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Development of a High-Fidelity Benchtop Model for Simultaneous Flow, Pressure, and Imaging Assessment of Transarterial Embolization Procedures 开发用于同时评估经动脉栓塞手术流量、压力和成像的高保真台式模型
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-09-16 DOI: 10.1007/s13239-024-00749-8
Prateek C. Gowda, Robert M. Weinstein, Akanksha Bhargava, Janaka Senarathna, Ryan Q. Stewart, Pallavi V. Ekbote, Mantej Singh, Emily Guan, Serena Banghar, Arvind P. Pathak, Clifford R. Weiss

Purpose

The development of new endovascular technologies for transarterial embolization has relied on animal studies to validate efficacy before clinical trials are undertaken. Because embolizations in animals and patients are primarily conducted with fluoroscopy alone, local hemodynamic changes are not assessed during testing. However, such hemodynamic metrics could be important indicators of procedure efficacy that could support improved patient outcomes, such as via the determination of procedural endpoints. The purpose of this study is to create a high-fidelity benchtop system for multiparametric (i.e., hemodynamic and imaging) assessment of transarterial embolization procedures.

Methods

The benchtop system consists of a 3D printed, anatomically accurate vascular phantom; a flow loop with a cardiac output simulator; a high-speed video camera; and pressure transducers and flow meters. This system enabled us to vary the heart rate and blood pressure and to simulate clinically relevant hemodynamic states, such as healthy adult, aortic regurgitation, and hypovolemic shock.

Results

With our radiation-free angiography-mimetic imaging system, we could simultaneously assess gauge pressure and flow values during transarterial embolization. We demonstrated the feasibility of recapitulating the digital subtraction angiography workflow. Finally, we highlighted the utility of this system by characterizing the relationship between an imaging-based metric of procedural endpoint and intravascular flow. We also characterized hemodynamic changes associated with particle embolization within a branch of the hepatic artery and found them to be within reported patient data.

Conclusion

Our benchtop vascular system was low-cost and reproduced transarterial embolization-related hemodynamic phenomena with high fidelity. We believe that this novel platform enables the characterization of patient physiology, novel catheterization devices, and techniques.

目的经动脉栓塞新血管内技术的开发一直依赖于动物实验,以便在进行临床试验之前验证疗效。由于动物和患者的栓塞治疗主要是在透视下进行的,因此在测试过程中不会对局部血流动力学变化进行评估。然而,此类血液动力学指标可能是手术疗效的重要指标,有助于改善患者预后,例如通过确定手术终点。本研究的目的是创建一个高保真台式系统,用于对经动脉栓塞手术进行多参数(即血液动力学和成像)评估。方法台式系统由一个三维打印、解剖精确的血管模型;一个带有心输出量模拟器的血流回路;一个高速摄像机;以及压力传感器和流量计组成。该系统使我们能够改变心率和血压,并模拟临床相关的血流动力学状态,如健康成人、主动脉瓣反流和低血容量休克。结果利用我们的无辐射血管造影模拟成像系统,我们可以同时评估经动脉栓塞过程中的表压和流量值。我们证明了重现数字减影血管造影工作流程的可行性。最后,我们通过描述基于成像的程序终点指标与血管内血流之间的关系,强调了该系统的实用性。我们还描述了与肝动脉分支内粒子栓塞相关的血流动力学变化,并发现这些变化与报告的患者数据相符。结论我们的台式血管系统成本低廉,能高保真地再现经动脉栓塞相关的血流动力学现象。我们相信,这种新颖的平台可用于鉴定患者生理学、新型导管装置和技术。
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引用次数: 0
Benchtop Flow Stasis Quantification: In Vitro Methods and In Vivo Possibilities 台式血流滞留定量:体外方法和体内可能性
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-09-16 DOI: 10.1007/s13239-024-00750-1
Vahid Sadri, Prem A. Midha, Immanuel David Madukauwa-David, Norihiko Kamioka, Phillip M. Trusty, Priya J. Nair, Samuel Cohen, Vrishank Raghav, Rahul Sharma, Vasilis Babaliaros, Ajit P. Yoganathan

Purpose

Neo-sinus flow stasis has ben correlated with transcatheter heart valve (THV) thrombosis severity and occurrence. Standard benchtop flow field quantification techniques require optical access or modified prosthesis models that may not reflect the true nature of the original valve. En face and fluoroscopic videodensitometry enable visualization of washout in regions otherwise unviewable.

Methods

This study compares two in vitro methods of assessing flow stasis in scenarios with insufficient optical access for traditional techniques such as particle image velocimetry (PIV). A series of seven paired experiments were conducted using a previously described laser-enhanced video densitometry (LEVD) and fluoroscopic video densitometry (FVD). Both sets of experiments were analyzed to calculate washout time as a measure of flow stasis. A novel flow stasis measure termed contrast attenuation ratio (CAR) is proposed as a viable single measure of flow stasis obtainable from only a small number of cardiac cycles of in vitro or in vivo fluoroscopic data. Retrospective fluoroscopic datasets (n = 72) were analyzed to assess the feasibility of obtaining this metric from routine clinical practice and its ability to stratify results.

