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Computational fluid dynamics of bladder voiding using 3D dynamic MRI 利用三维动态磁共振成像计算膀胱排尿的流体动力学。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-15 DOI: 10.1002/cnm.3850
Labib Shahid, Juan Pablo Gonzalez-Pereira, Cody Johnson, Wade Bushman, Alejandro Roldán-Alzate

Over the last couple of decades, image-based computational fluid dynamics (CFD) has revolutionized cardiovascular research by uncovering hidden features of wall strain, impact of vortices, and its use in treatment planning, as examples, that were simply not evident in the gold-standard catheterization studies done previously. In the work presented here, we have applied magnetic resonance imaging (MRI)-based CFD to study bladder voiding and to demonstrate the feasibility and potential of this approach. We used 3D dynamic MRI to image the bladder and urethra during voiding. A surface mesh processing tool was developed to process the bladder wall prior to executing a wall-motion driven CFD simulation of the bladder and urethra. The obtained flow rate and pressure were used to calculate urodynamic nomograms, which are currently used in the clinical setting to assess bladder voiding dysfunction. These nomograms concluded that our healthy volunteer has an unobstructed bladder and normal contractility. We calculated the work done to void the bladder and propose this as an additional quantitative metric to comprehensively assess bladder function. Further, we discuss the areas that would improve this relatively new methodology of image-based CFD in urodynamics.

在过去几十年中,基于图像的计算流体动力学(CFD)揭示了心血管壁应变的隐藏特征、涡流的影响及其在治疗规划中的应用等,从而彻底改变了心血管研究,而这些在以前的金标准导管研究中根本无法显现。在本文介绍的工作中,我们将基于磁共振成像(MRI)的 CFD 应用于膀胱排尿研究,并证明了这种方法的可行性和潜力。我们使用三维动态磁共振成像技术对排尿过程中的膀胱和尿道进行成像。在对膀胱和尿道执行壁运动驱动的 CFD 模拟之前,我们开发了一种表面网格处理工具来处理膀胱壁。获得的流速和压力被用于计算尿动力学提名图,该提名图目前用于临床评估膀胱排尿功能障碍。这些提名图的结论是,我们的健康志愿者膀胱通畅,收缩力正常。我们计算了排空膀胱所做的功,并建议将其作为全面评估膀胱功能的额外定量指标。此外,我们还讨论了在尿动力学中改进基于图像的 CFD 这种相对较新方法的领域。
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引用次数: 0
Computational biomechanics for a standing human body: Modal analysis and simulation 站立人体的计算生物力学:模态分析与模拟
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-11 DOI: 10.1002/cnm.3841
Goong Chen, Matthew M. Scully, Jingtong Huang, Alexey Sergeev, Jing Yang, Chunqiu Wei, Patrick Monday, Leon Cohen, Xingong Cheng, Sanyang Liu, Junmin Wang, Shuqin Zhou

We develop computational mechanical modeling and methods for the analysis and simulation of the motions of a human body. This type of work is crucial in many aspects of human life, ranging from comfort in riding, the motion of aged persons, sports performance and injuries, and many ergonomic issues. A prevailing approach for human motion studies is through lumped parameter models containing discrete masses for the parts of the human body with empirically determined spring, mass, damping coefficients. Such models have been effective to some extent; however, a much more faithful modeling method is to model the human body as it is, namely, as a continuum. We present this approach, and for comparison, we choose two digital CAD models of mannequins for a standing human body, one from the versatile software package LS-DYNA and another from open resources with some of our own adaptations. Our basic view in this paper is to regard human motion as a perturbation and vibration from an equilibrium position which is upright standing. A linear elastodynamic model is chosen for modal analysis, but a full nonlinear viscoelastoplastic extension is possible for full-body simulation. The motion and vibration of these two mannequin models is analyzed by modal analysis, where the normal vibration modes are determined. LS-DYNA is used as the supercomputing and simulation platform. Four sets of low-frequency modes are tabulated, discussed, visualized, and compared. Higher frequency modes are also selectively displayed. We have found that these modes of motion and vibration form intrinsic basic modes of biomechanical motion of the human body. This view is supported by our finding of the upright walking motion as a low-frequency mode in modal analysis. Such a “walking mode” shows the in-phase and out-of-phase movements between the legs and arms on the left and right sides of a human body, implying that this walking motion is spontaneous, likely not requiring any directives from the brain. Dynamic motions of CAD mannequins are also simulated by drop tests for comparisons and the validity of the models is discussed through Fourier frequency analysis. All computed modes of motion are collected in several sets of video animations for ease of visualization. Samples of LS-DYNA computer codes are also included for possible use by other researchers.

