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A cluster-based incremental potential approach for reduced order homogenization of bones 基于集群的增量势能法,用于骨骼的降阶均质化。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-07 DOI: 10.1002/cnm.3872
Xiaozhe Ju, Chunli Xu, Yangjian Xu, Lihua Liang, Junbo Liang, Weiming Tao

We develop a cluster-based model order reduction (called C-pRBMOR) approach for efficient homogenization of bones, compatible with a large variety of generalized standard material (GSM) models. To this end, the pRBMOR approach based on a mixed incremental potential formulation is extended to a clustered version for a significantly improved computational efficiency. The microscopic modeling of bones falls into a mixed incremental class of the GSM framework, originating from two potentials. An offline phase of the C-pRBMOR approach includes both a clustering analysis spatially decomposing the micro-domain within an RVE and a space–time decomposition of the microscopic plastic strain fields. A comparative study on two different clustering approaches and two algorithms for mode identification is additionally conducted. For an online analysis, a cluster-enhanced version of evolution equations for the reduced variables is derived from an effective incremental variational formulation, rendering a very small set of nonlinear equations to be numerically solved. Several numerical examples show the effectiveness of the C-pRBMOR approach. A striking acceleration rate beyond 104 against conventional FE computations and that beyond 103 against the original pRBMOR approach are observed.

我们开发了一种基于聚类的模型阶次缩减方法(称为 C-pRBMOR),用于高效地对骨骼进行均质化,该方法与大量通用标准材料(GSM)模型兼容。为此,我们将基于混合增量势公式的 pRBMOR 方法扩展为聚类版本,以显著提高计算效率。骨骼的微观建模属于 GSM 框架的混合增量类,源于两种势能。C-pRBMOR 方法的离线阶段包括在 RVE 中对微域进行空间分解的聚类分析和对微观塑性应变场进行时空分解。此外,还对两种不同的聚类方法和两种模式识别算法进行了比较研究。为了进行在线分析,从有效的增量变分公式中导出了一个群集增强版的减变量演化方程,使得需要数值求解的非线性方程组非常小。几个数值示例显示了 C-pRBMOR 方法的有效性。与传统的 FE 计算相比,C-pRBMOR 方法的加速率超过了 104,与原始的 pRBMOR 方法相比,加速率超过了 103。
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引用次数: 0
Impacts of post-operation loading and fixation implant on the healing process of fractured tibia 手术后加载和固定植入物对胫骨骨折愈合过程的影响。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-25 DOI: 10.1002/cnm.3870
Shima Doorandish Yazdi, Dorna Hedayat, Amir Asadi, Ali Abouei Mehrizi

Healing of tibia demonstrates a complex mechanobiological process as it is stimulated by the major factor of strains applied by body weight. The effect of screw heads and bodies as well as their pressure distribution is often overlooked. Hence, effective mechanical conditions of the healing process of tibia can be categorized into the material of the plate and screws, post-operation loadings, and screw type and pressure. In this paper, a mathematical biodegradation model was used to simulate the PGF/PLA plate-screw device over 8 weeks. The effect of different post-operation loading patterns was studied for both locking and non-locking screws. The aim was to reach the best configuration for the most achievable healing using FEA by computing the healing pattern, trend, and efficiency with the mechano-regulation theory based on deviatoric strain. The biodegradation process of the plate and screws resulted in 82% molecular weight loss and 1.05 GPa decrease in Young's modulus during 8 weeks. The healing efficiency of the cases ranged from 4.72% to 14.75% in the first week and 18.64% to 63.05% in the eighth week. Finally, an optimal case was achieved by considering the prevention of muscle erosion, bone density reduction, and nonunion, according to the obtained results.

胫骨的愈合是一个复杂的机械生物学过程,因为它受到体重所产生的应变这一主要因素的刺激。螺钉头和螺钉体及其压力分布的影响往往被忽视。因此,胫骨愈合过程的有效机械条件可分为钢板和螺钉的材料、手术后的负荷以及螺钉的类型和压力。本文使用数学生物降解模型模拟了 PGF/PLA 钢板-螺钉装置在 8 周内的情况。研究了锁定螺钉和非锁定螺钉不同操作后加载模式的影响。其目的是利用有限元分析,通过基于偏离应变的机械调节理论计算愈合模式、趋势和效率,以达到最佳愈合配置。在 8 周的时间里,钢板和螺钉的生物降解过程导致了 82% 的分子量损失和 1.05 GPa 的杨氏模量下降。病例的愈合效率在第一周为 4.72% 至 14.75%,第八周为 18.64% 至 63.05%。最后,根据所获得的结果,考虑到防止肌肉侵蚀、骨密度降低和不愈合,达到了最佳病例。
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引用次数: 0
Effect of electromagnetic middle-ear implant simulating sites on the stapes spatial motion: A finite element analysis 电磁中耳植入物模拟点对镫骨空间运动的影响:有限元分析
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-19 DOI: 10.1002/cnm.3871
Yixiang Zhang, Houguang Liu, Lei Zhou, Jianhua Yang, Wen Liu, Shanguo Yang, Xinsheng Huang

