共聚物,和拉链星表现出明显更好的兼容性,拉链星星显示轻微但一贯更好的性能。
    A Monte Carlo study of the compatibilization of A/B polymer blends has been performed using the bond fluctuation model. The considered compatibilizers are copolymer molecules composed of A and B blocks. Different types of copolymer structures have been included, namely, linear diblock and 4-block alternating copolymers, star block copolymers, miktoarm stars, and zipper stars. Zipper stars are composed of two arms of diblock copolymers arranged in alternate order (AB and BA) from the central unit, along with two homogeneous arms of A and B units. The compatibilization performance has been characterized by analyzing the equilibration of repulsion energy, the simulated scattering intensity obtained with opposite refractive indices for A and B, the profiles along a coordinate axis, the radial distribution functions, and the compatibilizer aggregation numbers. According to the results, linear alternate block copolymers, star block copolymers, and zipper stars exhibit significantly better compatibilization, with zipper stars showing slightly but consistently better performance.
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  • 文章类型: Journal Article
    背景:基于剂量学的个性化治疗显示具有临床益处,例如在肝脏选择性内部放射治疗(SIRT)中。然而,关于将其引入临床实践尚无共识,主要因为蒙特卡罗模拟(剂量测定的黄金标准)涉及大量的计算时间。我们解决了计算时间的问题,并测试了一种基于补丁的方法,用于内部剂量测定的蒙特卡罗模拟,以改善并行化。我们为基于补丁的MC剂量测定引入了物理启发的裁剪布局,并将其与文献的裁剪布局以及使用器官S值的剂量测定进行比较,和剂量内核,以全身蒙特卡洛模拟为基础。在接受钇-90肝脏SIRT的五名患者中进行了评估。
    结果:基于补丁的蒙特卡罗方法产生了最接近实际情况的结果,使其成为传统方法的有效替代方案。与软组织中的全身蒙特卡罗相比,我们的物理学启发的裁剪布局和镶嵌方案产生了<2%的体素误差,而只需要约10%的时间。
    结论:这项工作证明了基于补丁的蒙特卡罗模拟的物理启发裁剪布局的可行性和准确性。
    BACKGROUND: Dosimetry-based personalized therapy was shown to have clinical benefits e.g. in liver selective internal radiation therapy (SIRT). Yet, there is no consensus about its introduction into clinical practice, mainly as Monte Carlo simulations (gold standard for dosimetry) involve massive computation time. We addressed the problem of computation time and tested a patch-based approach for Monte Carlo simulations for internal dosimetry to improve parallelization. We introduce a physics-inspired cropping layout for patch-based MC dosimetry, and compare it to cropping layouts of the literature as well as dosimetry using organ-S-values, and dose kernels, taking whole-body Monte Carlo simulations as ground truth. This was evaluated in five patients receiving Yttrium-90 liver SIRT.
    RESULTS: The patch-based Monte Carlo approach yielded the closest results to the ground truth, making it a valid alternative to the conventional approach. Our physics-inspired cropping layout and mosaicking scheme yielded a voxel-wise error of < 2% compared to whole-body Monte Carlo in soft tissue, while requiring only ≈  10% of the time.
    CONCLUSIONS: This work demonstrates the feasibility and accuracy of physics-inspired cropping layouts for patch-based Monte Carlo simulations.
