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In Vivo Material Properties of Human Common Carotid Arteries: Trends and Sex Differences. 人颈总动脉的体内物质特性:趋势和性别差异。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-11-16 DOI: 10.1007/s13239-023-00691-1
Marija Smoljkić, Jos Vander Sloten, Patrick Segers, Nele Famaey

Introduction: In vivo estimation of material properties of arterial tissue can provide essential insights into the development and progression of cardiovascular diseases. Furthermore, these properties can be used as an input to finite element simulations of potential medical treatments.

Materials and methods: This study uses non-invasively measured pressure, diameter and wall thickness of human common carotid arteries (CCAs) acquired in 103 healthy subjects. A non-linear optimization was performed to estimate material parameters of two different constitutive models: a phenomenological, isotropic model and a structural, anisotropic model. The effect of age, sex, body mass index and blood pressure on the parameters was investigated.

Results and conclusion: Although both material models were able to model in vivo arterial behaviour, the structural model provided more realistic results in the supra-physiological domain. The phenomenological model predicted very high deformations for pressures above the systolic level. However, the phenomenological model has fewer parameters that were shown to be more robust. This is an advantage when only the physiological domain is of interest. The effect of stiffening with age, BMI and blood pressure was present for women, but not always for men. In general, sex had the biggest effect on the mechanical properties of CCAs. Stiffening trends with age, BMI and blood pressure were present but not very strong. The intersubject variability was high. Therefore, it can be concluded that finding a representative set of parameters for a certain age or BMI group would be very challenging. Instead, for purposes of patient-specific modelling of surgical procedures, we currently advise the use of patient-specific parameters.

在体内估计动脉组织的材料特性可以为心血管疾病的发生和进展提供重要的见解。此外,这些特性可以用作潜在医学治疗的有限元模拟的输入。材料和方法:本研究采用无创测量103名健康受试者的人颈总动脉(CCAs)的压力、直径和壁厚。对两种不同本构模型(现象各向同性模型和结构各向异性模型)的材料参数进行了非线性优化。研究了年龄、性别、体重指数和血压对这些参数的影响。结果和结论:虽然两种材料模型都能够模拟体内动脉行为,但结构模型在超生理领域提供了更真实的结果。现象学模型预测,压力高于收缩水平时,会产生非常高的变形。然而,现象学模型的参数较少,显示出更强的鲁棒性。当只对生理领域感兴趣时,这是一个优势。随着年龄、身体质量指数和血压的增加,肌肉僵硬的影响在女性中存在,但在男性中并不总是存在。总的来说,性别对CCAs的力学性能影响最大。随着年龄、身体质量指数和血压的增加,这种硬化趋势存在,但不是很强。受试者间变异性高。因此,可以得出的结论是,为某一年龄或BMI组找到一组具有代表性的参数是非常具有挑战性的。相反,为了对手术过程进行患者特异性建模,我们目前建议使用患者特异性参数。
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引用次数: 0
Systematic Analysis of PTFE Monocusp Leaflet Design in a Patient-Based 3D in-Vitro Model of Tetralogy of Fallot. 基于患者的法洛四联症体外三维模型中PTFE单瓣设计的系统分析。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-11-16 DOI: 10.1007/s13239-023-00690-2
Xiaoya Zhang, Shannen B Kizilski, Dominic P Recco, Martha D Chaillo Lizarraga, Nicholas E Kneier, Noah E Schulz, Christopher W Baird, Peter E Hammer, David M Hoganson

Purpose: Pulmonary valve (PV) monocusp reconstruction in transannular patch (TAP) right ventricular outflow tract (RVOT) repair for Tetralogy of Fallot has variable clinical outcomes across different surgical approaches. The study purpose was to systematically evaluate how monocusp leaflet design parameters affect valve function in-vitro.

Methods: A 3D-printed, disease-specific RVOT model was tested under three infant physiological conditions. Monocusps were sewn into models with the native main pulmonary artery (MPA) forming backwalls that constituted 40% and 50% of the reconstructed circumference for z-score zero PV annulus and MPA diameters (native PV z-score - 3.52 and - 2.99 for BSA 0.32m2). Various leaflet free edge lengths (FEL) (relative to backwall), positions (relative to PV STJ), and scallop depths were investigated across both models. Pressure gradient, regurgitation, and coaptation were analyzed with descriptive statistics and regression models.

Results: Increasing FEL beyond 100% of the MPA backwall decreased gradient but mildly increased regurgitation to a peak of 25%. Positioning the free edge 2 mm past the STJ mildly increased gradient for each FEL without significantly changing regurgitation compared to STJ placement. Scalloping leaflets trivially affected performance. Pre-folding leaflets improved mobility and slightly reduced gradient.

Conclusions: Balancing gradient, regurgitation, and oversizing for growth, a set of leaflet designs have been selected for pre-clinical evaluation. Designs with leaflet widths 140-160% in the 40% backwall model (110-120% in the 50% backwall), positioned at or 2 mm past the STJ, demonstrated the best results. The next stage of ex-vivo testing will additionally consider native RVOT distensibility, native leaflet interactions, and TAP characteristics.