The electromagnetic middle-ear implant (MEI) is a new type of hearing device for addressing sensorineural and mixed hearing loss. The hearing compensation effect of the MEI varies depending on the transducer stimulation sites. This paper investigates the impact of transducer stimulation sites on MEI performance by analyzing stapes spatial motion. Firstly, we constructed a human-ear finite element model based on micro-CT scanning and inverse molding techniques. This model was validated by comparing its predictions of stapes spatial motion and cochlear response with experimental data. Then, stimulation force was applied at four common sites: umbo, incus body, incus long process and stapes to simulate the electromagnetic transducer. Results show that at low and middle frequencies, stapes-stimulating and incus-long-process-stimulating produce similar spatial motion to normal hearing; at high frequencies, incus-body-stimulating produces similar results to normal hearing. The equivalent sound pressure level generated by the stapes piston motion is less sensitive to the stimulation direction than that deduced by the stapes rocking motion.

电磁中耳植入体(MEI)是一种新型听力设备,用于解决感音神经性和混合性听力损失问题。电磁中耳植入体的听力补偿效果因换能器刺激部位而异。本文通过分析镫骨空间运动来研究换能器刺激部位对 MEI 性能的影响。首先,我们基于微型计算机断层扫描和反向成型技术构建了人耳有限元模型。通过将模型对耳廓空间运动和耳蜗反应的预测与实验数据进行比较,对该模型进行了验证。然后,在四个常见部位施加刺激力:umbo、门体、门长突和镫骨,以模拟电磁换能器。结果表明,在低频和中频,刺激镫骨和刺激门骨长程产生的空间运动与正常听力相似;在高频,刺激门骨体产生的结果与正常听力相似。镫骨活塞运动产生的等效声压级对刺激方向的敏感度低于镫骨摇摆运动。
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引用次数: 0
Adaptive integration of history variables in constrained mixture models for organ-scale growth and remodeling 在器官尺度生长和重塑的约束混合物模型中对历史变量进行自适应整合。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-19 DOI: 10.1002/cnm.3869
Amadeus M. Gebauer, Martin R. Pfaller, Jason M. Szafron, Wolfgang A. Wall

In the last decades, many computational models have been developed to predict soft tissue growth and remodeling (G&R). The constrained mixture theory describes fundamental mechanobiological processes in soft tissue G&R and has been widely adopted in cardiovascular models of G&R. However, even after two decades of work, large organ-scale models are rare, mainly due to high computational costs (model evaluation and memory consumption), especially in long-range simulations. We propose two strategies to adaptively integrate history variables in constrained mixture models to enable large organ-scale simulations of G&R. Both strategies exploit that the influence of deposited tissue on the current mixture decreases over time through degradation. One strategy is independent of external loading, allowing the estimation of the computational resources ahead of the simulation. The other adapts the history snapshots based on the local mechanobiological environment so that the additional integration errors can be controlled and kept negligibly small, even in G&R scenarios with severe perturbations. We analyze the adaptively integrated constrained mixture model on a tissue patch for a parameter study and show the performance under different G&R scenarios. To confirm that adaptive strategies enable large organ-scale examples, we show simulations of different hypertension conditions with a real-world example of a biventricular heart discretized with a finite element mesh. In our example, adaptive integrations sped up simulations by a factor of three and reduced memory requirements to one-sixth. The reduction of the computational costs gets even more pronounced for simulations over longer periods. Adaptive integration of the history variables allows studying more finely resolved models and longer G&R periods while computational costs are drastically reduced and largely constant in time.