我们开发用于分析和模拟人体运动的计算机械建模和方法。这类工作对人类生活的许多方面都至关重要,包括乘车舒适度、老年人的运动、运动表现和损伤以及许多人体工程学问题。人体运动研究的一种普遍方法是通过包含离散质量的集合参数模型来研究人体各部分的运动,并根据经验确定弹簧、质量和阻尼系数。这种模型在一定程度上是有效的;然而,一种更忠实的建模方法是将人体作为一个连续体来建模。我们介绍了这种方法,为了进行比较,我们选择了两个站立人体模型的数字 CAD 模型,一个来自多功能软件包 LS-DYNA,另一个来自开放资源,并经过我们自己的一些调整。本文的基本观点是将人体运动视为从直立平衡位置开始的扰动和振动。在进行模态分析时,我们选择了线性弹性力学模型,但在进行全身模拟时,我们也可能采用完全非线性粘弹性扩展模型。这两个人体模型的运动和振动是通过模态分析来确定法向振动模态的。采用 LS-DYNA 作为超级计算和仿真平台。对四组低频模态进行了列表、讨论、可视化和比较。高频模式也有选择地显示出来。我们发现,这些运动和振动模式构成了人体生物力学运动的内在基本模式。在模态分析中,我们发现直立行走运动是一种低频模态,这为我们的观点提供了支持。这种 "行走模式 "显示了人体左右两侧腿部和手臂之间的同相和异相运动,意味着这种行走运动是自发的,很可能不需要大脑的任何指令。此外,还通过跌落测试模拟了 CAD 人体模型的动态运动,并通过傅里叶频率分析讨论了模型的有效性。所有计算出的运动模式都收集在几组视频动画中,以便于可视化。此外还包括 LS-DYNA 计算机代码样本,供其他研究人员使用。
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引用次数: 0
Computational comparison study of virtual compression and shear test for estimation of apparent elastic moduli under various boundary conditions 虚拟压缩和剪切试验的计算对比研究,用于估算各种边界条件下的表观弹性模量。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-09 DOI: 10.1002/cnm.3845
Jisun Kim, Jung Jin Kim

Virtual compression tests based on finite element analysis are representative noninvasive methods to evaluate bone strength. However, owing to the characteristic porous structure of bones, the material obtained from micro-computed tomography images in the finite-element model is not uniformly distributed. These characteristics cause differences in the apparent elastic moduli depending on the boundary conditions and affect the accuracy of bone-strength evaluation. Therefore, this study aimed to evaluate and compare the apparent elastic moduli under various, virtual-compression and shear-test boundary conditions. Four, nonuniform models were constructed with increasing model complexity. For representative boundary conditions, two, different, testing directions, and constrained surfaces were applied. As a result, the apparent elastic moduli of the nonuniform model varied up to 55.2% based on where the constrained surface was located in the single-end-cemented condition. Additionally, when connectivity in the test direction was lost, the accuracy of the apparent elastic moduli was low. A graphical comparison showed that the equivalent-stress distribution was more advantageous for analyzing load transferability and physical behavior than the strain-energy distribution. These results clearly show that the prediction accuracy of the apparent elastic moduli can be guaranteed if the boundary condition on the constraint and loading surfaces of the nonuniform model are applied symmetrically and the connectivity of the elements in the testing direction is well maintained. This study will aid in precision improvement of bone-strength-indicator determination for osteoporosis prevention.

