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Assessing nasal airway resistance and symmetry: An approach to global perspective through computational fluid dynamics 评估鼻腔气道阻力和对称性:通过计算流体动力学的全球视角方法
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-05-03 DOI: 10.1002/cnm.3830
Manuel A. Burgos, Markus Bastir, Alejandro Pérez-Ramos, Daniel Sanz-Prieto, Yann Heuzé, Laura Maréchal, Francisco Esteban-Ortega

This study aimed to explore the variability in nasal airflow patterns among different sexes and populations using computational fluid dynamics (CFD). We focused on evaluating the universality and applicability of dimensionless parameters R (bilateral nasal resistance) and ϕ (nasal flow asymmetry), initially established in a Caucasian Spanish cohort, across a broader spectrum of human populations to assess normal breathing function in healthy airways. In this retrospective study, CT scans from Cambodia (20 males, 20 females), Russia (20 males, 18 females), and Spain (19 males, 19 females) were analyzed. A standardized CFD workflow was implemented to calculate R-ϕ parameters from these scans. Statistical analyses were conducted to assess and compare these parameters across different sexes and populations, emphasizing their distribution and variances. Our results indicated no significant sex-based differences in the R parameter across the populations. However, moderate sexual dimorphism in the ϕ parameter was observed in the Cambodian group. Notably, no geographical differences were found in either R or ϕ parameters, suggesting consistent nasal airflow characteristics across the diverse human groups studied. The study also emphasized the importance of using dimensionless variables to effectively analyze the relationships between form and function in nasal airflow. The observed consistency of R-ϕ parameters across various populations highlights their potential as reliable indicators in both medical practice and further CFD research, particularly in diverse human populations. Our findings suggest the potential applicability of dimensionless CFD parameters in analyzing nasal airflow, highlighting their utility across diverse demographic and geographic contexts. This research advances our understanding of nasal airflow dynamics and underscores the need for additional studies to validate these parameters in broader population cohorts. The approach of employing dimensionless parameters paves the way for future research that eliminates confounding size effects, enabling more accurate comparisons across different populations and sexes. The implications of this study are significant for the advancement of personalized medicine and the development of diagnostic tools that accommodate individual variations in nasal airflow.

本研究旨在利用计算流体动力学(CFD)探索不同性别和人群之间鼻腔气流模式的变异性。我们重点评估了无量纲参数 R(双侧鼻腔阻力)和 ϕ(鼻腔气流不对称性)的普遍性和适用性,这两个参数最初是在西班牙高加索人队列中建立的,用于评估健康气道的正常呼吸功能。在这项回顾性研究中,分析了来自柬埔寨(20 名男性,20 名女性)、俄罗斯(20 名男性,18 名女性)和西班牙(19 名男性,19 名女性)的 CT 扫描图像。采用标准化的 CFD 工作流程计算这些扫描的 R-ϕ 参数。我们进行了统计分析,以评估和比较这些参数在不同性别和人群中的分布和差异。结果表明,不同种群的 R 参数没有明显的性别差异。然而,在柬埔寨群体中,j 参数出现了中度的性别二态性。值得注意的是,R 或 ϕ 参数均未发现地域差异,这表明所研究的不同人类群体具有一致的鼻气流特征。该研究还强调了使用无量纲变量有效分析鼻气流形式与功能之间关系的重要性。在不同人群中观察到的 R-ϕ 参数的一致性凸显了它们在医疗实践和进一步 CFD 研究中作为可靠指标的潜力,尤其是在不同人群中。我们的研究结果表明,无量纲 CFD 参数在分析鼻腔气流方面具有潜在的适用性,突出了它们在不同人口和地理背景下的实用性。这项研究加深了我们对鼻腔气流动力学的理解,并强调了在更广泛的人群中验证这些参数的其他研究的必要性。采用无量纲参数的方法为今后的研究铺平了道路,消除了尺寸效应的干扰,使不同人群和性别之间的比较更加准确。这项研究对于促进个性化医疗和开发适应鼻气流个体差异的诊断工具意义重大。
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引用次数: 0
Spatial sensitivity distribution assessment and Monte Carlo simulations for needle-based bioimpedance imaging during venipuncture using the finite element method 使用有限元法对静脉穿刺过程中针基生物阻抗成像进行空间灵敏度分布评估和蒙特卡罗模拟
IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-05-01 DOI: 10.1002/cnm.3831
Ömer Atmaca, Jan Liu, Toni J. Ly, Flakë Bajraktari, Peter P. Pott

