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Intraoperative Ablation Control Based on Real-Time Necrosis Monitoring Feedback: Numerical Evaluation 基于实时坏死监测反馈的术中消融控制:数值评估。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-12 DOI: 10.1007/s10439-024-03599-6
Ryo Murakami, Satoshi Mori, Haichong K. Zhang

Ablation therapy is a type of minimally invasive treatment, utilized for various organs including the brain, heart, and kidneys. The accuracy of the ablation process is critically important to avoid both insufficient and excessive ablation, which may result in compromised efficacy or complications. The thermal ablation is formulated by two theoretical models: the heat transfer (HT) and necrosis formation (NF) models. In modern medical practices, feed-forward (FF) and temperature feedback (TFB) controls are primarily used as ablation control methodologies. FF involves pre-therapy procedure planning based on previous experiences and theoretical knowledge without monitoring the intraoperative tissue response, hence, it can’t compensate for discrepancies in the assumed HT or NF models. These discrepancies can arise due to individual patient’s tissue characteristic differences and specific environmental conditions. Conversely, TFB control is based on the intraoperative temperature profile. It estimates the resulting heat damage based on the monitored temperature distribution and assumed NF model. Therefore, TFB can make necessary adjustments even if there is an error in the assumed HT model. TFB is thus seen as a more robust control method against modeling errors in the HT model. Still, TFB is limited as it assumes a fixed NF model, irrespective of the patient or the ablation technique used. An ideal solution to these limitations would be to actively monitor heat damage to the tissue during the operation and utilize this data to control ablation. This strategy is defined as necrosis feedback (NFB) in this study. Such real-time necrosis monitoring modalities making NFB possible are emerging, however, there is an absence of a generalized study that discusses the integration and quantifies the significance of the real-time necrosis monitor techniques for ablation therapy. Such an investigation is expected to clarify the universal principles of how these techniques would improve ablation therapy. In this study, we examine the potential of NFB in suppressing errors associated with the NF model as NFB is theoretically capable of monitoring and suppressing the errors associated with the NF models in its closed control loop. We simulate and compare the performances of TFB and NFB with artificially generated modeling errors using the finite element method (FEM). The results show that NFB provides more accurate ablation control than TFB when NF-oriented errors are applied, indicating NFB’s potential to improve the ablation control accuracy and highlighting the value of the ongoing research to make real-time necrosis monitoring a clinically viable option.

消融治疗是一种微创疗法,适用于包括大脑、心脏和肾脏在内的各种器官。消融过程的准确性至关重要,可避免消融不足或消融过度,从而影响疗效或导致并发症。热消融有两个理论模型:热传递模型(HT)和坏死形成模型(NF)。在现代医学实践中,前馈(FF)和温度反馈(TFB)控制主要用作消融控制方法。前馈控制涉及基于以往经验和理论知识的治疗前程序规划,无需监测术中组织反应,因此无法弥补假定 HT 或 NF 模型的差异。这些差异可能是由于患者个体的组织特征差异和特定的环境条件造成的。相反,TFB 控制基于术中温度曲线。它根据监测到的温度分布和假定的 NF 模型来估计所产生的热损伤。因此,即使假定的 HT 模型有误,TFB 也能做出必要的调整。因此,TFB 被视为一种更稳健的控制方法,可以避免高温模型中的建模错误。尽管如此,TFB 仍有其局限性,因为它假设了一个固定的 NF 模型,与患者或所使用的消融技术无关。解决这些局限性的理想方法是在手术过程中主动监测组织的热损伤,并利用这些数据来控制消融。本研究将这种策略定义为坏死反馈(NFB)。这种实时坏死监测模式使 NFB 成为可能,但目前还没有一项全面的研究来讨论实时坏死监测技术在消融治疗中的整合和量化意义。这种研究有望阐明这些技术如何改善消融治疗的普遍原则。在本研究中,我们研究了 NFB 在抑制与 NF 模型相关的误差方面的潜力,因为理论上 NFB 能够在其闭合控制环中监测和抑制与 NF 模型相关的误差。我们使用有限元法 (FEM) 模拟并比较了 TFB 和 NFB 在人为产生建模误差的情况下的性能。结果表明,当应用面向 NF 的误差时,NFB 比 TFB 提供了更精确的消融控制,这表明 NFB 有潜力提高消融控制精度,并突出了正在进行的研究的价值,即让实时坏死监测成为临床上可行的选择。
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引用次数: 0
Potential Use of ChatGPT for the Treatment of Infectious Diseases in Vulnerable Populations 将 ChatGPT 用于治疗弱势群体传染病的潜力。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-12 DOI: 10.1007/s10439-024-03600-2
Heqing Tao, Ligang Liu, Jiayu Cui, Kunkun Wang, Liang Peng, Milap C. Nahata

Background

ChatGPT could be a useful tool in the infectious disease field. However, the application of ChatGPT for the treatment of infectious diseases in vulnerable population has not been determined.