基于有限元分析的虚拟压缩试验是评估骨强度的代表性无创方法。然而,由于骨骼具有多孔结构的特点,从有限元模型中的微型计算机断层扫描图像中获得的材料并不是均匀分布的。这些特征会导致表观弹性模量因边界条件的不同而产生差异,影响骨强度评估的准确性。因此,本研究旨在评估和比较各种虚拟压缩和剪切测试边界条件下的表观弹性模量。随着模型复杂程度的增加,我们构建了四个非均匀模型。对于具有代表性的边界条件,应用了两个不同的测试方向和约束表面。因此,在单端加固条件下,根据约束面的位置,非均匀模型的表观弹性模量变化高达 55.2%。此外,当测试方向上的连通性丧失时,表观弹性模量的精确度也很低。图形比较显示,等效应力分布比应变能分布更有利于分析荷载传递性和物理行为。这些结果清楚地表明,如果在非均匀模型的约束面和加载面上对称施加边界条件,并保持测试方向上元素的连通性,就能保证表观弹性模量的预测精度。这项研究将有助于提高骨强度指标测定的精度,从而预防骨质疏松症。
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引用次数: 0
Effect of dispersive electrode position (anterior vs. posterior) in epicardial radiofrequency ablation of ventricular wall: A computer simulation study 心外膜射频消融室壁时分散电极位置(前部与后部)的影响:计算机模拟研究。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-09 DOI: 10.1002/cnm.3847
Ramiro M. Irastorza, Claudio Hadid, Enrique Berjano

An epicardial approach is often used in radiofrequency (RF) catheter ablation to ablate ventricular tachycardia when an endocardial approach fails. Our objective was to analyze the effect of the position of the dispersive patch (DP) on lesion size using computer modeling during epicardial approach. We compared the posterior position (patient's back), commonly used in clinical practice, to the anterior position (patient's chest). The model considered ventricular wall thicknesses between 4 and 8 mm, and electrode insertion depths between .3 and .7 mm. RF pulses were simulated with 20 W of power for 30 s duration. Statistically significant differences (P < .001) were found between both DP positions in terms of baseline impedance, RF current (at 15 s) and thermal lesion size. The anterior position involved lower impedance (130.8 ± 4.7 vs. 146.2 ± 4.9 Ω) and a higher current (401.5 ± 5.6 vs. 377.5 ± 5.1 mA). The anterior position created lesion sizes larger than the posterior position: 8.9 ± 0.4 vs. 8.4 ± 0.4 mm in maximum width, 8.6 ± 0.4 vs. 8.1 ± 0.4 mm in surface width, and 4.5 ± 0.4 vs. 4.3 ± 0.4 mm in depth. Our results suggest that: (1) the redirection of the RF currents due to repositioning the PD has little impact on lesion size and only affects baseline impedance, and (2) the differences in lesion size are only 0.5 mm wider and 0.2 mm deeper for the anterior position, which does not seem to have a clinical impact in the context of VT ablation.

在射频(RF)导管消融术中,当心内膜入路失败时,通常使用心外膜入路消融室性心动过速。我们的目的是利用计算机建模分析心外膜入路时分散贴片(DP)位置对病灶大小的影响。我们比较了临床上常用的后位(患者背部)和前位(患者胸部)。模型考虑的心室壁厚度在 4 至 8 毫米之间,电极插入深度在 0.3 至 0.7 毫米之间。模拟射频脉冲的功率为 20 瓦,持续时间为 30 秒。统计学差异(P
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引用次数: 0
Breast segmentation in infrared thermography from characteristical inframammary shape 根据乳房下形状特征对红外热成像中的乳房进行分割。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-04 DOI: 10.1002/cnm.3843
Francisco J. Alvarez-Padilla, Jorge L. Flores-Nunez, Juan R. Alvarez-Padilla, Francisco J. Gonzalez, Antonio Oceguera-Villanueva, Brian A. Gutierrez-Quiroz

Infrared thermography is gaining relevance in breast cancer assessment. For this purpose, breast segmentation in thermograms is an important task for performing automatic image analysis and detecting possible temperature changes that indicate the presence of malignancy. However, it is not a simple task since the breast limit borders, especially the top borders, often have low contrast, making it difficult to isolate the breast area. Several algorithms have been proposed for breast segmentation, but these highly depend on the contrast at the lower breast borders and on filtering algorithms to remove false edges. This work focuses on taking advantage of the distinctive inframammary shape to simplify the definition of the lower breast border, regardless of the contrast level, which indeed also provides a strong anatomical reference to support the definition of the poorly marked upper boundary of the breasts, which has been one of the major challenges in the literature. In order to demonstrate viability of the proposed technique for an automatic breast segmentation, we applied it to a database with 180 thermograms and compared their results with those reported by others in the literature. We found that our approach achieved a high performance, in terms of Intersection over Union of 0.934, even higher than that reported by artificial intelligence algorithms. The performance is invariant to breast sizes and thermal contrast of the images.