过去几十年来,人们开发了许多计算模型来预测软组织生长和重塑(G&R)。约束混合物理论描述了软组织生长与重塑的基本机械生物学过程,并被广泛应用于心血管的生长与重塑模型。然而,即使经过二十年的努力,大型器官尺度模型仍然很少见,主要原因是计算成本高(模型评估和内存消耗),尤其是在长程模拟中。我们提出了两种策略,将历史变量自适应地整合到约束混合物模型中,从而实现大器官尺度的 G&R 模拟。这两种策略都利用了沉积组织对当前混合物的影响会随着时间的推移通过降解而减小这一特点。其中一种策略独立于外部负载,允许在模拟之前对计算资源进行估算。另一种策略则根据当地的机械生物学环境调整历史快照,从而控制额外的整合误差,即使在具有严重扰动的 G&R 情景中,也能将其保持在可忽略不计的小范围内。我们在一个组织斑块上分析了自适应集成的受限混合模型,以进行参数研究,并展示了不同 G&R 情景下的性能。为了证实自适应策略能够实现大器官尺度的示例,我们展示了不同高血压条件下的模拟结果,并使用有限元网格离散化的双心室心脏作为真实世界的示例。在我们的例子中,自适应积分将模拟速度提高了三倍,内存需求减少到六分之一。对于较长时间的模拟,计算成本的降低更为明显。对历史变量进行自适应积分,可以研究分辨率更高的模型和更长的 G&R 周期,而计算成本却大幅降低,并且在时间上基本保持不变。
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引用次数: 0
Model order reduction and sensitivity analysis for complex heat transfer simulations inside the human eyeball 针对人眼球内部复杂传热模拟的模型阶数缩减和敏感性分析。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-09 DOI: 10.1002/cnm.3864
Thomas Saigre, Christophe Prud'homme, Marcela Szopos

Heat transfer in the human eyeball, a complex organ, is significantly influenced by various pathophysiological and external parameters. Particularly, heat transfer critically affects fluid behavior within the eye and ocular drug delivery processes. Overcoming the challenges of experimental analysis, this study introduces a comprehensive three-dimensional mathematical and computational model to simulate the heat transfer in a realistic geometry. Our work includes an extensive sensitivity analysis to address uncertainties and delineate the impact of different variables on heat distribution in ocular tissues. To manage the model's complexity, we employed a very fast model reduction technique with certified sharp error bounds, ensuring computational efficiency without compromising accuracy. Our results demonstrate remarkable consistency with experimental observations and align closely with existing numerical findings in the literature. Crucially, our findings underscore the significant role of blood flow and environmental conditions, particularly in the eye's internal tissues. Clinically, this model offers a promising tool for examining the temperature-related effects of various therapeutic interventions on the eye. Such insights are invaluable for optimizing treatment strategies in ophthalmology.

人类眼球是一个复杂的器官,其传热受到各种病理生理和外部参数的显著影响。特别是,热传递对眼球内的流体行为和眼部给药过程有着至关重要的影响。本研究克服了实验分析的挑战,引入了一个全面的三维数学和计算模型,以模拟真实几何形状中的热传递。我们的工作包括广泛的敏感性分析,以解决不确定性问题,并确定不同变量对眼部组织热分布的影响。为了控制模型的复杂性,我们采用了一种非常快速的模型还原技术,该技术具有经过认证的尖锐误差边界,在确保计算效率的同时不影响精度。我们的结果表明与实验观测结果非常一致,并与现有文献中的数值研究结果密切吻合。最重要的是,我们的发现强调了血流和环境条件的重要作用,尤其是在眼球内部组织中。在临床上,该模型为研究各种治疗干预措施对眼部的温度相关影响提供了一种很有前景的工具。这些见解对于优化眼科治疗策略非常宝贵。
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引用次数: 0
Biomechanical design of a new proximal humerus fracture plate using alternative materials 使用替代材料对新型肱骨近端骨折钢板进行生物力学设计。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-07 DOI: 10.1002/cnm.3868
Sabrina Islam, Mitchell Dembowski, Emil H. Schemitsch, Habiba Bougherara, Z. Shaghayegh Bagheri, Radovan Zdero