Results

Neo-sinus flow stasis calculated from in vitro fluoroscopy was well correlated with LEVD (r2 = 0.77, p = 0.009). The newly proposed CAR metric showed good agreement with the commonly used “washout time” measure of flow stasis (r2 = 0.91, p < 0.001) while allowing for assessment with incomplete or truncated data. As a proof of concept, CAR was measured in 72 consecutive retrospective fluoroscopic datasets. CAR averaged 10.6 ± 4.6% with a range of 1.5–20.3% in these patients.

Conclusions

This study demonstrates two in vitro methods that can be used to assess relative flow stasis in otherwise optically inaccessible regions surrounding cardiac or vascular implants. In addition, the fluoroscopic benchtop technique was used to validate a metric that allows for extension to routine clinical fluoroscopy. This contrast attenuation ratio (CAR) metric was found to be both accurate and clinically obtainable, and potentially offers a new method for valve thrombosis risk stratification.

目的窦内血流瘀滞与经导管心脏瓣膜(THV)血栓形成的严重程度和发生率有关。标准的台式流场量化技术需要光学通道或改进的假体模型,而这些可能无法反映原始瓣膜的真实性质。本研究对两种体外方法进行了比较,这两种方法可在传统技术(如粒子图像测速仪(PIV))无法进行充分光学接触的情况下评估血流滞留。使用之前描述的激光增强视频密度计(LEVD)和透视视频密度计(FVD)进行了七次配对实验。对两组实验进行了分析,以计算冲刷时间作为流量滞留的测量值。我们提出了一种称为对比度衰减比(CAR)的新型血流滞留测量方法,它是一种可行的单一血流滞留测量方法,只需从少量心脏周期的体外或体内透视数据中获取。我们对回顾性透视数据集(n = 72)进行了分析,以评估从常规临床实践中获得该指标的可行性及其对结果进行分层的能力。结果通过体外透视计算出的新窦血流淤滞与 LEVD 有很好的相关性(r2 = 0.77,p = 0.009)。新提出的 CAR 指标与常用的 "冲洗时间 "血流淤滞测量值(r2 = 0.91,p = 0.001)显示出良好的一致性,同时允许对不完整或截断的数据进行评估。作为概念验证,对 72 个连续的回顾性透视数据集进行了 CAR 测量。在这些患者中,CAR 平均为 10.6 ± 4.6%,范围为 1.5-20.3%。结论这项研究展示了两种体外方法,可用于评估心脏或血管植入物周围在光学上无法进入的区域的相对血流瘀滞情况。此外,透视台式技术还用于验证一种可扩展到常规临床透视的指标。研究发现,这种对比度衰减比 (CAR) 指标既准确又可在临床上获得,有可能为瓣膜血栓风险分层提供一种新方法。
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引用次数: 0
Surgical Modulation of Pulmonary Artery Shear Stress: A Patient-Specific CFD Analysis of the Norwood Procedure. 肺动脉剪切应力的手术调节:诺伍德手术的特定患者 CFD 分析。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-03-08 DOI: 10.1007/s13239-024-00724-3
Simbarashe G Chidyagwai, Michael S Kaplan, Christopher W Jensen, James S Chen, Reid C Chamberlain, Kevin D Hill, Piers C A Barker, Timothy C Slesnick, Amanda Randles

Purposr: This study created 3D CFD models of the Norwood procedure for hypoplastic left heart syndrome (HLHS) using standard angiography and echocardiogram data to investigate the impact of shunt characteristics on pulmonary artery (PA) hemodynamics. Leveraging routine clinical data offers advantages such as availability and cost-effectiveness without subjecting patients to additional invasive procedures.

Methods: Patient-specific geometries of the intrathoracic arteries of two Norwood patients were generated from biplane cineangiograms. "Virtual surgery" was then performed to simulate the hemodynamics of alternative PA shunt configurations, including shunt type (modified Blalock-Thomas-Taussig shunt (mBTTS) vs. right ventricle-to-pulmonary artery shunt (RVPAS)), shunt diameter, and pulmonary artery anastomosis angle. Left-right pulmonary flow differential, Qp/Qs, time-averaged wall shear stress (TAWSS), and oscillatory shear index (OSI) were evaluated.

Results: There was strong agreement between clinically measured data and CFD model output throughout the patient-specific models. Geometries with a RVPAS tended toward more balanced left-right pulmonary flow, lower Qp/Qs, and greater TAWSS and OSI than models with a mBTTS. For both shunt types, larger shunts resulted in a higher Qp/Qs and higher TAWSS, with minimal effect on OSI. Low TAWSS areas correlated with regions of low flow and changing the PA-shunt anastomosis angle to face toward low TAWSS regions increased TAWSS.

Conclusion: Excellent correlation between clinically measured and CFD model data shows that 3D CFD models of HLHS Norwood can be developed using standard angiography and echocardiographic data. The CFD analysis also revealed consistent changes in PA TAWSS, flow differential, and OSI as a function of shunt characteristics.