目的:经环补片(TAP)右心室流出道(RVOT)修复法洛四联症的肺动脉瓣(PV)单瓣重建在不同的手术入路中具有不同的临床结果。研究目的是系统地评估单瓣叶设计参数对体外瓣膜功能的影响。方法:3d打印的疾病特异性RVOT模型在三种婴儿生理条件下进行测试。在z-score为零PV环和MPA直径(原生PV z-score为- 3.52和- 2.99,BSA为0.32m2)的情况下,将单瓣植物缝合到模型中,原生肺动脉(MPA)形成的后壁分别占重建周长的40%和50%。不同的小叶自由边缘长度(FEL)(相对于后壁),位置(相对于PV STJ)和扇贝深度在两个模型中进行了研究。采用描述性统计和回归模型对压力梯度、反流和适应进行分析。结果:当FEL超过100% MPA后壁时,血流梯度降低,但返流轻度增加,峰值为25%。与STJ位置相比,将自由边缘放置在STJ上方2mm处,每个FEL的梯度略有增加,但回流没有明显改变。扇贝叶对性能的影响微乎其微。预折叠小叶提高了流动性,并略微降低了梯度。结论:平衡梯度、反流和生长的超大尺寸,选择了一套单张设计进行临床前评估。在40%后壁模型中,小叶宽度为140-160%(50%后壁模型中为110-120%),位于STJ上方或2 mm处的设计显示出最佳效果。下一阶段的离体试验将额外考虑原生RVOT的扩张性、原生小叶的相互作用和TAP的特征。
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引用次数: 0
The Investigation of Bio-impedance Analysis at a Wrist Phantom with Two Pulsatile Arteries. 具有两条脉动动脉的腕关节模型的生物阻抗分析研究。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-10-17 DOI: 10.1007/s13239-023-00689-9
Yang Yu, Andrew Lowe, Gautam Anand, Anubha Kalra, Huiyang Zhang

Purpose: Bio-impedance analysis (BIA) has been widely investigated for hemodynamic monitoring. However, previous works rarely modelled two synchronously pulsatile arteries (representing the radial and ulnar arteries) in the wrist/forearm model. This work aims to clarify and quantify the influences of two pulsatile arteries on BIA.

Methods: First, two blood-filled arteries were structured in a 3D wrist segment using the finite element method (FEM). Afterwards, an easy-to-produce two-arteries artificial wrist was fabricated with two components: gelatine-based surrounding tissue phantom and saline blood phantom. A syringe driver was utilised to constrict the arteries, and the impedance signals were measured using a Multi-frequency Impedance Analyser (MFIA).

Results: Both simulation and experimental results demonstrated the non-negligible influences of the ulnar artery on the overall BIA, inducing unwanted resistance changes to the acquired signals from the radial artery. The phantom experiments revealed the summation of the individual resistance changes caused by a single pulsatile artery was approximately equal to the measured resistance change caused by two synchronously pulsatile arteries, confirming the measured impedance signal at the wrist contains the pulsatile information from both arteries.

Conclusion: This work is the first simulation and phantom investigation into two synchronously pulsatile arteries under BIA in the distal forearm, providing a better insight and understanding in the morphology of measured impedance signals. Future research can accordingly select either a small spacing 4-spot electrode configuration for a single artery sensing or a band electrode configuration for overall pulsatile arteries sensing. A more accurate estimation of blood volume change and pulse wave analysis (PWA) could help to develop cuffless blood pressure measurement (BPM).

目的:生物阻抗分析(BIA)已被广泛用于血液动力学监测。然而,以前的工作很少在手腕/前臂模型中模拟两条同步搏动的动脉(代表桡动脉和尺动脉)。这项工作旨在阐明和量化两条脉动动脉对BIA的影响。方法:首先,采用有限元法(FEM)将两条充满血液的动脉构造成三维腕关节段。然后,用明胶基周围组织模型和生理盐水模型制作了一个易于制作的双动脉人工腕。使用注射器驱动器收缩动脉,并使用多频阻抗分析仪(MFIA)测量阻抗信号。结果:模拟和实验结果都表明,尺动脉对整体BIA的影响是不可忽略的,对来自桡动脉的采集信号产生了不必要的阻力变化。体模实验表明,由单个脉动动脉引起的单个阻力变化的总和大致等于由两个同步脉动动脉引起测量的阻力变化,证实了手腕处测量的阻抗信号包含来自两个动脉的脉动信息。结论:这项工作是对前臂远端BIA下两条同步搏动动脉的首次模拟和体模研究,为更好地了解测量阻抗信号的形态提供了更好的见解和理解。因此,未来的研究可以选择用于单个动脉传感的小间距四电极配置,或者用于整个脉动动脉传感的带电极配置。更准确地估计血容量变化和脉搏波分析(PWA)有助于开发无袖带血压测量(BPM)。
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引用次数: 0
The Measurement of Bovine Pericardium Density and Its Implications on Leaflet Stress Distribution in Bioprosthetic Heart Valves. 牛心包密度的测量及其对生物瓣膜瓣叶应力分布的影响。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-11-06 DOI: 10.1007/s13239-023-00692-0
Masod Sadipour, Ali N Azadani

Purpose: Bioprosthetic Heart Valves (BHVs) are widely used in clinical practice, showing promising outcomes. Computational modeling offers a valuable tool for quantitatively characterizing BHVs. To ensure the accuracy of computational models, it is crucial to consider precise leaflet properties, including mechanical properties and density. Bovine pericardium (BP) serves as a common material for BHV leaflets. Previous computational studies often assume BP density to approximate that of water or blood. Given that BP leaflets undergo various treatments, such as tissue fixation and anti-calcification, this study aims to measure the density of BP used in BHVs and assess its impact on leaflet stress distribution.

Methods: Eight square BP samples were laser cut from Edwards BP patches and their density was determined. Specimen weight was measured using an A&D Analytical Balance, while volume was assessed through high-resolution imaging. Additionally, finite element models resembling a BHV, like the Carpentier-Edwards PERIMOUNT Magna, were constructed in ABAQUS.