Despite being among the most common medical procedures, needle insertions suffer from a high error rate. Impedance measurements using electrode-equipped needles offer promise for improved tissue targeting and reduced errors. Impedance visualization usually requires an extensive pre-measured impedance dataset for tissue differentiation and knowledge of the electric fields contributing to the resulting impedances. This work presents two finite element simulation approaches for both problems. The first approach describes the generation of a multitude of impedances with Monte Carlo simulations for both, homogeneous and inhomogeneous tissue to circumvent the need to rely on previously measured data. These datasets could be used for tissue discrimination. The second method describes the simulation of the spatial sensitivity distribution of an electrode layout. Two singularity analysis methods were employed to determine the bulk of the sensitivity within a finite volume, which in turn enables consistent 3D visualization. The modeled electrode layout consists of 12 electrodes radially placed around a hypodermic needle. Electrical excitation was simulated using two neighboring electrodes for current carriage and voltage pickup, which resulted in 12 distinct bipolar excitation states. Both, the impedance simulations and the respective singularity analysis methods were compared with each other. The results show that the statistical spread of impedances is highly dependent on the tissue type and its inhomogeneities. The bounded bulk of sensitivities of both methods are of similar extent and symmetry. Future models should incorporate more detailed tissue properties such as anisotropy or changing material properties due to tissue deformation to gain more accurate predictions.

尽管针刺是最常见的医疗程序之一,但其错误率却很高。使用配备电极的针头进行阻抗测量,有望改善组织定位并减少误差。阻抗可视化通常需要大量预先测量的阻抗数据集来区分组织,并了解导致产生阻抗的电场。本研究针对这两个问题提出了两种有限元模拟方法。第一种方法是通过蒙特卡洛模拟为均质和非均质组织生成大量阻抗,以避免依赖先前测量的数据。这些数据集可用于组织分辨。第二种方法是模拟电极布局的空间灵敏度分布。采用了两种奇异性分析方法来确定有限体积内的大部分灵敏度,进而实现一致的三维可视化。建模的电极布局由围绕皮下注射针径向放置的 12 个电极组成。使用两个相邻的电极模拟电流传输和电压拾取的电激励,从而产生了 12 种不同的双极激励状态。阻抗模拟和各自的奇异性分析方法进行了比较。结果表明,阻抗的统计分布在很大程度上取决于组织类型及其不均匀性。两种方法的有界敏感度范围和对称性相似。未来的模型应纳入更详细的组织特性,如各向异性或因组织变形而改变的材料特性,以获得更准确的预测。
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引用次数: 0
Numerical simulation and fast method for the 0D-1D multi-scale coupled model and its application in ischemic brain tissue blood flow problems 0D-1D 多尺度耦合模型的数值模拟和快速方法及其在缺血性脑组织血流问题中的应用
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-22 DOI: 10.1002/cnm.3828
Yi Liu, Junqing Jia, Fanhai Zeng, Xiaoyun Jiang

As living standards rise, more and more people are paying attention to their own health, especially issues such as cerebral thrombosis, cerebral infarction, and other cerebral blood flow problems. An accurate simulation of blood flow within cerebral vessels has emerged as a crucial area of research. In this study, we focus on microcirculatory blood flow in ischemic brain tissue and employ a 0D-1D geometric multi-scale coupled model to characterize this process. Given the intricate nature of human cerebral vessels, we apply a numerical method combining the finite element method and the third-order Runge–Kutta method to resolve the coupled model. To enhance computational efficiency, we introduce a fast method based on the reduced-order extrapolation algorithm. Our numerical example underscores the stability of the method and convergence accuracy to Oh3+τ3, while significantly improving the accuracy and efficiency of blood flow simulation, making the mechanism analysis more accurate. Additionally, we present examples detailing variations and distribution of intracranial pressure and blood flow in ischemic brain tissue throughout a cardiac cycle. Both reduced vascular compliance and vascular stenosis can have adverse effects on intracranial cerebral pressure and blood flow, leading to insufficient local oxygen supply and negative effects on brain function. Meanwhile, there will also be corresponding changes in volume flow and pulsatile blood pressure.