目的本研究利用标准血管造影和超声心动图数据创建了治疗左心发育不全综合征(HLHS)的诺伍德手术三维 CFD 模型,以研究分流特征对肺动脉(PA)血流动力学的影响。利用常规临床数据具有可用性和成本效益等优势,且无需对患者进行额外的侵入性手术:方法:根据双平面血管造影生成两名诺伍德患者胸内动脉的患者特异性几何图形。然后进行 "虚拟手术",模拟其他 PA 分流配置的血流动力学,包括分流类型(改良布洛克-托马斯-陶西格分流(mBTTS)与右心室-肺动脉分流(RVPAS))、分流直径和肺动脉吻合角度。对左右肺血流差、Qp/Qs、时间平均壁剪应力(TAWSS)和振荡剪切指数(OSI)进行了评估:结果:临床测量数据和 CFD 模型输出结果在整个患者特异性模型中非常一致。与使用 mBTTS 的模型相比,使用 RVPAS 的几何模型倾向于更平衡的左右肺血流、更低的 Qp/Qs、更大的 TAWSS 和 OSI。对于两种分流类型,较大的分流会导致较高的 Qp/Qs 和较高的 TAWSS,而对 OSI 的影响很小。低 TAWSS 区域与低流量区域相关,改变 PA 分流吻合角度使其朝向低 TAWSS 区域可增加 TAWSS:结论:临床测量数据与 CFD 模型数据之间的极佳相关性表明,使用标准血管造影和超声心动图数据可以建立 HLHS Norwood 的三维 CFD 模型。CFD 分析还揭示了 PA TAWSS、血流差和 OSI 随分流特征而发生的一致变化。
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引用次数: 0
Literature Survey for In-Vivo Reynolds and Womersley Numbers of Various Arteries and Implications for Compliant In-Vitro Modelling. 关于各种动脉体内雷诺数和沃姆斯利数的文献调查及其对符合体外模型的影响。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-03-18 DOI: 10.1007/s13239-024-00723-4
P N Williamson, P D Docherty, M Jermy, B M Steven

Purpose: In-vitro modelling can be used to investigate haemodynamics of arterial geometry and stent implants. However, in-vitro model fidelity relies on precise matching of in-vivo conditions. In pulsatile flow, velocity distribution and wall shear stress depend on compliance, and the Reynolds and Womersley numbers. However, matching such values may lead to unachievable tolerances in phantom fabrication.

Methods: Published Reynolds and Womersley numbers for 14 major arteries in the human body were determined via a literature search. Preference was given to in-vivo publications but in-vitro and in-silico values were presented when in-vivo values were not found. Subsequently ascending aorta and carotid artery case studies were presented to highlight the limitations dynamic matching would apply to phantom fabrication.

Results: Seven studies reported the in-vivo Reynolds and Womersley numbers for the aorta and two for the carotid artery. However, only one study each reported in-vivo numbers for the remaining ten arteries. No in-vivo data could be found for the femoral, superior mesenteric and renal arteries. Thus, information derived in-vitro and in-silico were provided instead. The ascending aorta and carotid artery models required scaling to 1.5× and 3× life-scale, respectively, to achieve dimensional tolerance restrictions. Modelling the ascending aorta with the comparatively high viscosity water/glycerine solution will lead to high pump power demands. However, all the working fluids considered could be dynamically matched with low pump demand for the carotid model.

Conclusion: This paper compiles available human haemodynamic information, and highlights the paucity of information for some arteries. It also provides a method for optimal in-vitro experimental configuration.

目的:体外建模可用于研究动脉几何形状和支架植入物的血液动力学。然而,体外模型的保真度依赖于与体内条件的精确匹配。在脉动流中,速度分布和壁剪应力取决于顺应性、雷诺数和沃姆斯利数。然而,匹配这些数值可能会导致在制作模型时出现无法实现的公差:方法:通过文献检索确定了人体 14 条主要动脉的雷诺数和沃姆斯利数。优先考虑体内文献,但在未找到体内值时,也提供了体外值和微观值。随后还介绍了升主动脉和颈动脉的案例研究,以突出动态匹配应用于模型制造的局限性:结果:七项研究报告了主动脉的体内雷诺数和沃姆斯利数,两项研究报告了颈动脉的体内雷诺数和沃姆斯利数。然而,只有一项研究报告了其余十条动脉的体内数据。股动脉、肠系膜上动脉和肾动脉没有体内数据。因此,只能提供在体外和在实验室中获得的信息。升主动脉和颈动脉模型需要分别按 1.5 倍和 3 倍生活比例缩放,以达到尺寸公差限制。使用粘度相对较高的水/甘油溶液对升主动脉进行建模将导致对泵功率的高要求。不过,所有考虑过的工作液都可以动态匹配,颈动脉模型对泵的需求较低:本文汇编了现有的人体血液动力学信息,并强调了某些动脉血管信息的匮乏。本文还提供了优化体外实验配置的方法。
{"title":"Literature Survey for In-Vivo Reynolds and Womersley Numbers of Various Arteries and Implications for Compliant In-Vitro Modelling.","authors":"P N Williamson, P D Docherty, M Jermy, B M Steven","doi":"10.1007/s13239-024-00723-4","DOIUrl":"10.1007/s13239-024-00723-4","url":null,"abstract":"<p><strong>Purpose: </strong>In-vitro modelling can be used to investigate haemodynamics of arterial geometry and stent implants. However, in-vitro model fidelity relies on precise matching of in-vivo conditions. In pulsatile flow, velocity distribution and wall shear stress depend on compliance, and the Reynolds and Womersley numbers. However, matching such values may lead to unachievable tolerances in phantom fabrication.</p><p><strong>Methods: </strong>Published Reynolds and Womersley numbers for 14 major arteries in the human body were determined via a literature search. Preference was given to in-vivo publications but in-vitro and in-silico values were presented when in-vivo values were not found. Subsequently ascending aorta and carotid artery case studies were presented to highlight the limitations dynamic matching would apply to phantom fabrication.</p><p><strong>Results: </strong>Seven studies reported the in-vivo Reynolds and Womersley numbers for the aorta and two for the carotid artery. However, only one study each reported in-vivo numbers for the remaining ten arteries. No in-vivo data could be found for the femoral, superior mesenteric and renal arteries. Thus, information derived in-vitro and in-silico were provided instead. The ascending aorta and carotid artery models required scaling to 1.5× and 3× life-scale, respectively, to achieve dimensional tolerance restrictions. Modelling the ascending aorta with the comparatively high viscosity water/glycerine solution will lead to high pump power demands. However, all the working fluids considered could be dynamically matched with low pump demand for the carotid model.</p><p><strong>Conclusion: </strong>This paper compiles available human haemodynamic information, and highlights the paucity of information for some arteries. It also provides a method for optimal in-vitro experimental configuration.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"418-430"},"PeriodicalIF":1.6,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11319390/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140159525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Establishment of a Biaxial Testing System for Characterization of Right Ventricle Viscoelasticity Under Physiological Loadings. 建立双轴测试系统,鉴定生理负荷下的右心室粘弹性。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-03-11 DOI: 10.1007/s13239-024-00722-5
Kellan Roth, Wenqiang Liu, Kristen LeBar, Matt Ahern, Zhijie Wang