Results: The average density of the BP samples was found to be 1,410 kg/m3. During the acceleration phase of a cardiac cycle, the maximum stress reached 1.89 MPa for a density of 1,410 kg/m3 and 2.47 MPa for a density of 1,000 kg/m3 (a 30.7% difference). In the deceleration phase, the maximum stress reached 713 kPa and 669 kPa, respectively.

Conclusion: Leaflet stress distribution and motion in BHVs are influenced by density variations. Establishing an accurate density value for BHV leaflets is imperative for enhancing the computational models, which can ultimately contribute to improved BHV design and outcomes.

目的:生物人工心脏瓣膜(BHV)在临床实践中得到广泛应用,显示出良好的效果。计算建模为定量表征BHV提供了一种有价值的工具。为了确保计算模型的准确性,考虑精确的小叶特性至关重要,包括机械特性和密度。牛心包(BP)是BHV小叶的常用材料。以前的计算研究通常假设BP密度接近水或血液的密度。考虑到BP小叶经过各种治疗,如组织固定和抗钙化,本研究旨在测量BHV中使用的BP密度,并评估其对小叶应力分布的影响。方法:从Edwards BP贴片上激光切割8个方形BP样本,并测定其密度。使用A&D分析天平测量样本重量,同时通过高分辨率成像评估体积。此外,在ABAQUS中构建了类似BHV的有限元模型,如Carpentier Edwards PERIMOUNT Magna。结果:BP样品的平均密度为1410kg/m3。在心动周期的加速阶段,密度为1410kg/m3时,最大应力达到1.89MPa,密度为1000kg/m3时,达到2.47MPa(差异30.7%)。在减速阶段,最大应力分别达到713kPa和669kPa。结论:BHV中小叶的应力分布和运动受密度变化的影响。为BHV小叶建立准确的密度值对于增强计算模型至关重要,这最终有助于改进BHV的设计和结果。
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引用次数: 0
The Effect of Skeletal Muscle-Pump on Blood Pressure and Postural Control in Parkinson's Disease. 骨骼肌泵对帕金森病患者血压和体位控制的影响。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-09-25 DOI: 10.1007/s13239-023-00685-z
Rabie Fadil, Asenath X A Huether, Farshid Sadeghian, Ajay K Verma, Andrew P Blaber, Jau-Shin Lou, Kouhyar Tavakolian

Purpose: Activation of the calf (gastrocnemius and soleus) and tibialis anterior muscles play an important role in blood pressure regulation (via muscle-pump mechanism) and postural control. Parkinson's disease is associated with calf (and tibialis anterior muscles weakness and stiffness, which contribute to postural instability and associated falls. In this work, we studied the role of the medial and lateral gastrocnemius, tibialis anterior, and soleus muscle contractions in maintaining blood pressure and postural stability in Parkinson's patients and healthy controls during standing. In addition, we investigated whether the activation of the calf and tibialis anterior muscles is baroreflex dependent or postural-mediated.

Methods: We recorded electrocardiogram, blood pressure, center of pressure as a measure of postural sway, and muscle activity from the medial and lateral gastrocnemius, tibialis anterior, and soleus muscles from twenty-six Parkinson's patients and eighteen sex and age-matched healthy controls during standing and with eyes open. The interaction and bidirectional causalities between the cardiovascular, musculoskeletal, and postural variables were studied using wavelet transform coherence and convergent cross-mapping techniques, respectively.

Results: Parkinson's patients experienced a higher postural sway and demonstrated mechanical muscle-pump dysfunction of all individual leg muscles, all of which contribute to postural instability. Moreover, our results showed that coupling between the cardiovascular, musculoskeletal, and postural variables is affected by Parkinson's disease while the contribution of the calf and tibialis anterior muscles is greater for blood pressure regulation than postural sway.

Conclusion: The outcomes of this study could assist in the development of appropriate physical exercise programs that target lower limb muscles to improve the muscle-pump function and reduce postural instability in Parkinson's disease.