随着生活水平的提高,越来越多的人开始关注自身健康,尤其是脑血栓、脑梗塞等脑血流问题。准确模拟脑血管内的血流已成为一个重要的研究领域。在本研究中,我们重点研究缺血脑组织中的微循环血流,并采用 0D-1D 几何多尺度耦合模型来描述这一过程。考虑到人体脑血管的复杂性,我们采用了一种结合有限元法和三阶 Runge-Kutta 法的数值方法来解析耦合模型。为了提高计算效率,我们引入了一种基于降阶外推算法的快速方法。我们的数值实例强调了该方法的稳定性,收敛精度达到 O h 3 + τ 3 $$ Oleft({h}^3+{tau}^3right) $$$,同时显著提高了血流模拟的精度和效率,使机理分析更加准确。此外,我们还通过实例详细介绍了缺血脑组织在整个心动周期中颅内压和血流的变化和分布。血管顺应性降低和血管狭窄都会对颅内脑压和血流产生不利影响,导致局部供氧不足,对大脑功能产生负面影响。同时,体积流量和搏动血压也会发生相应的变化。
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引用次数: 0
Comparing the bone regeneration potential between a trabecular bone and a porous scaffold through osteoblast migration and differentiation: A multiscale approach 通过成骨细胞迁移和分化比较骨小梁和多孔支架的骨再生潜力:多尺度方法
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-18 DOI: 10.1002/cnm.3821
Santanu Majumder, Abhisek Gupta, Ankita Das, Ananya Barui, Mitun Das, Amit Roy Chowdhury

Both cell migration and osteogenic differentiation are critical for successful bone regeneration. Therefore, understanding the mechanobiological aspects that govern these two processes is essential in designing effective scaffolds that promote faster bone regeneration. Studying these two factors at different locations is necessary to manage bone regeneration in various sections of a scaffold. Hence, a multiscale computational model was used to observe the mechanical responses of osteoblasts placed in different positions of the trabecular bone and gyroid scaffold. Fluid shear stresses in scaffolds at cell seeded locations (representing osteogenic differentiation) and strain energy densities in cells at cell substrate interface (representing cell migration) were observed as mechanical response parameters in this study. Comparison of these responses, as two critical factors for bone regeneration, between the trabecular bone and gyroid scaffold at different locations, is the overall goal of the study. This study reveals that the gyroid scaffold exhibits higher osteogenic differentiation and cell migration potential compared to the trabecular bone. However, the responses in the gyroid only mimic the trabecular bone in two out of nine positions. These findings can guide us in predicting the ideal cell seeded sites within a scaffold for better bone regeneration and in replicating a replaced bone condition by altering the physical parameters of a scaffold.

细胞迁移和成骨分化对于成功的骨再生至关重要。因此,了解支配这两个过程的机械生物学方面对于设计有效的支架以促进更快的骨再生至关重要。在不同位置研究这两个因素对于管理支架各部分的骨再生非常必要。因此,我们使用了一个多尺度计算模型来观察置于骨小梁和陀螺状支架不同位置的成骨细胞的机械反应。本研究观察了细胞播种位置处支架中的流体剪切应力(代表成骨分化)和细胞基底界面处细胞的应变能密度(代表细胞迁移)作为机械响应参数。这些反应是骨小梁和陀螺状支架在不同位置进行骨再生的两个关键因素,比较这些反应是本研究的总体目标。这项研究显示,与骨小梁相比,陀螺状支架具有更高的成骨分化和细胞迁移潜力。然而,在九个位置中,陀螺中只有两个位置的反应与骨小梁相似。这些发现可以指导我们预测支架内理想的细胞播种位置,以实现更好的骨再生,并通过改变支架的物理参数来复制被替代的骨状况。
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引用次数: 0
Impact of left atrial wall motion assumptions in fluid simulations on proposed predictors of thrombus formation 流体模拟中左心房壁运动假设对血栓形成预测指标的影响
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-17 DOI: 10.1002/cnm.3825
Henrik A. Kjeldsberg, Carlos Albors, Jordi Mill, David Viladés Medel, Oscar Camara, Joakim Sundnes, Kristian Valen-Sendstad