红外热成像技术在乳腺癌评估中的应用越来越广泛。为此,热成像中的乳房分割是一项重要任务,可用于进行自动图像分析和检测表明存在恶性肿瘤的可能温度变化。然而,这并不是一项简单的任务,因为乳房的极限边界,尤其是顶部边界,通常对比度较低,很难将乳房区域分离出来。目前已经提出了几种乳房分割算法,但这些算法在很大程度上依赖于乳房下边界的对比度和滤波算法来去除虚假边缘。这项工作的重点是利用乳房下部的独特形状来简化乳房下部边界的定义,无论对比度如何,这实际上也为乳房上部边界的定义提供了强有力的解剖学参考,而这一直是文献中的主要挑战之一。为了证明所提出的技术在自动乳房分割中的可行性,我们将其应用于一个包含 180 张热敏图的数据库,并将其结果与其他文献中报告的结果进行了比较。我们发现,我们的方法取得了很高的性能,交集大于联合度为 0.934,甚至高于人工智能算法。这种性能不受乳房大小和图像热对比度的影响。
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引用次数: 0
Description of the local hemodynamic environment in intracranial aneurysm wall subdivisions 描述颅内动脉瘤壁分支的局部血液动力学环境。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-07-01 DOI: 10.1002/cnm.3844
Yogesh Karnam, Fernando Mut, Alexander K. Yu, Boyle Cheng, Sepideh Amin-Hanjani, Fady T. Charbel, Henry H. Woo, Mika Niemelä, Riikka Tulamo, Behnam Rezai Jahromi, Juhana Frösen, Yasutaka Tobe, Anne M. Robertson, Juan R. Cebral

Intracranial aneurysms (IAs) pose severe health risks influenced by hemodynamics. This study focuses on the intricate characterization of hemodynamic conditions within the IA walls and their influence on bleb development, aiming to enhance understanding of aneurysm stability and the risk of rupture. The methods emphasized utilizing a comprehensive dataset of 359 IAs and 213 IA blebs from 268 patients to reconstruct patient-specific vascular models, analyzing blood flow using finite element methods to solve the unsteady Navier–Stokes equations, the segmentation of aneurysm wall subregions and the hemodynamic metrics wall shear stress (WSS), its metrics, and the critical points in WSS fields were computed and analyzed across different aneurysm subregions defined by saccular, streamwise, and topographical divisions. The results revealed significant variations in these metrics, correlating distinct hemodynamic environments with wall features on the aneurysm walls, such as bleb formation. Critical findings indicated that regions with low WSS and high OSI, particularly in the body and central regions of aneurysms, are prone to conditions that promote bleb formation. Conversely, areas exposed to high WSS and positive divergence, like the aneurysm neck, inflow, and outflow regions, exhibited a different but substantial risk profile for bleb development, influenced by flow impingements and convergences. These insights highlight the complexity of aneurysm behavior, suggesting that both high and low-shear environments can contribute to aneurysm pathology through distinct mechanisms.

颅内动脉瘤(IAs)受血液动力学的影响,对健康构成严重威胁。本研究的重点是分析动脉瘤壁内血流动力学状况的复杂特征及其对出血点发展的影响,旨在加深对动脉瘤稳定性和破裂风险的理解。该方法强调利用来自 268 名患者的 359 个内腔瘤和 213 个内腔瘤出血点的综合数据集重建患者特定的血管模型,并使用有限元方法分析血流,以求解非稳态纳维-斯托克斯方程、对动脉瘤壁亚区进行分割,并计算和分析按囊状、流状和地形分割的不同动脉瘤亚区的血流动力学指标壁剪应力(WSS)、其指标和 WSS 场临界点。结果显示,这些指标存在明显差异,不同的血流动力学环境与动脉瘤壁的特征(如瘤栓形成)相关联。关键的研究结果表明,低 WSS 和高 OSI 的区域,尤其是动脉瘤体和中央区域,容易形成促进瘤栓形成的条件。相反,高 WSS 和正发散区域,如动脉瘤颈部、流入和流出区域,受血流阻塞和汇聚的影响,则表现出不同的血泡形成风险,但风险很大。这些见解凸显了动脉瘤行为的复杂性,表明高剪切和低剪切环境可通过不同的机制导致动脉瘤病变。
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引用次数: 0
An intelligent aortic valve model for complete cardiac cycle 用于完整心脏循环的智能主动脉瓣模型。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-18 DOI: 10.1002/cnm.3838
Mehmet Iscan, Aydin Yesildirek