Purpose: Prior studies have indicated an impact of cardiac muscle viscoelasticity on systolic and diastolic functions. However, the studies of ventricular free wall viscoelasticity, particularly for that of right ventricles (RV), are limited. Moreover, investigations on ventricular passive viscoelasticity have been restricted to large animals and there is a lack of data on rodent species. To fill this knowledge gap, this study aims to develop a biaxial tester that induces high-speed physiological deformations to characterize the passive viscoelasticity of rat RVs.

Methods: The biaxial testing system was fabricated so that planar deformation of rat ventricle tissues at physiological strain rates was possible. The testing system was validated using isotropic polydimethylsiloxane (PDMS) sheets. Next, viscoelastic measurements were performed in healthy rat RV free walls by equibiaxial cyclic sinusoidal loadings and stress relaxation.

Results: The biaxial tester's consistency, accuracy, and stability was confirmed from the PDMS samples measurements. Moreover, significant viscoelastic alterations of the RV were found between sub-physiological (0.1 Hz) and physiological frequencies (1-8 Hz). From hysteresis loop analysis, we found as the frequency increased, the elasticity and viscosity were increased in both directions. Interestingly, the ratio of storage energy to dissipated energy (Wd/Ws) remained constant at 0.1-5 Hz. We did not observe marked differences in healthy RV viscoelasticity between longitudinal and circumferential directions.

Conclusion: This work provides a new experimental tool to quantify the passive, biaxial viscoelasticity of ventricle free walls in both small and large animals. The dynamic mechanical tests showed frequency-dependent elastic and viscous behaviors of healthy rat RVs. But the ratio of dissipated energy to stored energy was maintained between frequencies. These findings offer novel baseline information on the passive viscoelasticity of healthy RVs in adult rats.

目的:先前的研究表明,心肌粘弹性对收缩和舒张功能有影响。然而,对心室游离壁粘弹性的研究有限,尤其是对右心室(RV)游离壁粘弹性的研究。此外,有关心室被动粘弹性的研究仅限于大型动物,缺乏有关啮齿类动物的数据。为了填补这一知识空白,本研究旨在开发一种可诱导高速生理变形的双轴测试仪,以表征大鼠 RV 的被动粘弹性:方法:制造了双轴测试系统,使大鼠心室组织在生理应变速率下的平面变形成为可能。使用各向同性的聚二甲基硅氧烷(PDMS)薄片对测试系统进行了验证。接着,通过等轴周期性正弦加载和应力松弛,对健康大鼠心室游离壁进行了粘弹性测量:结果:PDMS 样品的测量结果证实了双轴测试仪的一致性、准确性和稳定性。此外,在亚生理频率(0.1 Hz)和生理频率(1-8 Hz)之间,RV 发生了明显的粘弹性变化。通过滞后环分析,我们发现随着频率的增加,弹性和粘度在两个方向上都有所增加。有趣的是,在 0.1-5 Hz 时,储存能量与耗散能量之比(Wd/Ws)保持不变。我们没有观察到健康 RV 的粘弹性在纵向和周向之间存在明显差异:这项研究为量化大型和小型动物心室游离壁的被动双轴粘弹性提供了一种新的实验工具。动态力学测试显示,健康大鼠心室的弹性和粘性行为与频率有关。但在不同频率之间,耗散能量与储存能量之比保持不变。这些发现为健康成年大鼠心室的被动粘弹性提供了新的基线信息。
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引用次数: 0
Impact Exploration of Spatiotemporal Feature Derivation and Selection on Machine Learning-Based Predictive Models for Post-Embolization Cerebral Aneurysm Recanalization. 时空特征提取和选择对基于机器学习的栓塞后脑动脉瘤再通畅预测模型的影响探索
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-23 DOI: 10.1007/s13239-024-00721-6
Jing Liao, Kouichi Misaki, Jiro Sakamoto

Purpose: To enhance the performance of machine learning (ML) models for the post-embolization recanalization of cerebral aneurysms, we evaluated the impact of hemodynamic feature derivation and selection method on six ML algorithms.