Atrial fibrillation (AF) poses a significant risk of stroke due to thrombus formation, which primarily occurs in the left atrial appendage (LAA). Medical image-based computational fluid dynamics (CFD) simulations can provide valuable insight into patient-specific hemodynamics and could potentially enhance personalized assessment of thrombus risk. However, the importance of accurately representing the left atrial (LA) wall dynamics has not been fully resolved. In this study, we compared four modeling scenarios; rigid walls, a generic wall motion based on a reference motion, a semi-generic wall motion based on patient-specific motion, and patient-specific wall motion based on medical images. We considered a LA geometry acquired from 4D computed tomography during AF, systematically performed convergence tests to assess the numerical accuracy of our solution strategy, and quantified the differences between the four approaches. The results revealed that wall motion had no discernible impact on LA cavity hemodynamics, nor on the markers that indicate thrombus formation. However, the flow patterns within the LAA deviated significantly in the rigid model, indicating that the assumption of rigid walls may lead to errors in the estimated risk factors. In contrast, the generic, semi-generic, and patient-specific cases were qualitatively similar. The results highlight the crucial role of wall motion on hemodynamics and predictors of thrombus formation, and also demonstrate the potential of using a generic motion model as a surrogate for the more complex patient-specific motion. While the present study considered a single case, the employed CFD framework is entirely open-source and designed for adaptability, allowing for integration of additional models and generic motions.

心房颤动(房颤)主要发生在左心房阑尾(LAA),其血栓形成会导致中风的重大风险。基于医学影像的计算流体动力学(CFD)模拟可为患者特定的血液动力学提供有价值的见解,并有可能提高血栓风险的个性化评估。然而,准确反映左心房(LA)壁动态的重要性尚未完全解决。在这项研究中,我们比较了四种建模方案:刚性壁、基于参考运动的通用壁运动、基于患者特定运动的半通用壁运动和基于医学影像的患者特定壁运动。我们考虑了房颤期间从四维计算机断层扫描中获取的 LA 几何图形,系统地进行了收敛测试以评估我们的求解策略的数值精度,并量化了四种方法之间的差异。结果显示,室壁运动对 LA 腔血流动力学和血栓形成的标志物没有明显影响。然而,在刚性模型中,LAA 腔内的血流模式出现了明显偏差,这表明刚性腔壁的假设可能会导致估计的风险因素出现误差。相比之下,通用模型、半通用模型和患者特异性模型在质量上是相似的。研究结果凸显了室壁运动对血流动力学和血栓形成预测因素的关键作用,同时也证明了使用通用运动模型替代更复杂的患者特异性运动的潜力。虽然本研究只考虑了一个病例,但所采用的 CFD 框架完全开源,设计具有适应性,可以整合其他模型和通用运动。
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引用次数: 0
Computational assessment of carbon fabric reinforced polymer made prosthetic knee: Mechanics, finite element simulations and experimental evaluation 碳纤维增强聚合物假体膝关节的计算评估:力学、有限元模拟和实验评估
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-16 DOI: 10.1002/cnm.3827
Kannan Amudhan, Arunachalam Vasanthanathan, Johnson Anish Jafrin Thilak

A prosthetic knee is designed to replace the functionality of an anatomical knee in transfemoral amputees. The purpose of a prosthetic knee is to restore mobility and compensate amputees for their impairment. In the present research numerical modelling and simulation of a carbon fabric reinforced polymer made polycentric prosthetic knee with four-bar mechanism was performed. Virtual prototyping with computer-aided design and computer-aided engineering software ensured geometric and structural stability of the knee design. The linkage mechanism, instantaneous centre's location and trajectory were investigated using multibody dynamics and analytical formulations. Computational simulations with a non-linear finite element model were employed with joints, contact formulations and an orthotropic material model to predict the displacement, stress formulated and life of the knee prosthesis under static and cyclic loading conditions. Finite element analysis assessed the strength and durability of knee in accordance to standards. Maximum Principal stress of 155 MPa and life expectancy of 3.1 × 106 cycles were determined for the composite knee through numerical simulations ensuring a safe design. Experimental testing was also conducted as per standards and the percentage error was estimated to be 2.52%, thereby establishing the validity of the finite element model deployed. This type of simulation-based approach can be implemented to efficiently and affordably design and prototype a prosthetic knee with desired functioning criteria.