The aortic valve (AV) is crucial for cardiovascular (CV) hemodynamic, impacting cardiac output (CO) and left ventricular volumetric flow rate (LVQ). Its nonlinear behavior challenges standard LVQ prediction methods as well as CO one. This study presents a novel approach for modeling the AV in the CV system, offering an improved method for estimating crucial parameters like LVQ across various AV conditions, including aortic stenosis (AS). The model, based on AV channel length during the entire cardiac phase, introduces a time-varying AV resistance (TV-AVR) parameterized by the pressure ratio across the AV and LVQ, enabling the simulation of both healthy and AS-related conditions. To validate this model, in vitro measurements are compared using a hybrid mock circulatory loop device. An unconventional use of a convolutional neural network (CNN) corrects the model's estimates, eliminating the need for labeled datasets. This approach, incorporating real-time learning and transforming 1-D CV signals into 2-D tensors, significantly improves the accuracy of LVQ measurements, achieving an error rate of less than 3.41 ± 4.84% for CO in healthy conditions and 2.83 ± 1.35% in AS cases—a 33.13% enhancement over linear diode models. These results underscore the potential of this approach for enhancing the diagnosis, prediction, and treatment of AV diseases. The key contributions of the proposed method encompass nonlinear TV-AVR estimation, investigation of transient CV responses, prediction of instantaneous CO, development of a flexible framework for noninvasive measurements integration, and the introduction of an adjustable resistance model using an extended Kalman filter (EKF) and CNN combination, all without requiring labeled data.

主动脉瓣(AV)对心血管(CV)血流动力学至关重要,影响心输出量(CO)和左心室容积流量(LVQ)。它的非线性行为对标准 LVQ 预测方法和 CO 预测方法提出了挑战。本研究提出了一种对心血管系统中的房室进行建模的新方法,为估算包括主动脉瓣狭窄(AS)在内的各种房室情况下的 LVQ 等关键参数提供了一种改进方法。该模型以整个心动期的房室通道长度为基础,引入了时变房室阻力(TV-AVR),参数为房室压力比和 LVQ,可模拟健康和 AS 相关情况。为了验证该模型,我们使用混合模拟循环回路装置对体外测量结果进行了比较。卷积神经网络(CNN)的非常规使用修正了模型的估计值,从而消除了对标记数据集的需求。这种方法结合了实时学习,并将一维 CV 信号转化为二维张量,显著提高了 LVQ 测量的准确性,在健康状况下 CO 的误差率低于 3.41 ± 4.84%,在 AS 病例中误差率为 2.83 ± 1.35%,比线性二极管模型提高了 33.13%。这些结果凸显了这种方法在提高诊断、预测和治疗视网膜疾病方面的潜力。所提方法的主要贡献包括非线性 TV-AVR 估计、研究瞬时 CV 响应、预测瞬时 CO、开发无创测量集成的灵活框架,以及使用扩展卡尔曼滤波器 (EKF) 和 CNN 组合引入可调电阻模型,所有这些都不需要标记数据。
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引用次数: 0
Analysis of the effect of inert gas on alveolar/venous blood partial pressure by using the operator splitting method 利用算子分割法分析惰性气体对肺泡/静脉血分压的影响。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-17 DOI: 10.1002/cnm.3839
Jyoti, Soobin Kwak, Seokjun Ham, Youngjin Hwang, Seungyoon Kang, Junseok Kim