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  • 文章类型: Journal Article
    他克莫司(TAC)在移植早期具有较高的药代动力学(PK)变异性。全血和细胞内TAC浓度与临床结果之间的关系仍然存在争议。这项研究确定了影响TACPK变异性的因素,并表征了全血和细胞内TAC浓度之间的关系。使用非线性混合效应模型分析了来自两个中心的215个肾移植受者(术后<90天)的1,787个样本的全血TAC浓度数据以及从先前研究数字化的细胞内TAC浓度(648个样本)。筛选潜在协变量的影响,并估计了全血与细胞内TAC浓度比(RWB:IC)的分布。最终的模型使用引导进行了评估,善良的适合,和预测校正的视觉预测检查。使用蒙特卡罗模拟确定每种类型的免疫细胞亚群的最佳给药方案和目标范围。两室模型充分描述了数据,估计平均TACCL/F为23.6L·h-1(相对标准误差:11.5%)。血细胞比容水平,CYP3A5*3载波状态,与五脂胶囊合用,逐渐减少的泼尼松龙剂量可能会导致移植后早期TACPK变异性的高度变异性。外周血单核细胞(PBMC)中所有TAC浓度的估计RWB:IC为4940,并且观察到PBMC的中心间变异性。PBMC中模拟的TAC目标范围为20.2-85.9pg·百万细胞-1。在进一步分析中应考虑细胞内浓度的中心间变异性。可以基于PK/PD变异性和模拟的细胞内浓度来指导TAC剂量调整。
    Tacrolimus (TAC) has high pharmacokinetic (PK) variability during the early transplantation period. The relationships between whole-blood and intracellular TAC concentrations and clinical outcomes remain controversial. This study identifies the factors affecting the PK variability of TAC and characterizes the relationships between whole-blood and intracellular TAC concentrations. Data regarding whole-blood TAC concentrations of 1,787 samples from 215 renal transplant recipients (<90 days postoperative) across two centers and intracellular TAC concentrations (648 samples) digitized from previous studies were analyzed using nonlinear mixed-effects modeling. The effects of potential covariates were screened, and the distribution of whole-blood to intracellular TAC concentration ratios (RWB:IC) was estimated. The final model was evaluated using bootstrap, goodness of fit, and prediction-corrected visual predictive checks. The optimal dosing regimens and target ranges for each type of immune cell subsets were determined using Monte Carlo simulations. A two-compartment model adequately described the data, and the estimated mean TAC CL/F was 23.6 L·h-1 (relative standard error: 11.5 %). The hematocrit level, CYP3A5*3 carrier status, co-administration with Wuzhi capsules, and tapering prednisolone dose may contribute to the high variability of TAC PK variability during the early post-transplant period. The estimated RWB:IC of all TAC concentrations in peripheral blood mononuclear cells (PBMCs) was 4940, and inter-center variability of PBMCs was observed. The simulated TAC target range in PBMCs was 20.2-85.9 pg·million cells-1. Inter-center variability in intracellular concentrations should be taken into account in further analyses. TAC dosage adjustments can be guided based on PK/PD variability and simulated intracellular concentrations.
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  • 文章类型: Journal Article
    吸附在金属有机骨架中的纳米约束流体的相行为对于设计用于能源和气体储存的先进材料至关重要。分居,电化学装置,传感器,和药物输送,以及孔结构的表征。吸附流体中的相变通常涉及持久的亚稳态和滞后现象,这在气体吸附-解吸和非润湿流体侵入-挤出实验中已得到充分证明。然而,观察到的纳米相行为的理论预测仍然是一个具有挑战性的问题。中观规范,或者中肠,集合(MCE)旨在研究受控波动条件下的纳米相行为,以稳定亚稳态和不稳定状态。这里,我们实施并应用MCE蒙特卡罗(MCEMC)模拟方案来预测一系列实际MOF材料中可逆和滞后吸附相变的起源,包括IRMOF-1、ZIF-412、UiO-66、Cu-BTC、IRMOF-74-V,VII,和IX。MCEMC方法,称为规范单元格方法,允许产生范德华型等温线,在相变区域周围具有独特的摆动。构造的等温线确定了相平衡和旋节线的位置,以及分离亚稳态的成核势垒。与传统的大规范和规范集成模拟相比,我们展示了MCEMC方法在实验观察的定量预测中的独特功能。MCEMC方法在开源RASPA和LAMMPS软件包中实施,并推荐用于MOFs和其他纳米多孔材料的吸附行为和孔结构表征的研究。
    Phase behavior of nanoconfined fluids adsorbed in metal-organic frameworks is of paramount importance for the design of advanced materials for energy and gas storage, separations, electrochemical devices, sensors, and drug delivery, as well as for the pore structure characterization. Phase transformations in adsorbed fluids often involve long-lasting metastable states and hysteresis that has been well-documented in gas adsorption-desorption and nonwetting fluid intrusion-extrusion experiments. However, theoretical prediction of the observed nanophase behavior remains a challenging problem. The mesoscopic canonical, or mesocanonical, ensemble (MCE) is devised to study the nanophase behavior under conditions of controlled fluctuations to stabilize metastable and labile states. Here, we implement and apply the MCE Monte Carlo (MCEMC) simulation scheme to predict the origins of reversible and hysteric adsorption phase transitions in a series of practical MOF materials, including IRMOF-1, ZIF-412, UiO-66, Cu-BTC, IRMOF-74-V, VII, and IX. The MCEMC method, called the gauge cell method, allows to produce Van der Waals type isotherms with distinctive swings around the phase transition regions. The constructed isotherms determine the positions of phase equilibrium and spinodals, as well as the nucleation barriers separating metastable states. We demonstrate the unique capabilities of the MCEMC method in quantitative predictions of experimental observations compared with the conventional grand canonical and canonical ensemble simulations. The MCEMC method is implemented in the open-source RASPA and LAMMPS software packages and recommended for studies of adsorption behavior and pore structure characterization of MOFs and other nanoporous materials.