Methods: We utilized computational fluid dynamics (CFD) to simulate hemodynamics in 66 cerebral aneurysms from 65 patients, including 57 stable and nine recanalized aneurysms. We derived a total of 107 features for each aneurysm, encompassing four clinical features, 12 morphological features, and 91 hemodynamic features. To investigate the influence of feature derivation and selection methods on the ML models, we employed two derivation methods, simplified and fully derived, in combination with four selection methods: all features, statistically significant analysis, stepwise multivariate logistic regression analysis (stepwise-LR), and recursive feature elimination (RFE). Model performance was assessed using the area under the receiver operating characteristic curve (AUROC) and precision-recall curve (AUPRC) on both the training and testing datasets.

Results: The AUROC values on the testing dataset exhibited a wide-ranging spectrum, spanning from 0.373 to 0.863. Fully derived features and the RFE selection method demonstrated superior performance in intra-model comparisons. The multi-layer perceptron (MLP) model, trained with RFE-selected fully derived features, achieved the best performance on the testing dataset, with an AUROC value of 0.863 (95% CI: 0.684- 1.000).

Conclusion: Our study demonstrated the importance of feature derivation and selection in determining the performance of ML models. This enabled the development of accurate decision-making models without the need to invade the patient.

目的:为了提高机器学习(ML)模型在脑动脉瘤栓塞后再通方面的性能,我们评估了血液动力学特征推导和选择方法对六种 ML 算法的影响:我们利用计算流体动力学(CFD)模拟了 65 名患者的 66 个脑动脉瘤的血流动力学,其中包括 57 个稳定动脉瘤和 9 个再闭塞动脉瘤。我们为每个动脉瘤得出了共 107 个特征,包括 4 个临床特征、12 个形态特征和 91 个血液动力学特征。为了研究特征推导和选择方法对 ML 模型的影响,我们采用了简化和完全推导两种推导方法以及四种选择方法:所有特征、统计意义分析、逐步多元逻辑回归分析(逐步-LR)和递归特征剔除(RFE)。在训练数据集和测试数据集上使用接收者工作特征曲线下面积(AUROC)和精确度-召回曲线(AUPRC)评估模型性能:测试数据集上的 AUROC 值范围很广,从 0.373 到 0.863 不等。完全导出特征和 RFE 选择方法在模型内部比较中表现出更优越的性能。在测试数据集上,使用 RFE 选择的完全导出特征训练的多层感知器(MLP)模型取得了最佳性能,AUROC 值为 0.863(95% CI:0.684- 1.000):我们的研究证明了特征推导和选择在决定 ML 模型性能方面的重要性。结论:我们的研究证明了特征推导和选择在决定 ML 模型性能方面的重要性,这使得我们能够在无需侵入患者体内的情况下开发出准确的决策模型。
{"title":"Impact Exploration of Spatiotemporal Feature Derivation and Selection on Machine Learning-Based Predictive Models for Post-Embolization Cerebral Aneurysm Recanalization.","authors":"Jing Liao, Kouichi Misaki, Jiro Sakamoto","doi":"10.1007/s13239-024-00721-6","DOIUrl":"10.1007/s13239-024-00721-6","url":null,"abstract":"<p><strong>Purpose: </strong>To enhance the performance of machine learning (ML) models for the post-embolization recanalization of cerebral aneurysms, we evaluated the impact of hemodynamic feature derivation and selection method on six ML algorithms.</p><p><strong>Methods: </strong>We utilized computational fluid dynamics (CFD) to simulate hemodynamics in 66 cerebral aneurysms from 65 patients, including 57 stable and nine recanalized aneurysms. We derived a total of 107 features for each aneurysm, encompassing four clinical features, 12 morphological features, and 91 hemodynamic features. To investigate the influence of feature derivation and selection methods on the ML models, we employed two derivation methods, simplified and fully derived, in combination with four selection methods: all features, statistically significant analysis, stepwise multivariate logistic regression analysis (stepwise-LR), and recursive feature elimination (RFE). Model performance was assessed using the area under the receiver operating characteristic curve (AUROC) and precision-recall curve (AUPRC) on both the training and testing datasets.</p><p><strong>Results: </strong>The AUROC values on the testing dataset exhibited a wide-ranging spectrum, spanning from 0.373 to 0.863. Fully derived features and the RFE selection method demonstrated superior performance in intra-model comparisons. The multi-layer perceptron (MLP) model, trained with RFE-selected fully derived features, achieved the best performance on the testing dataset, with an AUROC value of 0.863 (95% CI: 0.684- 1.000).</p><p><strong>Conclusion: </strong>Our study demonstrated the importance of feature derivation and selection in determining the performance of ML models. This enabled the development of accurate decision-making models without the need to invade the patient.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"394-404"},"PeriodicalIF":1.6,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141089391","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Standardized Bench Test Evaluation of Biomechanical Characteristics of Stents Used in Right Ventricular Outflow Tract Revalvulation. 右心室流出道再通支架生物力学特性的标准化台架试验评估
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-03-11 DOI: 10.1007/s13239-024-00726-1
Pierre-Guillaume Piriou, Julien Plessis, Thibaut Manigold, Vincent Letocart, Robin Le Ruz, Paul Padovani, Patrice Guérin

Purpose: Pre-stenting of the right ventricular outflow tract (RVOT) is commonly performed before percutaneous pulmonary valve implantation (PPVI), to relieve obstruction, prevent valved stent fractures, and provide a landing zone. This study aimed to evaluate the biomechanical characteristics of the stents currently used to perform pre-stenting of the RVOT.