Comminuted proximal humerus fractures are often repaired by metal plates, but potentially still experience bone refracture, bone “stress shielding,” screw perforation, delayed healing, and so forth. This “proof of principle” investigation is the initial step towards the design of a new plate using alternative materials to address some of these problems. Finite element modeling was used to create design graphs for bone stress, plate stress, screw stress, and interfragmentary motion via three different fixations (no, 1, or 2 “kickstand” [KS] screws across the fracture) using a wide range of plate elastic moduli (EP = 5–200 GPa). Well-known design optimization criteria were used that could minimize bone, plate, and screw failure (i.e., peak stress < ultimate tensile strength), reduce bone “stress shielding” (i.e., bone stress under the new plate ≥ bone stress for an intact humerus, titanium plate, and/or steel plate “control”), and encourage callus growth leading to early healing (i.e., 0.2 mm ≤ axial interfragmentary motion ≤ 1 mm; shear/axial interfragmentary motion ratio <1.6). The findings suggest that a potentially optimal configuration involves the new plate being manufactured from a material with an EP of 5–41.5 GPa with 1 KS screw; but, using no KS screws would cause immediate bone fracture and 2 KS screws would almost certainly lead to delayed healing. A prototype plate might be fabricated using alternative materials suggested for orthopedics and other industries, like fiber-metal laminates, fiber-reinforced polymers, metal foams, pure polymers, shape memory alloys, or 3D-printed porous metals.

肱骨近端粉碎性骨折通常使用金属板进行修复,但仍可能出现骨折断、骨 "应力屏蔽"、螺钉穿孔、愈合延迟等问题。这项 "原理验证 "调查是使用替代材料设计新钢板以解决其中一些问题的第一步。通过有限元建模,我们利用广泛的钢板弹性模量(EP = 5-200 GPa),通过三种不同的固定方式(无、1 或 2 个横跨骨折的 "脚架"[KS] 螺钉)创建了骨应力、钢板应力、螺钉应力和节间运动的设计图。我们采用了众所周知的优化设计标准,可以最大限度地减少骨、钢板和螺钉的失效(即使用 1 颗 KS 螺钉时,峰值应力 P 为 5-41.5 GPa;但是,不使用 KS 螺钉会导致立即骨折,而使用 2 颗 KS 螺钉几乎肯定会导致延迟愈合。可以使用骨科和其他行业建议的替代材料,如纤维金属层压板、纤维增强聚合物、金属泡沫、纯聚合物、形状记忆合金或 3D 打印多孔金属,来制造钢板原型。
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引用次数: 0
Fluid–structure interaction analysis of a healthy aortic valve and its surrounding haemodynamics 健康主动脉瓣及其周围血流动力学的流体-结构相互作用分析。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-29 DOI: 10.1002/cnm.3865
Zhongjie Yin, Chlöe Armour, Harkamaljot Kandail, Declan P. O'Regan, Toufan Bahrami, Saeed Mirsadraee, Selene Pirola, Xiao Yun Xu

The opening and closing dynamics of the aortic valve (AV) has a strong influence on haemodynamics in the aortic root, and both play a pivotal role in maintaining normal physiological functions of the valve. The aim of this study was to establish a subject-specific fluid–structure interaction (FSI) workflow capable of simulating the motion of a tricuspid healthy valve and the surrounding haemodynamics under physiologically realistic conditions. A subject-specific aortic root was reconstructed from magnetic resonance (MR) images acquired from a healthy volunteer, whilst the valve leaflets were built using a parametric model fitted to the subject-specific aortic root geometry. The material behaviour of the leaflets was described using the isotropic hyperelastic Ogden model, and subject-specific boundary conditions were derived from 4D-flow MR imaging (4D-MRI). Strongly coupled FSI simulations were performed using a finite volume-based boundary conforming method implemented in FlowVision. Our FSI model was able to simulate the opening and closing of the AV throughout the entire cardiac cycle. Comparisons of simulation results with 4D-MRI showed a good agreement in key haemodynamic parameters, with stroke volume differing by 7.5% and the maximum jet velocity differing by less than 1%. Detailed analysis of wall shear stress (WSS) on the leaflets revealed much higher WSS on the ventricular side than the aortic side and different spatial patterns amongst the three leaflets.

主动脉瓣(AV)的开闭动力学对主动脉根部的血流动力学有很大影响,两者在维持瓣膜正常生理功能方面起着关键作用。本研究的目的是建立一个特定受试者的流体-结构相互作用(FSI)工作流程,该流程能够在生理真实条件下模拟三尖瓣健康瓣膜的运动和周围血流动力学。根据从健康志愿者身上获取的磁共振(MR)图像重建了特定受试者的主动脉根部,同时使用与特定受试者主动脉根部几何形状相匹配的参数模型构建了瓣叶。瓣叶的材料行为使用各向同性超弹性奥格登模型进行描述,特定受试者的边界条件则来自四维流磁共振成像(4D-MRI)。强耦合 FSI 模拟是使用 FlowVision 中实施的基于有限体积的边界符合方法进行的。我们的 FSI 模型能够模拟整个心动周期中房室的开放和关闭。模拟结果与 4D-MRI 的比较显示,两者在关键血流动力学参数上具有良好的一致性,每搏量相差 7.5%,最大射流速度相差不到 1%。对瓣叶壁剪应力(WSS)的详细分析显示,心室一侧的 WSS 远高于主动脉一侧,而且三个瓣叶之间的空间模式不同。
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引用次数: 0
A semi-automatic method for block-structured hexahedral meshing of aortic dissections 用于主动脉断裂块状结构六面体网格划分的半自动方法。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-29 DOI: 10.1002/cnm.3860
Domagoj Bošnjak, Antonio Pepe, Richard Schussnig, Jan Egger, Thomas-Peter Fries