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  • 文章类型: Journal Article
    目的:本研究旨在评估放射性药物治疗计划中肿瘤和危险器官患者特定吸收剂量计算的准确性,利用混合平面-SPECT/CT成像。
    方法:创建了三个蒙特卡洛(MC)模拟数字患者体模,将mIBG的时间活动数据标记为I-123(LEHR和ME准直器)和I-131(HE准直器)。该研究评估了I-131-mIBG治疗计划的平均吸收剂量的准确性。模拟了多个平面全身(WB)图像(注射后1至72小时之间(p。i)).计算前后WB图像的几何平均图像,应用散射和衰减校正。在WB图像中针对肝脏上的感兴趣区域和两个肿瘤(直径:3.0cm和5.0cm)创建时间-活性曲线。在24hp.i时模拟了相应的SPECT研究,并使用OS-EM算法进行了重建,结合散射,衰减,准直器-探测器响应,间隔散射和穿透校正。基于MC体素的吸收剂量率计算使用两个图像集,(i)由SPECT图像表示的活动分布和(ii)来自在感兴趣体积内均匀分布的SPECT图像的活动分布。考虑光子和带电粒子发射,计算平均吸收剂量,只有β排放。通过基于MC体素的已知活性分布的剂量测定法计算真实吸收剂量,以供参考。
    结果:考虑到光子和带电粒子的发射,所有三个放射性核素准直仪组合的平均吸收剂量精度为3.8±5.5%和0.1±0.9%(肝脏),对于图像集(i)和(ii),分别获得5.2±10.0%和4.3±1.7%(3.0cm肿瘤)和15.0±5.8%和2.6±0.6%(5.0cm肿瘤)。考虑到带电粒子的排放,准确率为2.7±4.1%和5.7±0.7%(肝脏),对于图像集(i)和(ii),分别获得3.2±10.2%和9.1±1.7%(3.0cm肿瘤)和13.6±5.7%和7.0±0.6%(5.0cm肿瘤)。
    结论:混合WB平面-SPECT/CT方法被证明对I-131-mIBG剂量测定是准确的,表明其个性化治疗计划的潜力。
    OBJECTIVE: This study aimed to assess the accuracy of patient-specific absorbed dose calculations for tumours and organs at risk in radiopharmaceutical therapy planning, utilizing hybrid planar-SPECT/CT imaging.
    METHODS: Three Monte Carlo (MC) simulated digital patient phantoms were created, with time-activity data for mIBG labelled to I-123 (LEHR and ME collimators) and I-131 (HE collimator). The study assessed the accuracy of the mean absorbed doses for I-131-mIBG therapy treatment planning. Multiple planar whole-body (WB) images were simulated (between 1 to 72 h post-injection (p.i)). The geometric-mean image of the anterior and posterior WB images was calculated, with scatter and attenuation corrections applied. Time-activity curves were created for regions of interest over the liver and two tumours (diameters: 3.0 cm and 5.0 cm) in the WB images. A corresponding SPECT study was simulated at 24 h p.i and reconstructed using the OS-EM algorithm, incorporating scatter, attenuation, collimator-detector response, septal scatter and penetration corrections. MC voxel-based absorbed dose rate calculations used two image sets, (i) the activity distribution represented by the SPECT images and (ii) the activity distribution from the SPECT images distributed uniformly within the volume of interest. Mean absorbed doses were calculated considering photon and charged particle emissions, and beta emissions only. True absorbed doses were calculated by MC voxel-based dosimetry of the known activity distributions for reference.
    RESULTS: Considering photon and charged particle emissions, mean absorbed dose accuracies across all three radionuclide-collimator combinations of 3.8 ± 5.5% and 0.1 ± 0.9% (liver), 5.2 ± 10.0% and 4.3 ± 1.7% (3.0 cm tumour) and 15.0 ± 5.8% and 2.6 ± 0.6% (5.0 cm tumour) were obtained for image set (i) and (ii) respectively. Considering charged particle emissions, accuracies of 2.7 ± 4.1% and 5.7 ± 0.7% (liver), 3.2 ± 10.2% and 9.1 ± 1.7% (3.0 cm tumour) and 13.6 ± 5.7% and 7.0 ± 0.6% (5.0 cm tumour) were obtained for image set (i) and (ii) respectively.