This study aims to investigate how inert gas affects the partial pressure of alveolar and venous blood using a fast and accurate operator splitting method (OSM). Unlike previous complex methods, such as the finite element method (FEM), OSM effectively separates governing equations into smaller sub-problems, facilitating a better understanding of inert gas transport and exchange between blood capillaries and surrounding tissue. The governing equations were discretized with a fully implicit finite difference method (FDM), which enables the use of larger time steps. The model employed partial differential equations, considering convection-diffusion in blood and only diffusion in tissue. The study explores the impact of initial arterial pressure, breathing frequency, blood flow velocity, solubility, and diffusivity on the partial pressure of inert gas in blood and tissue. Additionally, the effects of anesthetic inert gas and oxygen on venous blood partial pressure were analyzed. Simulation results demonstrate that the high solubility and diffusivity of anesthetic inert gas lead to its prolonged presence in blood and tissue, resulting in lower partial pressure in venous blood. These findings enhance our understanding of inert gas interaction with alveolar/venous blood, with potential implications for medical diagnostics and therapies.

本研究旨在利用快速准确的算子分割法(OSM)研究惰性气体如何影响肺泡和静脉血的分压。与有限元法(FEM)等以往的复杂方法不同,OSM 能有效地将控制方程分离成更小的子问题,从而有助于更好地理解惰性气体在毛细血管和周围组织之间的传输和交换。采用全隐式有限差分法(FDM)对控制方程进行离散化,从而可以使用更大的时间步长。该模型采用偏微分方程,考虑了血液中的对流-扩散和组织中的扩散。研究探讨了初始动脉压、呼吸频率、血流速度、溶解度和扩散率对血液和组织中惰性气体分压的影响。此外,还分析了麻醉惰性气体和氧气对静脉血分压的影响。模拟结果表明,麻醉惰性气体的高溶解性和高扩散性导致其在血液和组织中长期存在,从而降低了静脉血中的分压。这些发现加深了我们对惰性气体与肺泡/静脉血相互作用的理解,对医学诊断和治疗具有潜在的影响。
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引用次数: 0
Assessing screw length impact on bone strain in proximal humerus fracture fixation via surrogate modelling 通过替代模型评估螺钉长度对肱骨近端骨折固定中骨应变的影响。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-12 DOI: 10.1002/cnm.3840
Daniela Mini, Karen J. Reynolds, Mark Taylor

A high failure rate is associated with fracture plates in proximal humerus fractures. The causes of failure remain unclear due to the complexity of the problem including the number and position of the screws, their length and orientation in the space. Finite element (FE) analysis has been used for the analysis of plating of proximal humeral fractures, but due to computational costs is unable to fully explore all potential screw combinations. Surrogate modelling is a viable solution, having the potential to significantly reduce the computational cost whilst requiring a moderate number of training sets. This study aimed to develop adaptive neural network (ANN)-based surrogate models to predict the strain in the humeral bone as a result of changing the length of the screws. The ANN models were trained using data from FE simulations of a single humerus, and after defining the best training sample size, multiple and single-output models were developed. The best performing ANN model was used to predict all the possible screw length configurations. The ANN predictions were compared with the FE results of unseen data, showing a good correlation (R2 = 0.99) and low levels of error (RMSE = 0.51%–1.83% strain). The ANN predictions of all possible screw length configurations showed that the screw that provided the medial support was the most influential on the predicted strain. Overall, the ANN-based surrogate model accurately captured bone strains and has the potential to be used for more complex problems with a larger number of variables.

在肱骨近端骨折中,骨折钢板的失败率很高。由于问题的复杂性(包括螺钉的数量和位置、长度以及在空间中的方向),失败的原因仍不清楚。有限元(FE)分析已被用于分析肱骨近端骨折的钢板,但由于计算成本的原因,无法充分探索所有潜在的螺钉组合。代用模型是一种可行的解决方案,有可能显著降低计算成本,同时只需要适量的训练集。本研究旨在开发基于自适应神经网络(ANN)的代用模型,以预测改变螺钉长度后肱骨中的应变。使用单个肱骨的有限元模拟数据对自适应神经网络模型进行了训练,在确定最佳训练样本大小后,开发了多输出和单输出模型。性能最好的 ANN 模型用于预测所有可能的螺钉长度配置。将 ANN 预测结果与未见数据的 FE 结果进行比较,结果显示相关性良好(R2 = 0.99),误差较小(RMSE = 0.51%-1.83% 应变)。对所有可能的螺钉长度配置进行的 ANN 预测表明,提供内侧支撑的螺钉对预测应变的影响最大。总之,基于 ANN 的代用模型准确地捕捉到了骨应变,并有可能用于变量较多的更复杂问题。
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引用次数: 0
Distribution of rupture sites and blebs on intracranial aneurysm walls suggests distinct rupture patterns in ACom and MCA aneurysms 颅内动脉瘤壁上破裂点和出血点的分布表明 ACom 和 MCA 动脉瘤的破裂模式截然不同。
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-05 DOI: 10.1002/cnm.3837
Yogesh Karnam, Fernando Mut, Alexander K. Yu, Boyle Cheng, Sepideh Amin-Hanjani, Fady T. Charbel, Henry H. Woo, Mika Niemelä, Riikka Tulamo, Behnam Rezai Jahromi, Juhana Frösen, Yasutaka Tobe, Anne M. Robertson, Juan R. Cebral