The article presents a semi-automatic approach to generating structured hexahedral meshes of patient-specific aortas ailed by aortic dissection. The condition manifests itself as a formation of two blood flow channels in the aorta, as a result of a tear in the inner layers of the aortic wall. Subsequently, the morphology of the aorta is greatly impacted, making the task of domain discretization highly challenging. The meshing algorithm presented herein is automatic for the individual lumina, whereas the tears require user interaction. Starting from an input (triangle) surface mesh, we construct an implicit surface representation as well as a topological skeleton, which provides a basis for the generation of a block-structure. Thereafter, the mesh generation is performed via transfinite maps. The meshes are structured and fully hexahedral, exhibit good quality and reliably match the original surface. As they are generated with computational fluid dynamics in mind, a fluid flow simulation is performed to verify their usefulness. Moreover, since the approach is based on valid block-structures, the meshes can be made very coarse (around 1000 elements for an entire aortic dissection domain), and thus promote using solvers based on the geometric multigrid method, which is typically reliant on the presence of a hierarchy of coarser meshes.

文章介绍了一种半自动方法,用于生成主动脉夹层患者主动脉的结构化六面体网格。主动脉夹层是主动脉壁内层撕裂后形成的两个血流通道。因此,主动脉的形态会受到很大影响,使域离散化任务变得极具挑战性。本文介绍的网格划分算法对于单个管腔是自动的,而对于撕裂则需要用户交互。从输入(三角形)曲面网格开始,我们构建了一个隐式曲面表示法和拓扑骨架,这为块状结构的生成提供了基础。之后,通过无限映射生成网格。网格是结构化的全六面体网格,具有良好的质量,并能可靠地与原始表面相匹配。由于生成网格时考虑到了计算流体动力学,因此还进行了流体流动模拟,以验证网格的实用性。此外,由于该方法基于有效的块结构,因此网格可以做得非常粗糙(整个主动脉夹层域约 1000 个元素),从而促进了基于几何多网格法的求解器的使用,该方法通常依赖于更粗糙网格的层次结构。
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引用次数: 0
A comparison of machine learning methods for recovering noisy and missing 4D flow MRI data 恢复噪声和缺失四维血流 MRI 数据的机器学习方法比较。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-28 DOI: 10.1002/cnm.3858
Hunor Csala, Omid Amili, Roshan M. D'Souza, Amirhossein Arzani

Experimental blood flow measurement techniques are invaluable for a better understanding of cardiovascular disease formation, progression, and treatment. One of the emerging methods is time-resolved three-dimensional phase-contrast magnetic resonance imaging (4D flow MRI), which enables noninvasive time-dependent velocity measurements within large vessels. However, several limitations hinder the usability of 4D flow MRI and other experimental methods for quantitative hemodynamics analysis. These mainly include measurement noise, corrupt or missing data, low spatiotemporal resolution, and other artifacts. Traditional filtering is routinely applied for denoising experimental blood flow data without any detailed discussion on why it is preferred over other methods. In this study, filtering is compared to different singular value decomposition (SVD)-based machine learning and autoencoder-type deep learning methods for denoising and filling in missing data (imputation). An artificially corrupted and voxelized computational fluid dynamics (CFD) simulation as well as in vitro 4D flow MRI data are used to test the methods. SVD-based algorithms achieve excellent results for the idealized case but severely struggle when applied to in vitro data. The autoencoders are shown to be versatile and applicable to all investigated cases. For denoising, the in vitro 4D flow MRI data, the denoising autoencoder (DAE), and the Noise2Noise (N2N) autoencoder produced better reconstructions than filtering both qualitatively and quantitatively. Deep learning methods such as N2N can result in noise-free velocity fields even though they did not use clean data during training. This work presents one of the first comprehensive assessments and comparisons of various classical and modern machine-learning methods for enhancing corrupt cardiovascular flow data in diseased arteries for both synthetic and experimental test cases.