人工膝关节的设计目的是替代经股截肢者解剖膝关节的功能。假肢膝关节的目的是恢复被截肢者的活动能力并补偿他们的损伤。在本研究中,对碳纤维织物增强聚合物制成的具有四杆机构的多中心义肢膝关节进行了数值建模和模拟。利用计算机辅助设计和计算机辅助工程软件进行的虚拟原型设计确保了膝关节设计的几何和结构稳定性。使用多体动力学和分析公式研究了连杆机构、瞬时中心位置和轨迹。利用非线性有限元模型进行计算模拟,并采用关节、接触公式和各向同性材料模型来预测膝关节假体在静态和循环负载条件下的位移、应力分布和寿命。有限元分析按照标准评估了膝关节的强度和耐用性。通过数值模拟,确定了复合膝关节的最大主应力为 155 兆帕,预期寿命为 3.1 × 106 次循环,确保了设计的安全性。此外,还按照标准进行了实验测试,估计误差率为 2.52%,从而确定了有限元模型的有效性。采用这种基于模拟的方法,可以高效、经济地设计出符合所需功能标准的假肢膝关节原型。
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引用次数: 0
Semi-automatic algorithm to build finite element numerical models of the human hearing system from Micro-CT data 利用微型计算机断层扫描数据建立人类听力系统有限元数值模型的半自动算法
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-11 DOI: 10.1002/cnm.3817
L. Caminos, G. Chaves, J. Garcia-Manrique, A. Gonzalez-Herrera

Finite Element modeling has been an extended methodology to build numerical model to simulate the behavior of the hearing system. Due to the complexity of the system and the difficulties to reduce the uncertainties of the geometric data, they result in computationally expensive models, sometimes generic, representative of average geometries. It makes it difficult to validate the model with direct experimental data from the same specimen or to establish a patient-oriented modeling strategy. In the present paper, a first attempt to automatize the process of model building is made. The source information is geometrical information obtained from CT of the different elements that compose the system. Importing that data, we have designed the complete procedure to build a model including tympanic membrane, ossicular chain and cavities. The methodology includes the proper coupling of all the elements and the generation of the corresponding finite element model. The whole automatic procedure is not complete, as we need to make some human-assisted decisions; however, the model development time is reduced from 4 weeks to approximately 3 days. The goal of the modeling algorithm is to build a Finite Element Model with a limited computational cost. Several tasks as contour identification or model decimation are designed and integrated in order to follow a semi-automated process that allows generating a patient-oriented model.