The mechanisms behind intracranial aneurysm formation and rupture are not fully understood, with factors such as location, patient demographics, and hemodynamics playing a role. Additionally, the significance of anatomical features like blebs in ruptures is debated. This highlights the necessity for comprehensive research that combines patient-specific risk factors with a detailed analysis of local hemodynamic characteristics at bleb and rupture sites. Our study analyzed 359 intracranial aneurysms from 268 patients, reconstructing patient-specific models for hemodynamic simulations based on 3D rotational angiographic images and intraoperative videos. We identified aneurysm subregions and delineated rupture sites, characterizing blebs and their regional overlap, employing statistical comparisons across demographics, and other risk factors. This work identifies patterns in aneurysm rupture sites, predominantly at the dome, with variations across patient demographics. Hypertensive and anterior communicating artery (ACom) aneurysms showed specific rupture patterns and bleb associations, indicating two pathways: high-flow in ACom with thin blebs at impingement sites and low-flow, oscillatory conditions in middle cerebral artery (MCA) aneurysms fostering thick blebs. Bleb characteristics varied with gender, age, and smoking, linking rupture risks to hemodynamic factors and patient profiles. These insights enhance understanding of the hemodynamic mechanisms leading to rupture events. This analysis elucidates the role of localized hemodynamics in intracranial aneurysm rupture, challenging the emphasis on location by revealing how flow variations influence stability and risk. We identify two pathways to wall failure—high-flow and low-flow conditions—highlighting the complexity of aneurysm behavior. Additionally, this research advances our knowledge of how inherent patient-specific characteristics impact these processes, which need further investigation.

颅内动脉瘤形成和破裂背后的机制尚未完全明了,位置、患者人口统计学和血液动力学等因素都起着作用。此外,对出血点等解剖学特征在破裂中的意义也存在争议。这凸显了将患者特异性风险因素与详细分析出血点和破裂部位的局部血流动力学特征相结合进行综合研究的必要性。我们的研究分析了 268 名患者的 359 个颅内动脉瘤,根据三维旋转血管造影图像和术中视频重建了患者特异性模型,用于血流动力学模拟。我们确定了动脉瘤亚区并划定了破裂部位,描述了出血点及其区域重叠情况,采用了跨人口统计学和其他风险因素的统计比较。这项工作确定了动脉瘤破裂部位的模式,主要是在穹顶处,不同患者的人口统计学特征存在差异。高血压动脉瘤和前交通动脉(ACom)动脉瘤显示出特定的破裂模式和出血点关联,表明有两种途径:ACom动脉瘤中的高流量和撞击部位的薄出血点,以及大脑中动脉(MCA)动脉瘤中的低流量、振荡条件和厚出血点。出血点特征因性别、年龄和吸烟而异,这将破裂风险与血液动力学因素和患者特征联系起来。这些见解加深了人们对导致破裂事件的血液动力学机制的理解。这项分析阐明了局部血流动力学在颅内动脉瘤破裂中的作用,通过揭示血流变化如何影响稳定性和风险,对强调位置的观点提出了挑战。我们确定了动脉瘤壁破裂的两种途径--高流量和低流量条件--凸显了动脉瘤行为的复杂性。此外,这项研究还增进了我们对患者固有的特异性特征如何影响这些过程的了解,这些过程还需要进一步研究。
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International Journal for Numerical Methods in Biomedical Engineering
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