目的:激活小腿(腓肠肌和比目鱼肌)和胫骨前肌在血压调节(通过肌肉泵机制)和姿势控制中发挥重要作用。帕金森氏症与小腿有关(以及胫骨前肌无力和僵硬,这会导致姿势不稳定和相关跌倒。在这项工作中,我们研究了内侧和外侧腓肠肌、胫骨前肌和比目鱼肌收缩在帕金森氏症患者和健康对照者站立期间维持血压和姿势稳定中的作用。此外,我们还调查了小腿和胫骨前肌的激活是压力反射依赖性的或姿势介导的。方法:我们记录了26名帕金森氏症患者和18名性别和年龄匹配的健康对照者在站立和睁开眼睛时的心电图、血压、作为姿势摆动测量的压力中心,以及腓肠肌内侧和外侧、胫骨前肌和比目鱼肌的肌肉活动。分别使用小波变换相干和收敛交叉映射技术研究了心血管、肌肉骨骼和姿势变量之间的相互作用和双向因果关系。结果:帕金森氏症患者经历了更高的姿势摆动,并表现出所有腿部肌肉的机械肌肉泵功能障碍,所有这些都会导致姿势不稳定。此外,我们的研究结果表明,心血管、肌肉骨骼和姿势变量之间的耦合受到帕金森病的影响,而小腿和胫骨前肌对血压调节的贡献大于姿势摆动。结论:本研究的结果有助于制定针对下肢肌肉的适当体育锻炼计划,以改善帕金森病患者的肌肉泵功能并减少姿势不稳定。
{"title":"The Effect of Skeletal Muscle-Pump on Blood Pressure and Postural Control in Parkinson's Disease.","authors":"Rabie Fadil, Asenath X A Huether, Farshid Sadeghian, Ajay K Verma, Andrew P Blaber, Jau-Shin Lou, Kouhyar Tavakolian","doi":"10.1007/s13239-023-00685-z","DOIUrl":"10.1007/s13239-023-00685-z","url":null,"abstract":"<p><strong>Purpose: </strong>Activation of the calf (gastrocnemius and soleus) and tibialis anterior muscles play an important role in blood pressure regulation (via muscle-pump mechanism) and postural control. Parkinson's disease is associated with calf (and tibialis anterior muscles weakness and stiffness, which contribute to postural instability and associated falls. In this work, we studied the role of the medial and lateral gastrocnemius, tibialis anterior, and soleus muscle contractions in maintaining blood pressure and postural stability in Parkinson's patients and healthy controls during standing. In addition, we investigated whether the activation of the calf and tibialis anterior muscles is baroreflex dependent or postural-mediated.</p><p><strong>Methods: </strong>We recorded electrocardiogram, blood pressure, center of pressure as a measure of postural sway, and muscle activity from the medial and lateral gastrocnemius, tibialis anterior, and soleus muscles from twenty-six Parkinson's patients and eighteen sex and age-matched healthy controls during standing and with eyes open. The interaction and bidirectional causalities between the cardiovascular, musculoskeletal, and postural variables were studied using wavelet transform coherence and convergent cross-mapping techniques, respectively.</p><p><strong>Results: </strong>Parkinson's patients experienced a higher postural sway and demonstrated mechanical muscle-pump dysfunction of all individual leg muscles, all of which contribute to postural instability. Moreover, our results showed that coupling between the cardiovascular, musculoskeletal, and postural variables is affected by Parkinson's disease while the contribution of the calf and tibialis anterior muscles is greater for blood pressure regulation than postural sway.</p><p><strong>Conclusion: </strong>The outcomes of this study could assist in the development of appropriate physical exercise programs that target lower limb muscles to improve the muscle-pump function and reduce postural instability in Parkinson's disease.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"755-773"},"PeriodicalIF":1.8,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41174844","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
Comparative Study of Automated Algorithms for Brain Arteriovenous Malformation Nidus Extent Identification Using 3DRA. 3DRA脑动静脉畸形Nidus范围自动识别算法的比较研究。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-10-02 DOI: 10.1007/s13239-023-00688-w
Camila García, Ana Paula Narata, Jianmin Liu, Yibin Fang, Ignacio Larrabide

Purpose: When performing a brain arteriovenous malformation (bAVMs) intervention, computer-assisted analysis of bAVMs can aid clinicians in planning precise therapeutic alternatives. Therefore, we aim to assess currently available methods for bAVMs nidus extent identification over 3DRA. To this end, we establish a unified framework to contrast them over the same dataset, fully automatising the workflows.

Materials and methods: We retrospectively collected contrast-enhanced 3DRA scans of patients with bAVMs. A segmentation network was used to automatically acquire the brain vessels segmentation for each case. We applied the nidus extent identification algorithms over each of the segmentations, computing overlap measurements against manual nidus delineations.

Results: We evaluated the methods over a private dataset with 22 3DRA scans of individuals with bAVMs. The best-performing alternatives resulted in [Formula: see text] and [Formula: see text] dice coefficient values.

Conclusions: The mathematical morphology-based approach showed higher robustness through inter-case variability. The skeleton-based approach leverages the skeleton topomorphology characteristics, while being highly sensitive to anatomical variations and the skeletonisation method employed. Overall, nidus extent identification algorithms are also limited by the quality of the raw volume, as the consequent imprecise vessel segmentation will hinder their results. Performance of the available alternatives remains subpar. This analysis allows for a better understanding of the current limitations.