Methods: We assessed five commercially available stents: Cheatham-Platinum Stent ("CP Stent"), AndraStent XL, AndraStent XXL, Optimus XL, and Optimus XXL. Following stent deployment at nominal pressure, radial and longitudinal elastic recoils and radial resistance were measured. The bending stiffness of the stents crimped onto the balloons was also evaluated.

Results: Three samples were tested for each stent. Our study showed no significant difference between the stent platforms in terms of radial elastic recoil, which was relatively low (< 10%). The longitudinal elastic recoil was also low for all the devices (< 5%). Significant differences were observed in radial resistance (P < 0.001). CP Stent and AndraStent XL exhibited the highest radial resistances. The bending stiffnesses of the stents crimped on their balloons were significantly different (P < 0.00001). Optimus XL and XXL were more flexible than the other stents.

Conclusion: This study highlights the significant differences between the stents currently used in RVOT pre-stenting. Stents with good radial resistance are preferred, especially for calcified vessels, and flexibility is crucial for tortuous vessels. We proposed an algorithm for selecting the most suitable stent according to the need for radial force and flexibility, which will help inform clinicians considering RVOT revalvulation.

目的:经皮肺动脉瓣植入术(PPVI)前通常会对右心室流出道(RVOT)进行预支架植入,以缓解阻塞、防止瓣膜支架断裂并提供着床区。本研究旨在评估目前用于 RVOT 预支架植入的支架的生物力学特性:我们评估了五种市售支架:方法:我们评估了五种市售支架:Cheatham-Platinum 支架("CP 支架")、AndraStent XL、AndraStent XXL、Optimus XL 和 Optimus XXL。在额定压力下展开支架后,测量了径向和纵向弹性反冲以及径向阻力。此外,还对压接在球囊上的支架的弯曲刚度进行了评估:每个支架测试了三个样本。我们的研究表明,支架平台之间在径向弹性反冲方面没有明显差异,径向弹性反冲相对较低(< 10%)。所有装置的纵向弹性反冲也较低(< 5%)。在径向阻力方面观察到了显著差异:本研究强调了目前用于 RVOT 预支架植入的支架之间的显著差异。具有良好径向阻力的支架是首选,尤其是对钙化血管而言,而对于迂曲的血管而言,灵活性则至关重要。我们提出了一种算法,可根据对径向力和柔韧性的需求选择最合适的支架,这将有助于为考虑进行 RVOT 重置的临床医生提供参考。
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引用次数: 0
Entire Mitral Valve Reconstruction Using Porcine Extracellular Matrix: Adding a Ring Annuloplasty. 使用猪细胞外基质重建整个二尖瓣:添加环形瓣环成形术。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-03-19 DOI: 10.1007/s13239-024-00727-0
Johannes H Jedrzejczyk, Stine Krog, Søren N Skov, Karen B Poulsen, Mona Sharghbin, Leila L Benhassen, Sten L Nielsen, J Michael Hasenkam, Marcell J Tjørnild

Purpose: This study investigated the implications of inserting a flexible annuloplasty ring after reconstructing the entire mitral valve in a porcine model using a previously investigated tube graft design made of 2-ply small intestinal submucosa extracellular matrix (CorMatrix®).

Methods: An acute model with eight 80-kg pigs, each acting as its own control, was used. The entire mitral valve was reconstructed with a 2-ply small intestinal submucosa extracellular matrix tube graft (CorMatrix®). Subsequently, a Simulus® flexible ring was inserted. The characterization was based on mitral annular geometry and valvular dynamics with sonomicrometry and echocardiography.

Results: After adding the ring annuloplasty, the in-plane annular dynamics were more constant throughout the cardiac cycle compared to the reconstruction alone. However, the commissure-commissure distance was statistically significantly decreased [35.0 ± 3.4 mm vs. 27.4 ± 1.9 mm, P < 0.001, diff =  - 7.6 mm, 95% CI, - 9.8 to (-5.4) mm] after ring insertion, changing the physiological annular D-shape into a circular shape which created folds at the coaptation zone resulting in a central regurgitant jet on color Doppler.

Conclusion: We successfully reconstructed the entire mitral valve using 2-ply small intestinal submucosal extracellular matrix (CorMatrix®) combined with a flexible annuloplasty. The annuloplasty reduced the unphysiological systolic widening previously found with this reconstructive technique. However, the Simulus flex ring changed the physiological annular D-shape into a circular shape and hindered a correct unfolding of the leaflets. Thus, we do not recommend a flexible ring in conjunction with this reconstructive technique; further investigations are needed to discover a more suitable remodelling annuloplasty.