有限元建模是建立数值模型来模拟听力系统行为的一种扩展方法。由于系统的复杂性和减少几何数据不确定性的困难,它们导致了计算昂贵的模型,有时是代表平均几何形状的通用模型。这就很难用同一样本的直接实验数据来验证模型,也很难建立以患者为导向的建模策略。本文首次尝试将建模过程自动化。源信息是从组成系统的不同元素的 CT 中获得的几何信息。通过导入这些数据,我们设计了一套完整的程序来建立包括鼓膜、听骨链和空腔在内的模型。该方法包括所有元素的适当耦合以及生成相应的有限元模型。整个自动程序并不完整,因为我们还需要做出一些人工辅助决策;不过,模型开发时间已从 4 周缩短到约 3 天。建模算法的目标是以有限的计算成本建立有限元模型。我们设计并整合了轮廓识别或模型细分等多项任务,以遵循半自动化流程,生成面向患者的模型。
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引用次数: 0
Thorax computed tomography (CTX) guided ground truth annotation of CHEST radiographs (CXR) for improved classification and detection of COVID-19 胸部计算机断层扫描(CTX)引导下的CHEST射线照片(CXR)地面实况标注,用于改进COVID-19的分类和检测
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-08 DOI: 10.1002/cnm.3823
Şükrü Mehmet Ertürk, Tuğçe Toprak, Rana Günöz Cömert, Cemre Candemir, Eda Cingöz, Zeynep Nur Akyol Sari, Celal Caner Ercan, Esin Düvek, Berke Ersoy, Edanur Karapinar, Atadan Tunaci, M. Alper Selver
<p>Several data sets have been collected and various artificial intelligence models have been developed for COVID-19 classification and detection from both chest radiography (CXR) and thorax computed tomography (CTX) images. However, the pitfalls and shortcomings of these systems significantly limit their clinical use. In this respect, improving the weaknesses of advanced models can be very effective besides developing new ones. The inability to diagnose ground-glass opacities by conventional CXR has limited the use of this modality in the diagnostic work-up of COVID-19. In our study, we investigated whether we could increase the diagnostic efficiency by collecting a novel CXR data set, which contains pneumonic regions that are not visible to the experts and can only be annotated under CTX guidance. We develop an ensemble methodology of well-established deep CXR models for this new data set and develop a machine learning-based non-maximum suppression strategy to boost the performance for challenging CXR images. CTX and CXR images of 379 patients who applied to our hospital with suspected COVID-19 were evaluated with consensus by seven radiologists. Among these, CXR images of 161 patients who also have had a CTX examination on the same day or until the day before or after and whose CTX findings are compatible with COVID-19 pneumonia, are selected for annotating. CTX images are arranged in the main section passing through the anterior, middle, and posterior according to the sagittal plane with the reformed maximum intensity projection (MIP) method in the coronal plane. Based on the analysis of coronal MIP reconstructed CTX images, the regions corresponding to the pneumonia foci are annotated manually in CXR images. Radiologically classified posterior to anterior (PA) CXR of 218 patients with negative thorax CTX imaging were classified as COVID-19 pneumonia negative group. Accordingly, we have collected a new data set using anonymized CXR (JPEG) and CT (DICOM) images, where the PA CXRs contain pneumonic regions that are hidden or not easily recognized and annotated under CTX guidance. The reference finding was the presence of pneumonic infiltration consistent with COVID-19 on chest CTX examination. COVID-Net, a specially designed convolutional neural network, was used to detect cases of COVID-19 among CXRs. Diagnostic performances were evaluated by ROC analysis by applying six COVID-Net variants (COVIDNet-CXR3-A, -B, -C/COVIDNet-CXR4-A, -B, -C) to the defined data set and combining these models in various ways via ensemble strategies. Finally, a convex optimization strategy is carried out to find the outperforming weighted ensemble of individual models. The mean age of 161 patients with pneumonia was 49.31 ± 15.12, and the median age was 48 years. The mean age of 218 patients without signs of pneumonia in thorax CTX examination was 40.04 ± 14.46, and the median was 38. When working with different combinations of COVID-Net's six variants, the area un
目前已收集了多个数据集,并开发了各种人工智能模型,用于从胸部放射摄影(CXR)和胸部计算机断层扫描(CTX)图像中进行 COVID-19 分类和检测。然而,这些系统的缺陷和不足极大地限制了它们在临床上的应用。在这方面,除了开发新的模型外,改进先进模型的弱点也非常有效。传统的 CXR 无法诊断磨玻璃不透明,这限制了这种模式在 COVID-19 诊断工作中的应用。在我们的研究中,我们研究了是否可以通过收集新的 CXR 数据集来提高诊断效率,该数据集包含了专家无法看到的、只能在 CTX 引导下标注的肺部区域。我们针对这一新数据集开发了一种成熟的深度 CXR 模型集合方法,并开发了一种基于机器学习的非最大抑制策略,以提高具有挑战性的 CXR 图像的性能。七位放射科专家对 379 名疑似 COVID-19 患者的 CTX 和 CXR 图像进行了一致评估。其中,161 名患者在同一天或前后一天也接受了 CTX 检查,且 CTX 结果与 COVID-19 肺炎相符,这些患者的 CXR 图像被选中进行注释。根据矢状面将 CTX 图像排列在经过前、中、后的主切面上,并在冠状面上采用改良最大强度投影(MIP)方法。根据对冠状面 MIP 重建 CTX 图像的分析,在 CXR 图像中手动标注与肺炎病灶相对应的区域。218 名胸部 CTX 成像为阴性的患者经放射学分类的后向前(PA)CXR 被归入 COVID-19 肺炎阴性组。因此,我们利用匿名 CXR(JPEG)和 CT(DICOM)图像收集了一组新数据,其中 PA CXR 包含隐藏的或在 CTX 引导下不易识别和标注的肺炎区域。参考发现是胸部 CTX 检查中出现与 COVID-19 一致的肺炎浸润。COVID-Net 是一种专门设计的卷积神经网络,用于检测 CXR 中的 COVID-19 病例。通过对定义的数据集应用六种 COVID-Net 变体(COVIDNet-CXR3-A、-B、-C/COVIDNet-CXR4-A、-B、-C),并通过集合策略以不同方式组合这些模型,以 ROC 分析评估诊断性能。最后,通过凸优化策略,找到性能更优的加权集合单个模型。161 名肺炎患者的平均年龄为 49.31±15.12 岁,中位年龄为 48 岁。218 名胸部 CTX 检查无肺炎症状的患者的平均年龄为(40.04 ± 14.46)岁,中位数为 38 岁。在使用 COVID-Net 六种变体的不同组合时,COVID-Net CXR 4A-4B-3C 组合的曲线下面积(AUC)为 0.78,灵敏度为 67%,特异性为 95%;COVID-Net CXR 4a-3b-3c 的曲线下面积(AUC)为 0.79,灵敏度为 69%,特异性为 94%。通过组合使用不同的互补 COVID-Net 模型,可以确定 AUC 值与其他研究接近,特异性明显高于文献中的其他研究。
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引用次数: 0
Impact of minimal lumen segmentation uncertainty on patient-specific coronary simulations: A look at FFRCT 最小管腔分割不确定性对患者特定冠状动脉模拟的影响:FFRCT 一览
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-04-02 DOI: 10.1002/cnm.3822
Daniel Fernández-Martínez, María Reyes González-Fernández, Juan Manuel Nogales-Asensio, Conrado Ferrera