    CONCLUSIONS: The hybrid WB planar-SPECT/CT method proved accurate for I-131-mIBG dosimetry, suggesting its potential for personalized treatment planning.
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  • 文章类型: Journal Article
    有机分子中的单态到三态系统间交叉(ISC)与它们的几何形状密切相关:通过修改分子形状,关于自旋-轨道耦合的对称性选择规则可以部分缓解,导致额外的矩阵元素增加ISC。作为这个分子设计概念的模拟,研究发现,超分子聚合物的晶格对称性也决定了它们的三重态形成效率。考虑由弱相互作用分子自组装的超分子聚合物。其2D倾斜晶胞有效地使其成为彼此弱结合的1D分子柱的共面阵列。使用动量分辨光致发光成像与蒙特卡罗模拟相结合,研究发现,超分子聚合物中的光生电荷载流子主要通过柱间电荷转移状态重组为自旋不相关的载流子对。这种晶格定义的重组途径在超分子聚合物中导致相当大的三重态形成效率(≈60%)。这些发现表明,依赖于分子间相互作用的微观/宏观结构的晶格对称性可以被策略化,以控制三重态的形成。
    Singlet-to-triplet intersystem crossing (ISC) in organic molecules is intimately connected with their geometries: by modifying the molecular shape, symmetry selection rules pertaining to spin-orbit coupling can be partially relieved, leading to extra matrix elements for increased ISC. As an analog to this molecular design concept, the study finds that the lattice symmetry of supramolecular polymers also defines their triplet formation efficiencies. A supramolecular polymer self-assembled from weakly interacting molecules is considered. Its 2D oblique unit cell effectively renders it as a coplanar array of 1D molecular columns weakly bound to each other. Using momentum-resolved photoluminescence imaging in combination with Monte Carlo simulations, the study found that photogenerated charge carriers in the supramolecular polymer predominantly recombine as spin-uncorrelated carrier pairs through inter-column charge transfer states. This lattice-defined recombination pathway leads to a substantial triplet formation efficiency (≈60%) in the supramolecular polymer. These findings suggest that lattice symmetry of micro-/macroscopic structures relying on intermolecular interactions can be strategized for controlled triplet formation.
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  • 文章类型: Journal Article
    时间序列中的自回归模型在各个领域都很有用。在这篇文章中,我们提出了一个偏斜自回归模型。我们使用期望最大化(EM)方法估计其参数,并基于局部扰动开发影响方法以进行验证。我们获得了四种扰动策略的正常曲率,以识别有影响的观测值,然后通过蒙特卡洛模拟评估他们的表现。提供了一个金融数据分析的示例,以研究布伦特原油期货的每日对数收益率,并调查COVID-19大流行的可能影响。
    Autoregressive models in time series are useful in various areas. In this article, we propose a skew-t autoregressive model. We estimate its parameters using the expectation-maximization (EM) method and develop the influence methodology based on local perturbations for its validation. We obtain the normal curvatures for four perturbation strategies to identify influential observations, and then to assess their performance through Monte Carlo simulations. An example of financial data analysis is presented to study daily log-returns for Brent crude futures and investigate possible impact by the COVID-19 pandemic.
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  • 文章类型: Journal Article
    研究人员通常会估计事件发生时间结果的危害与个体特征以及个体嵌套的集群之间的关联。Lin和Wei的鲁棒方差估计器通常与Cox回归模型拟合一起用于聚类数据。最近,已经提出了替代方差估计器:Fay-Graubard估计器,考尔曼-卡罗尔估计器,和Mancl-DeRouen估计器。使用蒙特卡罗模拟,我们发现,当使用个体水平和集群水平的协变量拟合边际Cox回归模型时:(i)在存在弱到中等的集群内结果同质性的情况下,Lin-Wei方差估计器可以在簇数小于20-30时导致具有中等偏差的SE估计,而在存在强的簇内同质性的情况下,即使聚类的数量大到100,它也可能导致有偏差的估计;(ii)当聚类的数量小于大约20时,Fay-Graubard方差估计器倾向于导致具有最低偏差的SE估计;(iii)当聚类的数量超过大约20时,Mancl-DeRouen估计器倾向于导致具有最低偏差的估计的标准误差;(iv)当Mancl-Dev估计器的同质性在95中具有所有方法均导致置信区间的覆盖率低于公布的覆盖率,即使在集群数量非常大时.