目的:在进行脑动静脉畸形(bAVM)干预时,计算机辅助分析bAVM可以帮助临床医生规划精确的治疗方案。因此,我们的目标是评估目前可用的通过3DRA进行bAVM nidus范围识别的方法。为此,我们建立了一个统一的框架,在同一数据集上对它们进行对比,使工作流程完全自动化。材料和方法:我们回顾性收集bAVM患者的3DRA增强扫描。使用分割网络来自动获取每个病例的脑血管分割。我们在每个分割上应用了nidus范围识别算法,根据手动nidus描绘计算重叠测量。结果:我们在私人数据集上评估了这些方法,该数据集对bAVM患者进行了22次3DRA扫描。表现最好的备选方案产生了[公式:见正文]和[公式:看正文]骰子系数值。结论:基于数学形态学的方法通过病例间变异表现出更高的稳健性。基于骨骼的方法利用了骨骼的拓扑形态学特征,同时对解剖变化和所采用的骨骼化方法高度敏感。总的来说,nidus范围识别算法也受到原始体积质量的限制,因为随之而来的不精确的血管分割将阻碍其结果。可用替代品的性能仍然不理想。这种分析可以更好地理解当前的局限性。
{"title":"Comparative Study of Automated Algorithms for Brain Arteriovenous Malformation Nidus Extent Identification Using 3DRA.","authors":"Camila García, Ana Paula Narata, Jianmin Liu, Yibin Fang, Ignacio Larrabide","doi":"10.1007/s13239-023-00688-w","DOIUrl":"10.1007/s13239-023-00688-w","url":null,"abstract":"<p><strong>Purpose: </strong>When performing a brain arteriovenous malformation (bAVMs) intervention, computer-assisted analysis of bAVMs can aid clinicians in planning precise therapeutic alternatives. Therefore, we aim to assess currently available methods for bAVMs nidus extent identification over 3DRA. To this end, we establish a unified framework to contrast them over the same dataset, fully automatising the workflows.</p><p><strong>Materials and methods: </strong>We retrospectively collected contrast-enhanced 3DRA scans of patients with bAVMs. A segmentation network was used to automatically acquire the brain vessels segmentation for each case. We applied the nidus extent identification algorithms over each of the segmentations, computing overlap measurements against manual nidus delineations.</p><p><strong>Results: </strong>We evaluated the methods over a private dataset with 22 3DRA scans of individuals with bAVMs. The best-performing alternatives resulted in [Formula: see text] and [Formula: see text] dice coefficient values.</p><p><strong>Conclusions: </strong>The mathematical morphology-based approach showed higher robustness through inter-case variability. The skeleton-based approach leverages the skeleton topomorphology characteristics, while being highly sensitive to anatomical variations and the skeletonisation method employed. Overall, nidus extent identification algorithms are also limited by the quality of the raw volume, as the consequent imprecise vessel segmentation will hinder their results. Performance of the available alternatives remains subpar. This analysis allows for a better understanding of the current limitations.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"801-809"},"PeriodicalIF":1.8,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41179336","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
Comparison of Machine Learning Algorithms Using Manual/Automated Features on 12-Lead Signal Electrocardiogram Classification: A Large Cohort Study on Students Aged Between 6 to 18 Years Old. 使用手动/自动特征的机器学习算法对12导联信号心电图分类的比较:一项针对6-18岁学生的大型队列研究。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-12-01 Epub Date: 2023-10-17 DOI: 10.1007/s13239-023-00687-x
Ghasem Hajianfar, Mohammadrafie Khorgami, Yousef Rezaei, Mehdi Amini, Niloufar Samiei, Avisa Tabib, Bahareh Kazem Borji, Samira Kalayinia, Isaac Shiri, Saeid Hosseini, Mehrdad Oveisi

Propose: An electrocardiogram (ECG) has been extensively used to detect rhythm disturbances. We sought to determine the accuracy of different machine learning in distinguishing abnormal ECGs from normal ones in children who were examined using a resting 12-Lead ECG machine, and we also compared the manual and automated measurement using the modular ECG Analysis System (MEANS) algorithm of ECG features.

Methods: Altogether, 10745 ECGs were recorded for students aged 6 to 18. Manual and automatic ECG features were extracted for each participant. Features were normalized using Z-score normalization and went through the student's t-test and chi-squared test to measure their relevance. We applied the Boruta algorithm for feature selection and then implemented eight classifier algorithms. The dataset was split into training (80%) and test (20%) partitions. The performance of the classifiers was evaluated on the test data (unseen data) by 1000 bootstrap, and sensitivity (SEN), specificity (SPE), AUC, and accuracy (ACC) were reported.

Results: In univariate analysis, the highest performance was heart rate and RR interval in the manual dataset and heart rate in an automated dataset with AUC of 0.72 and 0.71, respectively. The best classifiers in the manual dataset were random forest (RF) and quadratic-discriminant-analysis (QDA) with AUC, ACC, SEN, and SPE equal to 0.93, 0.98, 0.69, 0.99, and 0.90, 0.95, 0.75, 0.96, respectively. In the automated dataset, QDA (AUC: 0.89, ACC:0.92, SEN:0.71, SPE:0.93) and stack learning (SL) (AUC:0.89, ACC:0.96, SEN:0.61, SPE:0.99) reached best performances.

Conclusion: This study demonstrated that the manual measurement of 12-Lead ECG features had better performance than the automated measurement (MEANS algorithm), but some classifiers had promising results in discriminating between normal and abnormal cases. Further studies can help us evaluate the applicability and efficacy of machine-learning approaches for distinguishing abnormal ECGs in community-based investigations in both adults and children.

建议:心电图(ECG)已被广泛用于检测心律失常。我们试图确定不同机器学习在区分使用静息12导联心电图机检查的儿童的异常心电图和正常心电图方面的准确性,我们还比较了使用模块化心电图分析系统(MEANS)算法对心电图特征进行的手动和自动测量。方法:共记录6~18岁学生的心电图10745次。为每个参与者提取手动和自动心电图特征。使用Z分数归一化对特征进行归一化,并通过学生的t检验和卡方检验来测量其相关性。我们将Boruta算法应用于特征选择,然后实现了八种分类器算法。数据集分为训练分区(80%)和测试分区(20%)。通过1000 bootstrap在测试数据(未发现的数据)上评估分类器的性能,并报告灵敏度(SEN)、特异性(SPE)、AUC和准确性(ACC)。结果:在单变量分析中,手动数据集的心率和RR间期以及AUC分别为0.72和0.71的自动数据集中的心率表现最高。手动数据集中最好的分类器是随机森林(RF)和二次判别分析(QDA),AUC、ACC、SEN和SPE分别等于0.93、0.98、0.69、0.99和0.90、0.95、0.75、0.96。在自动化数据集中,QDA(AUC:0.89,ACC:0.92,SEN:0.71,SPE:0.93)和堆栈学习(SL)(AUC=0.89,ACC=0.96,SEN:0.61,SPE:0.99)达到了最佳性能。结论:本研究表明,手动测量12导联心电图特征比自动测量(MEANS算法)具有更好的性能,但一些分类器在区分正常和异常病例方面具有良好的效果。进一步的研究可以帮助我们评估机器学习方法在成人和儿童社区调查中区分异常心电图的适用性和有效性。
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引用次数: 0
Acausal Modelling of Advanced-Stage Heart Failure and the Istanbul Heart Ventricular Assist Device Support with Patient Data. 晚期心力衰竭的配偶建模和伊斯坦布尔心脏心室辅助设备对患者数据的支持。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-10-01 Epub Date: 2023-09-18 DOI: 10.1007/s13239-023-00683-1
Khunsha Mehmood, Ismail Lazoglu, Deniz Süha Küçükaksu