目的:本研究探讨了在猪模型中使用以前研究过的由 2 层小肠粘膜细胞外基质(CorMatrix®)制成的管状移植设计重建整个二尖瓣后插入柔性瓣环的意义:方法:使用一个急性模型,该模型由 8 头 80 千克的猪组成,每头猪都是自己的对照组。用 2 层小肠粘膜下细胞外基质管移植(CorMatrix®)重建整个二尖瓣。随后,插入 Simulus® 弹性环。结果:结果:与单独重建相比,加入环形瓣环成形术后,平面内的瓣环动力学在整个心动周期中更加稳定。结果:与单独重建相比,添加环形瓣环成形术后,整个心动周期的平面内瓣膜动态变化更加恒定,但在统计学上,会厌与会厌间的距离明显缩小[35.0 ± 3.4 mm vs. 27.4 ± 1.9 mm, P 结论:我们成功地重建了整个二尖瓣环:我们使用双层小肠粘膜下细胞外基质(CorMatrix®)结合柔性瓣环成形术成功地重建了整个二尖瓣。瓣环成形术减少了以前使用这种重建技术时发现的非生理收缩期增宽。然而,Simulus 柔性瓣环将生理性的 D 形瓣环变成了圆形,阻碍了瓣叶的正确展开。因此,我们不建议将柔性环与这种重建技术结合使用;还需要进一步研究,以发现更合适的重塑瓣环成形术。
{"title":"Entire Mitral Valve Reconstruction Using Porcine Extracellular Matrix: Adding a Ring Annuloplasty.","authors":"Johannes H Jedrzejczyk, Stine Krog, Søren N Skov, Karen B Poulsen, Mona Sharghbin, Leila L Benhassen, Sten L Nielsen, J Michael Hasenkam, Marcell J Tjørnild","doi":"10.1007/s13239-024-00727-0","DOIUrl":"10.1007/s13239-024-00727-0","url":null,"abstract":"<p><strong>Purpose: </strong>This study investigated the implications of inserting a flexible annuloplasty ring after reconstructing the entire mitral valve in a porcine model using a previously investigated tube graft design made of 2-ply small intestinal submucosa extracellular matrix (CorMatrix®).</p><p><strong>Methods: </strong>An acute model with eight 80-kg pigs, each acting as its own control, was used. The entire mitral valve was reconstructed with a 2-ply small intestinal submucosa extracellular matrix tube graft (CorMatrix®). Subsequently, a Simulus® flexible ring was inserted. The characterization was based on mitral annular geometry and valvular dynamics with sonomicrometry and echocardiography.</p><p><strong>Results: </strong>After adding the ring annuloplasty, the in-plane annular dynamics were more constant throughout the cardiac cycle compared to the reconstruction alone. However, the commissure-commissure distance was statistically significantly decreased [35.0 ± 3.4 mm vs. 27.4 ± 1.9 mm, P < 0.001, diff =  - 7.6 mm, 95% CI, - 9.8 to (-5.4) mm] after ring insertion, changing the physiological annular D-shape into a circular shape which created folds at the coaptation zone resulting in a central regurgitant jet on color Doppler.</p><p><strong>Conclusion: </strong>We successfully reconstructed the entire mitral valve using 2-ply small intestinal submucosal extracellular matrix (CorMatrix®) combined with a flexible annuloplasty. The annuloplasty reduced the unphysiological systolic widening previously found with this reconstructive technique. However, the Simulus flex ring changed the physiological annular D-shape into a circular shape and hindered a correct unfolding of the leaflets. Thus, we do not recommend a flexible ring in conjunction with this reconstructive technique; further investigations are needed to discover a more suitable remodelling annuloplasty.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"451-462"},"PeriodicalIF":1.6,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11319488/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140177684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Current Approaches and Methods to Understand Acute Ischemic Stroke Treatment Using Aspiration Thrombectomy. 了解使用抽吸血栓切除术治疗急性缺血性中风的当前方法和途径。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-06-17 DOI: 10.1007/s13239-024-00735-0
Priyanka Patki, Scott Simon, Francesco Costanzo, Keefe B Manning

Acute ischemic stroke occurs when a blood clot occludes a cerebral artery. Mechanical interventions, primarily stent retrievers and aspiration thrombectomy, are used currently for removing the occluding clot and restoring blood flow. Aspiration involves using a long catheter to traverse the cerebral vasculature to reach the blood clot, followed by application of suction through the catheter bore. Aspiration is also used in conjunction with other techniques such as stent retrievers and balloon guide catheters. Despite the wide use of aspiration, our physical understanding of the process and the causes of the failure of aspiration to retrieve cerebral clots in certain scenarios is not well understood. Experimental and computational studies can help develop the capability to provide deeper insights into the procedure and enable development of new devices and more effective treatment methods. We recapitulate the aspiration-based thrombectomy techniques in clinical practice and provide a perspective of existing engineering methods for aspiration. We articulate the current knowledge gap in the understanding of aspiration and highlight possible directions for future engineering studies to bridge this gap, help clinical translation of engineering studies, and develop new patient-specific stroke therapy.