    Researchers often estimate the association between the hazard of a time-to-event outcome and the characteristics of individuals and the clusters in which individuals are nested. Lin and Wei\'s robust variance estimator is often used with a Cox regression model fit to clustered data. Recently, alternative variance estimators have been proposed: the Fay-Graubard estimator, the Kauermann-Carroll estimator, and the Mancl-DeRouen estimator. Using Monte Carlo simulations, we found that, when fitting a marginal Cox regression model with both individual-level and cluster-level covariates: (i) in the presence of weak to moderate within-cluster homogeneity of outcomes, the Lin-Wei variance estimator can result in estimates of the SE with moderate bias when the number of clusters is fewer than 20-30, while in the presence of strong within-cluster homogeneity, it can result in biased estimation even when the number of clusters is as large as 100; (ii) when the number of clusters was less than approximately 20, the Fay-Graubard variance estimator tended to result in estimates of SE with the lowest bias; (iii) when the number of clusters exceeded approximately 20, the Mancl-DeRouen estimator tended to result in estimated standard errors with the lowest bias; (iv) the Mancl-DeRouen estimator used with a t-distribution tended to result in 95% confidence that had the best performance of the estimators; (v) when the magnitude of within-cluster homogeneity in outcomes was strong or very strong, all methods resulted in confidence intervals with lower than advertised coverage rates even when the number of clusters was very large.
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  • 文章类型: Journal Article
    目的:计算和测量粒子治疗中的线性能量转移(LET)光谱以评估其在生物学方面的影响越来越感兴趣。因此,粒子注量能谱的准确性变得至关重要。这项研究的重点是量化不同质子的能量沉积,氦气,碳,和氧离子束使用在CERN开发的硅像素探测器来确定硅中的LET光谱。方法:虽然在这种追求中已经研究了检测系统,缺乏能够提供具有高空间和时间分辨率的每离子数据的检测器仍然是一个问题。这个差距是硅像素探测器技术进入的地方,能够在线跟踪单离子能量沉积。所用的检测器由300μm厚的硅传感器组成,该传感器在部分耗尽中运行。主要结果:在后处理期间,在采集的信号中的伪影被识别和他们的校正方法被开发。随后,进行了实测和基于蒙特卡罗的模拟能量沉积分布之间的相关性,依赖于基于线性和饱和指数模型的两步重新校准方法。尽管观察到饱和效应,在整个研究范围内,从0.77keV/µm到93.16keV/µm的硅轨道平均LET值的偏差被限制在7%以下。意义:发现模拟和测量的平均能量沉积在7%以内,在应用伪影校正后。这将硅中可获得的LET光谱的范围扩展到临床相关值,并验证了测量的准确性和可靠性。这些发现通过将这些测量结果转化为水中LET光谱的方法,为基于LET的剂量测定铺平了道路。这将在未来的研究中解决,将治疗计划系统的功能扩展到临床常规,具有为癌症患者提供最精确的离子束治疗的潜力。 .
    Objective.There is an increasing interest in calculating and measuring linear energy transfer (LET) spectra in particle therapy in order to assess their impact in biological terms. As such, the accuracy of the particle fluence energy spectra becomes paramount. This study focuses on quantifying energy depositions of distinct proton, helium, carbon, and oxygen ion beams using a silicon pixel detector developed at CERN to determine LET spectra in silicon.Approach.While detection systems have been investigated in this pursuit, the scarcity of detectors capable of providing per-ion data with high spatial and temporal resolution remains an issue. This gap is where silicon pixel detector technology steps in, enabling online tracking of single-ion energy deposition. The used detector consisted of a 300µm thick silicon sensor operated in partial depletion.Main results.During post-processing, artifacts in the acquired signals were identified and methods for their corrections were developed. Subsequently, a correlation between measured and Monte Carlo-based simulated energy deposition distributions was performed, relying on a two-step recalibration approach based on linear and saturating exponential models. Despite the observed saturation effects, deviations were confined below 7% across the entire investigated range of track-averaged LET values in silicon from 0.77 keVµm-1to 93.16 keVµm-1.Significance.Simulated and measured mean energy depositions were found to be aligned within 7%, after applying artifact corrections. This extends the range of accessible LET spectra in silicon to clinically relevant values and validates the accuracy and reliability of the measurements. These findings pave the way towards LET-based dosimetry through an approach to translate these measurements to LET spectra in water. This will be addressed in a future study, extending functionality of treatment planning systems into clinical routine, with the potential of providing ion-beam therapy of utmost precision to cancer patients.
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