Background: In object-oriented or acausal modelling, components of the model can be connected topologically, following the inherent structure of the physical system, and system equations can be formulated automatically. This technique allows individuals without a mathematics background to develop knowledge-based models and facilitates collaboration in multidisciplinary fields like biomedical engineering. This study conducts a preclinical evaluation of a ventricular assist device (VAD) in assisting advanced-stage heart failure patients in an acausal modelling environment.

Methods: A comprehensive object-oriented model of the cardiovascular system with a VAD is developed in MATLAB/SIMSCAPE, and its hemodynamic behaviour is studied. An analytically derived pump model is calibrated for the experimental prototype of the Istanbul Heart VAD. Hemodynamics are produced under healthy, diseased, and assisted conditions. The study features a comprehensive collection of advanced-stage heart failure patients' data from the literature to identify parameters for disease modelling and to validate the resulting hemodynamics.

Results: Regurgitation, suction, and optimal speeds are identified, and trends in different hemodynamic parameters are observed for the simulated pathophysiological conditions. Using pertinent parameters in disease modelling allows for more accurate results compared to the traditional approach of arbitrary reduction in left ventricular contractility to model dilated cardiomyopathy.

Conclusion: The current research provides a comprehensive and validated framework for the preclinical evaluation of cardiac assist devices. Due to its object-oriented nature, the featured model is readily modifiable for other cardiovascular diseases for studying the effect of pump operating conditions on hemodynamics and vice versa in silico and hybrid mock circulatory loops. The work also provides a potential teaching tool for understanding the pathophysiology of heart failure, diagnosis rationale, and degree of assist requirements.

背景:在面向对象或辅助建模中,模型的组成部分可以按照物理系统的固有结构进行拓扑连接,系统方程可以自动公式化。这项技术允许没有数学背景的个人开发基于知识的模型,并促进生物医学工程等多学科领域的合作。本研究对心室辅助装置(VAD)在无配偶建模环境中辅助晚期心力衰竭患者进行了临床前评估。方法:在MATLAB/SIMSCAPE中建立了VAD心血管系统的面向对象综合模型,并对其血液动力学行为进行了研究。为伊斯坦布尔心脏VAD的实验原型校准了分析推导的泵模型。血液动力学是在健康、患病和辅助条件下产生的。该研究全面收集了文献中晚期心力衰竭患者的数据,以确定疾病建模的参数并验证由此产生的血液动力学。结果:确定了反流、抽吸和最佳速度,并观察了模拟病理生理条件下不同血液动力学参数的趋势。与任意降低左心室收缩力来模拟扩张型心肌病的传统方法相比,在疾病建模中使用相关参数可以获得更准确的结果。结论:目前的研究为心脏辅助装置的临床前评估提供了一个全面且有效的框架。由于其面向对象的性质,该特征模型对于其他心血管疾病很容易修改,用于研究泵操作条件对血液动力学的影响,反之亦然,在计算机和混合模拟循环回路中。这项工作还为理解心力衰竭的病理生理学、诊断原理和辅助程度要求提供了一个潜在的教学工具。
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引用次数: 0
Extraction and Digitization of ECG Signals from Standard Clinical Portable Document Format Files for the Principal Component Analysis of T-wave Morphology. 从标准临床便携式文档格式文件中提取和数字化心电图信号,用于T波形态的主成分分析。
IF 1.8 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-10-01 Epub Date: 2023-07-25 DOI: 10.1007/s13239-023-00673-3
Michal Schäfer, Max B Mitchell, Caitlin Brateng, D Dunbar Ivy, Kendall S Hunter, Dustin B Nash, Johannes C von Alvensleben

Introduction: T-wave analysis from standard electrocardiogram (ECG) remains one of the most available clinical and research methods for evaluating myocardial repolarization. T-wave morphology was recently evaluated to aid with diagnosis and characterization of diastolic dysfunction. Unfortunately, PDF stored ECG datasets limit additional numerical post-processing of ECG waveforms. In this study, we apply a simple custom process pipeline to extract and re-digitize T-wave signals and subject them to principal component analysis (PCA) to define primary T-wave shape variations.

Methods: We propose simple pre-processing and digitization algorithms programmable as a MATLAB tool using standard thresholding functions without the need for advanced signal analysis. To validate digitized datasets, we compared clinically standard measurements in 20 different ECGs with the original ECG machine interpreted values as a gold standard. Afterwards, we analyzed 212 individual ECGs for T-wave shape analysis using PCA.

Results: The re-digitized signal was shown to preserve the original information as evidenced by excellent agreement between original - machine interpreted and re-digitized clinical variables including heart rate: bias ~ 1 bpm (95% CI: -1.0 to 3.5), QT interval: bias ~ 0.000 ms (95% CI: -0.012 to 0.012), PR interval: bias = -0.015 ms (95% CI: -0.015 to 0.003), and QRS duration: bias = -0.001 ms (95% CI: -0.007 to 0.006). PCA revealed that the first principal component universally modulates the T-wave height or amount of repolarization voltage regardless of the investigated ECG lead. The second and third principal components described variation in the T-wave peak onset and the T-wave peak morphology, respectively.