实验性血流测量技术对于更好地了解心血管疾病的形成、发展和治疗非常重要。新出现的方法之一是时间分辨三维相位对比磁共振成像(4D 流磁共振成像),它可以对大血管内的速度进行无创的时间依赖性测量。然而,4D 流量磁共振成像和其他实验方法在定量血液动力学分析中的可用性受到一些限制。这些限制主要包括测量噪声、数据损坏或缺失、时空分辨率低以及其他伪影。传统的滤波方法通常用于对实验血流数据进行去噪,但没有详细讨论为什么滤波方法优于其他方法。本研究将滤波与不同的基于奇异值分解(SVD)的机器学习方法和自动编码器型深度学习方法进行比较,以进行去噪和填补缺失数据(估算)。测试方法使用了人为损坏和体素化的计算流体动力学(CFD)模拟以及体外 4D 流磁共振成像数据。基于 SVD 的算法在理想化情况下取得了极佳的结果,但在应用于体外数据时却非常吃力。结果表明,自动编码器用途广泛,适用于所有研究案例。在体外 4D 流磁共振成像数据的去噪方面,去噪自动编码器(DAE)和噪声2噪声(N2N)自动编码器在定性和定量方面都比滤波产生了更好的重建效果。N2N 等深度学习方法即使在训练过程中没有使用干净的数据,也能得到无噪声的速度场。这项研究首次对各种经典和现代机器学习方法进行了全面评估和比较,以增强病变动脉中合成和实验测试案例中损坏的心血管血流数据。
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引用次数: 0
Personalized optimization strategy for electrode array layout in TTFields of glioblastoma 胶质母细胞瘤 TTFields 中电极阵列布局的个性化优化策略
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-18 DOI: 10.1002/cnm.3859
Liang Wang, Chunxiao Chen, Yueyue Xiao, Rongfang Gong, Jun Shen, Ming Lu

Tumor treating fields (TTFields) is a novel therapeutic approach for the treatment of glioblastoma. The electric field intensity is a critical factor in the therapeutic efficacy of TTFields, as stronger electric field can more effectively impede the proliferation and survival of tumor cells. In this study, we aimed to improve the therapeutic effectiveness of TTFields by optimizing the position of electrode arrays, resulting in an increased electric field intensity at the tumor. Three representative head models of real glioblastoma patients were used as the research subjects in this study. The improved subtraction-average-based optimization (ISABO) algorithm based on circle chaos mapping, opposition-based learning and golden sine strategy, was employed to optimize the positions of the four sets of electrode arrays on the scalp. The electrode positions are dynamically adjusted through iterative search to maximize the electric field intensity at the tumor. The experimental results indicate that, in comparison to the conventional layout, the positions of the electrode arrays obtained by the ISABO algorithm can achieve average electric field intensity of 1.7887, 2.0058, and 1.3497 V/cm at the tumor of three glioblastoma patients, which are 23.6%, 29.4%, and 8.5% higher than the conventional layout, respectively. This study demonstrates that optimizing the location of the TTFields electrode array using the ISABO algorithm can effectively enhance the electric field intensity and treatment coverage in the tumor area, offering a more effective approach for personalized TTFields treatment.

肿瘤治疗电场(TTFields)是治疗胶质母细胞瘤的一种新型疗法。电场强度是影响肿瘤治疗场疗效的关键因素,因为较强的电场能更有效地阻碍肿瘤细胞的增殖和存活。在本研究中,我们旨在通过优化电极阵列的位置来提高 TTFields 的治疗效果,从而增加肿瘤处的电场强度。本研究使用了三个具有代表性的真实胶质母细胞瘤患者头部模型作为研究对象。基于圆混沌映射、对立学习和黄金正弦策略的改进型减均优化算法(ISABO)被用来优化头皮上四组电极阵列的位置。通过迭代搜索动态调整电极位置,使肿瘤处的电场强度最大化。实验结果表明,与传统布局相比,ISABO 算法得到的电极阵列位置在三名胶质母细胞瘤患者肿瘤处的平均电场强度分别为 1.7887、2.0058 和 1.3497 V/cm,分别比传统布局高出 23.6%、29.4% 和 8.5%。这项研究表明,利用 ISABO 算法优化 TTFields 电极阵列的位置,能有效提高肿瘤区域的电场强度和治疗覆盖率,为个性化 TTFields 治疗提供了更有效的方法。
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引用次数: 0
期刊
International Journal for Numerical Methods in Biomedical Engineering
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