当血栓堵塞脑动脉时,就会发生急性缺血性中风。目前主要采用支架取栓术和抽吸式血栓切除术等机械干预手段清除闭塞血栓,恢复血流。抽吸法是用一根长导管穿过脑血管到达血栓处,然后通过导管孔进行抽吸。抽吸术还可与支架取回器和球囊导引导管等其他技术结合使用。尽管抽吸技术被广泛使用,但我们对这一过程的物理理解以及在某些情况下抽吸无法取回脑血栓的原因还不甚了解。实验和计算研究可帮助开发深入了解该过程的能力,并有助于开发新设备和更有效的治疗方法。我们回顾了临床实践中基于抽吸的血栓切除技术,并对现有的抽吸工程方法进行了展望。我们阐明了目前在理解抽吸方面的知识差距,并强调了未来工程研究的可能方向,以弥合这一差距,帮助工程研究的临床转化,并开发新的针对特定患者的中风治疗方法。
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引用次数: 0
Impact of the Different Chemical-Based Decellularization Protocols on the Properties of the Caprine Pericardium. 不同化学脱细胞方案对肾脏心包特性的影响
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-06-01 Epub Date: 2024-02-12 DOI: 10.1007/s13239-024-00712-7
Thirumalai Deepak, Deepak Bajhaiya, Anju R Babu

Purpose: This study aims to decellularized caprine pericardium tissue with varied non-ionic surfactant and anionic detergent concentrations.

Methods: Protocol A consists of 1%, 0.5%, and 0.25% (w/v) sodium dodecyl sulphate (SDS). Protocol B uses 1%, 0.5%, and 0.25% (w/v) Triton X-100. Protocol C comprised 0.5% SDS + 0.5% Triton X-100, 0.5% + 0.25%, and 0.25% SDS + 0.5% Triton X-100.

Results: Protocol B left a few countable cells in the pericardium tissue, but treatments A and C removed all cells. DNA quantification also demonstrated that protocol B had the most leftover DNA after decellularization. The pericardium tissue treated with an equal combination of anionic detergent and non-ionic surfactant preserves the matrix. However, changing the anionic detergent-non-ionic surfactant ratio disrupted the microstructure. Protocol A decreased pericardium tissue secant modulus (p < 0.05). Protocol B-treated pericardium tissue matched native tissue secant modulus and ultimate tensile stress. Protocol C strengthened pericardium tissue.

Conclusion: The intact extracellular matrix and biomechanical properties like native tissues require optimal chemical doses and combinations.

目的:本研究旨在使用不同浓度的非离子表面活性剂和阴离子去污剂对黄羊心包组织进行脱细胞处理:方法:方案 A 包括 1%、0.5% 和 0.25%(w/v)十二烷基硫酸钠(SDS)。方案 B 使用 1%、0.5% 和 0.25%(w/v)的 Triton X-100。C 方案包括 0.5% SDS + 0.5% Triton X-100、0.5% + 0.25% 和 0.25% SDS + 0.5% Triton X-100:结果:处理方案 B 在心包组织中留下了少量可计数的细胞,而处理方案 A 和 C 则清除了所有细胞。DNA 定量也表明,B 方案脱细胞后残留的 DNA 最多。用阴离子洗涤剂和非离子表面活性剂的相同组合处理心包组织可保留基质。然而,改变阴离子洗涤剂与非离子表面活性剂的比例会破坏微观结构。方案 A 降低了心包组织的秒模量(p < 0.05)。经过 B 方案处理的心包组织的秒模量和极限拉伸应力与原生组织相匹配。C方案增强了心包组织:完整的细胞外基质和与原生组织相同的生物力学特性需要最佳的化学剂量和组合。
{"title":"Impact of the Different Chemical-Based Decellularization Protocols on the Properties of the Caprine Pericardium.","authors":"Thirumalai Deepak, Deepak Bajhaiya, Anju R Babu","doi":"10.1007/s13239-024-00712-7","DOIUrl":"10.1007/s13239-024-00712-7","url":null,"abstract":"<p><strong>Purpose: </strong>This study aims to decellularized caprine pericardium tissue with varied non-ionic surfactant and anionic detergent concentrations.</p><p><strong>Methods: </strong>Protocol A consists of 1%, 0.5%, and 0.25% (w/v) sodium dodecyl sulphate (SDS). Protocol B uses 1%, 0.5%, and 0.25% (w/v) Triton X-100. Protocol C comprised 0.5% SDS + 0.5% Triton X-100, 0.5% + 0.25%, and 0.25% SDS + 0.5% Triton X-100.</p><p><strong>Results: </strong>Protocol B left a few countable cells in the pericardium tissue, but treatments A and C removed all cells. DNA quantification also demonstrated that protocol B had the most leftover DNA after decellularization. The pericardium tissue treated with an equal combination of anionic detergent and non-ionic surfactant preserves the matrix. However, changing the anionic detergent-non-ionic surfactant ratio disrupted the microstructure. Protocol A decreased pericardium tissue secant modulus (p < 0.05). Protocol B-treated pericardium tissue matched native tissue secant modulus and ultimate tensile stress. Protocol C strengthened pericardium tissue.</p><p><strong>Conclusion: </strong>The intact extracellular matrix and biomechanical properties like native tissues require optimal chemical doses and combinations.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"279-289"},"PeriodicalIF":1.6,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139725004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Cardiovascular Engineering and Technology
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