Conclusion: This study presents a straightforward method for re-digitizing ECGs stored in the PDF format utilized in many academic electronic medical record systems. This process can yield re-digitized lead specific signals which can be retrospectively analyzed using advanced custom post-processing numerical analysis independent of commercially available platforms.

引言:标准心电图的T波分析仍然是评估心肌复极的最有效的临床和研究方法之一。最近对T波形态进行了评估,以帮助诊断和表征舒张功能障碍。不幸的是,PDF存储的ECG数据集限制了ECG波形的额外数字后处理。在这项研究中,我们应用一个简单的自定义处理管道来提取和重新数字化T波信号,并对其进行主成分分析(PCA),以定义主要的T波形状变化。方法:我们提出了简单的预处理和数字化算法,可编程为MATLAB工具,使用标准阈值函数,无需高级信号分析。为了验证数字化数据集,我们将20种不同心电图的临床标准测量值与原始心电图机解释值作为金标准进行了比较。之后,我们使用PCA分析了212个单独的心电图进行T波形分析。结果:重新数字化的信号显示保留了原始信息,原始机器解释和重新数字化的临床变量(包括心率:偏差)之间的良好一致性证明了这一点 ~ 1 bpm(95%置信区间:-1.0至3.5),QT间期:偏差 ~ 0.000ms(95%CI:0.012至0.012),PR间期:bias=0.015ms(95%CI:0.015至0.003),QRS持续时间:bias-0.001ms(95%CI-0.007至0.006)。第二和第三主成分分别描述了T波峰起始和T波峰形态的变化。结论:本研究提供了一种直接的方法来重新数字化存储在许多学术电子病历系统中的PDF格式的心电图。该过程可以产生重新数字化的导联特异性信号,该信号可以使用独立于商用平台的高级定制后处理数值分析进行回顾性分析。
{"title":"Extraction and Digitization of ECG Signals from Standard Clinical Portable Document Format Files for the Principal Component Analysis of T-wave Morphology.","authors":"Michal Schäfer,&nbsp;Max B Mitchell,&nbsp;Caitlin Brateng,&nbsp;D Dunbar Ivy,&nbsp;Kendall S Hunter,&nbsp;Dustin B Nash,&nbsp;Johannes C von Alvensleben","doi":"10.1007/s13239-023-00673-3","DOIUrl":"10.1007/s13239-023-00673-3","url":null,"abstract":"<p><strong>Introduction: </strong>T-wave analysis from standard electrocardiogram (ECG) remains one of the most available clinical and research methods for evaluating myocardial repolarization. T-wave morphology was recently evaluated to aid with diagnosis and characterization of diastolic dysfunction. Unfortunately, PDF stored ECG datasets limit additional numerical post-processing of ECG waveforms. In this study, we apply a simple custom process pipeline to extract and re-digitize T-wave signals and subject them to principal component analysis (PCA) to define primary T-wave shape variations.</p><p><strong>Methods: </strong>We propose simple pre-processing and digitization algorithms programmable as a MATLAB tool using standard thresholding functions without the need for advanced signal analysis. To validate digitized datasets, we compared clinically standard measurements in 20 different ECGs with the original ECG machine interpreted values as a gold standard. Afterwards, we analyzed 212 individual ECGs for T-wave shape analysis using PCA.</p><p><strong>Results: </strong>The re-digitized signal was shown to preserve the original information as evidenced by excellent agreement between original - machine interpreted and re-digitized clinical variables including heart rate: bias ~ 1 bpm (95% CI: -1.0 to 3.5), QT interval: bias ~ 0.000 ms (95% CI: -0.012 to 0.012), PR interval: bias = -0.015 ms (95% CI: -0.015 to 0.003), and QRS duration: bias = -0.001 ms (95% CI: -0.007 to 0.006). PCA revealed that the first principal component universally modulates the T-wave height or amount of repolarization voltage regardless of the investigated ECG lead. The second and third principal components described variation in the T-wave peak onset and the T-wave peak morphology, respectively.</p><p><strong>Conclusion: </strong>This study presents a straightforward method for re-digitizing ECGs stored in the PDF format utilized in many academic electronic medical record systems. This process can yield re-digitized lead specific signals which can be retrospectively analyzed using advanced custom post-processing numerical analysis independent of commercially available platforms.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"631-639"},"PeriodicalIF":1.8,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9873295","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
Patient-Specific Quantitative In-Vivo Assessment of Human Mitral Valve Leaflet Strain Before and After MitraClip Repair. MitraClip修复前后人二尖瓣小叶应变的患者特异性体内定量评估。
IF 1.6 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-10-01 Epub Date: 2023-09-05 DOI: 10.1007/s13239-023-00680-4
Natalie T Simonian, Hao Liu, Sneha Vakamudi, Mark J Pirwitz, Alison M Pouch, Joseph H Gorman, Robert C Gorman, Michael S Sacks

Purpose: Mitral regurgitation (MR) is a highly prevalent and deadly cardiac disease characterized by improper mitral valve (MV) leaflet coaptation. Among the plethora of available treatment strategies, the MitraClip is an especially safe option, but optimizing its long-term efficacy remains an urgent challenge.