We examined the effect of minimal lumen segmentation uncertainty on Fractional Flow Reserve obtained from Coronary Computed Tomography Angiography FFRCT. A total of 14 patient-specific coronary models with different stenosis locations and degrees of severity were enrolled in this study. The optimal segmented coronary lumens were disturbed using intra ±6% and inter-operator ±15% variations on the segmentation threshold. FFRCT was evaluated in each case by 3D-OD CFD simulations. The findings suggest that the sensitivity of FFRCT to this type of uncertainty increases distally and with the stenosis severity. Cases with moderate or severe distal coronary lesions should undergo either exact and thorough segmentation operations or invasive FFR measurements, particularly if the FFRCT is close to the cutoff (0.80). Therefore, we conclude that it is crucial to consider the lesion's location and degree of severity when evaluating FFRCT results.

我们研究了最小管腔分割不确定性对冠状动脉计算机断层扫描血管造影获得的分数血流储备的影响。共有 14 个不同狭窄位置和严重程度的特定患者冠状动脉模型参与了这项研究。通过 3D-OD CFD 模拟评估了每种情况下的最佳分割冠状动脉管腔。研究结果表明,这种不确定性的敏感性随着远端狭窄严重程度的增加而增加。有中度或重度远端冠状动脉病变的病例应进行精确彻底的分割操作或有创 FFR 测量,尤其是当 FFR 值接近临界值(0.80)时。因此,我们认为在评估结果时考虑病变的位置和严重程度至关重要。
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引用次数: 0
On the utilization of the adjoint method in microwave tomography 关于微波断层扫描中邻接法的使用。
IF 2.1 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-03-31 DOI: 10.1002/cnm.3818
Damla Alptekin Soydan, Can Barış Top, Nevzat G. Gençer

In microwave imaging, the adjoint method is widely used for the efficient calculation of the update direction, which is then used to update the unknown model parameter. However, the utilization and the formulation of the adjoint method differ significantly depending on the imaging scenario and the applied optimization algorithm. Because of the problem-specific nature of the adjoint formulations, the dissimilarities between the adjoint calculations may be overlooked. Here, we have classified the adjoint method formulations into two groups: the direct and indirect methods. The direct method involves calculating the derivative of the cost function, whereas, in the indirect method, the derivative of the predicted data is calculated. In this review, the direct and indirect adjoint methods are presented, compared, and discussed. The formulations are explicitly derived using the two-dimensional wave equation in frequency and time domains. Finite-difference time-domain simulations are conducted to show the different uses of the adjoint methods for both single source-multiple receiver, and multiple transceiver scenarios. This study demonstrated that an appropriate adjoint method selection is significant to achieve improved computational efficiency for the applied optimization algorithm.

在微波成像中,邻接法被广泛用于有效计算更新方向,然后用于更新未知的模型参数。然而,由于成像场景和应用的优化算法不同,邻接法的使用和表述也大相径庭。由于临界计算方法的特定问题性质,临界计算方法之间的相似性可能会被忽视。在此,我们将邻接法分为两类:直接法和间接法。直接法是计算成本函数的导数,而间接法是计算预测数据的导数。在本综述中,将介绍、比较和讨论直接和间接邻接法。这些公式是利用频域和时域的二维波方程明确推导出来的。通过有限差分时域仿真,展示了在单信号源-多接收器和多收发器情况下使用不同的邻接法。这项研究表明,选择适当的辅助方法对提高应用优化算法的计算效率非常重要。
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引用次数: 0
期刊
International Journal for Numerical Methods in Biomedical Engineering
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