Methods: We applied our noninvasive image-based strain computation pipeline [1] to intraoperative transesophageal echocardiography datasets taken from ten patients undergoing MitraClip repair, spanning a range of MR etiologies and MitraClip configurations. We then analyzed MV leaflet strains before and after MitraClip implementation to develop a better understanding of (1) the pre-operative state of human regurgitant MV, and (2) the MitraClip's impact on the MV leaflet deformations.

Results: The MV pre-operative strain fields were highly variable, underscoring both the heterogeneity of the MR in the patient population and the need for patient-specific treatment approaches. Similarly, there were no consistent overall post-operative strain patterns, although the average A2 segment radial strain difference between pre- and post-operative states was consistently positive. In contrast, the post-operative strain fields were better correlated to their respective pre-operative strain fields than to the inter-patient post-operative strain fields. This quantitative result implies that the patient specific pre-operative state of the MV guides its post-operative deformation, which suggests that the post-operative state can be predicted using pre-operative data-derived modelling alone.

Conclusions: The pre-operative MV leaflet strain patterns varied considerably across the range of MR disease states and after MitraClip repair. Despite large inter-patient heterogeneity, the post-operative deformation appears principally dictated by the pre-operative deformation state. This novel finding suggests that though the variation in MR functional state and MitraClip-induced deformation were substantial, the post-operative state can be predicted from the pre-operative data alone. This study suggests that, with use of larger patient cohort and corresponding long-term outcomes, quantitative predictive factors of MitraClip durability can be identified.

目的:二尖瓣反流(MR)是一种非常普遍且致命的心脏病,其特征是二尖瓣(MV)瓣叶接合不当。在众多可用的治疗策略中,MitraClip是一种特别安全的选择,但优化其长期疗效仍然是一个紧迫的挑战。方法:我们将基于非侵入性图像的应变计算管道[1]应用于术中经食管超声心动图数据集,该数据集取自10名接受MitraClip修复的患者,涵盖了一系列MR病因和MitraClib配置。然后,我们分析了MitraClip实施前后的MV瓣叶菌株,以更好地了解(1)人类反流MV的术前状态,以及(2)MitraCli对MV瓣叶变形的影响。结果:MV术前应变场变化很大,突出了患者群体中MR的异质性和对患者特异性治疗方法的需求。同样,尽管术前和术后状态之间的平均A2节段径向应变差异始终为正,但术后总体应变模式并不一致。相反,术后应变场与其各自的术前应变场的相关性比与患者间术后应力场的相关性更好。这一定量结果表明,MV的患者特定术前状态指导其术后变形,这表明术后状态可以单独使用术前数据导出的模型来预测。结论:术前MV瓣叶应变模式在不同MR疾病状态和MitraClip修复后有很大差异。尽管患者间存在很大的异质性,但术后变形似乎主要由术前变形状态决定。这一新发现表明,尽管MR功能状态的变化和MitraClip诱导的变形是显著的,但仅从术前数据就可以预测术后状态。这项研究表明,通过使用更大的患者队列和相应的长期结果,可以确定MitraClip耐久性的定量预测因素。
{"title":"Patient-Specific Quantitative In-Vivo Assessment of Human Mitral Valve Leaflet Strain Before and After MitraClip Repair.","authors":"Natalie T Simonian, Hao Liu, Sneha Vakamudi, Mark J Pirwitz, Alison M Pouch, Joseph H Gorman, Robert C Gorman, Michael S Sacks","doi":"10.1007/s13239-023-00680-4","DOIUrl":"10.1007/s13239-023-00680-4","url":null,"abstract":"<p><strong>Purpose: </strong>Mitral regurgitation (MR) is a highly prevalent and deadly cardiac disease characterized by improper mitral valve (MV) leaflet coaptation. Among the plethora of available treatment strategies, the MitraClip is an especially safe option, but optimizing its long-term efficacy remains an urgent challenge.</p><p><strong>Methods: </strong>We applied our noninvasive image-based strain computation pipeline [1] to intraoperative transesophageal echocardiography datasets taken from ten patients undergoing MitraClip repair, spanning a range of MR etiologies and MitraClip configurations. We then analyzed MV leaflet strains before and after MitraClip implementation to develop a better understanding of (1) the pre-operative state of human regurgitant MV, and (2) the MitraClip's impact on the MV leaflet deformations.</p><p><strong>Results: </strong>The MV pre-operative strain fields were highly variable, underscoring both the heterogeneity of the MR in the patient population and the need for patient-specific treatment approaches. Similarly, there were no consistent overall post-operative strain patterns, although the average A2 segment radial strain difference between pre- and post-operative states was consistently positive. In contrast, the post-operative strain fields were better correlated to their respective pre-operative strain fields than to the inter-patient post-operative strain fields. This quantitative result implies that the patient specific pre-operative state of the MV guides its post-operative deformation, which suggests that the post-operative state can be predicted using pre-operative data-derived modelling alone.</p><p><strong>Conclusions: </strong>The pre-operative MV leaflet strain patterns varied considerably across the range of MR disease states and after MitraClip repair. Despite large inter-patient heterogeneity, the post-operative deformation appears principally dictated by the pre-operative deformation state. This novel finding suggests that though the variation in MR functional state and MitraClip-induced deformation were substantial, the post-operative state can be predicted from the pre-operative data alone. This study suggests that, with use of larger patient cohort and corresponding long-term outcomes, quantitative predictive factors of MitraClip durability can be identified.</p>","PeriodicalId":54322,"journal":{"name":"Cardiovascular Engineering and Technology","volume":" ","pages":"677-693"},"PeriodicalIF":1.6,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10153018","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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