Methods

We designed questions about antibiotic use, including the choice of antibiotics, dose, and treatment duration for prevalent infectious disease in vulnerable populations. Each query was posed to ChatGPT-4, and the answers were independently evaluated by two authors. When there were significant differences in the final scores between the two authors, they discussed the case and answers to obtain results.

Results

Our analysis revealed that 38.1% of responses were comprehensive and correct, with 11.9% containing errors for medication use for patients during pregnancy. For the antibiotic allergy-related questions, 36.1% of responses were comprehensive and correct, and 18.1% contained errors. For older adults, 27.5% of responses were comprehensive and correct, while 25% contained errors. The error rate in patients with kidney disease was 79.2%. For children, 43.8% of answers contained errors.

Conclusion

ChatGPT produced high rates of inaccurate information for treating infectious diseases in special population. Thus, recommendations generated by ChatGPT should be used with caution and checked by healthcare professionals to ensure accuracy and comprehensiveness prior to use.

背景:ChatGPT 可能是传染病领域的一种有用工具。然而,ChatGPT 在易感人群传染病治疗中的应用尚未确定:方法:我们设计了有关抗生素使用的问题,包括抗生素的选择、剂量以及易感人群中流行的传染病的治疗时间。每个问题都是向 ChatGPT-4 提出的,答案由两位作者独立评估。当两位作者的最终评分存在明显差异时,他们会对案例和答案进行讨论,以得出结果:我们的分析表明,38.1% 的回答是全面和正确的,11.9% 的回答在孕期患者用药方面存在错误。对于抗生素过敏相关问题,36.1% 的回答是全面和正确的,18.1% 的回答存在错误。对于老年人,27.5% 的回答是全面和正确的,25% 的回答包含错误。肾病患者的错误率为 79.2%。对于儿童,43.8% 的答案包含错误:结论:ChatGPT 为特殊人群提供的传染病治疗信息错误率较高。因此,应谨慎使用 ChatGPT 生成的建议,并在使用前由医护人员进行检查,以确保其准确性和全面性。
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引用次数: 0
Calibration of Aseptic Loosening Simulation for Coatings Osteoinductive Effect. 校准涂料骨诱导效应的无菌松动模拟。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-09 DOI: 10.1007/s10439-024-03588-9
Sofia Baroni, Sara Oliviero, Antonino Amedeo La Mattina, Melania Maglio, Lucia Martini, Milena Fini, Marco Viceconti

The risk of aseptic loosening in cementless hip stems can be reduced by improving osseointegration with osteoinductive coatings favoring long-term implant stability. Osseointegration is usually evaluated in vivo studies, which, however, do not reproduce the mechanically driven adaptation process. This study aims to develop an in silico model to predict implant osseointegration and the effect of induced micromotion on long-term stability, including a calibration of the material osteoinductivity with conventional in vivo studies. A Finite Element model of the tibia implanted with pins was generated, exploiting bone-to-implant contact measures of cylindrical titanium alloys implanted in rabbits' tibiae. The evolution of the contact status between bone and implant was modeled using a finite state machine, which updated the contact state at each iteration based on relative micromotion, shear and tensile stresses, and bone-to-implant distance. The model was calibrated with in vivo data by identifying the maximum bridgeable gap. Afterward, a push-out test was simulated to predict the axial load that caused the macroscopic mobilization of the pin. The bone-implant bridgeable gap ranged between 50 μm and 80 μm. Predicted push-out strength ranged from 19 N to 21 N (5.4 MPa-3.4 MPa) depending on final bone-to-implant contact. Push-out strength agrees with experimental measurements from a previous animal study (4 ± 1 MPa), carried out using the same implant material, coated, or uncoated. This method can partially replace in vivo studies and predict the long-term stability of cementless hip stems.

无骨水泥髋关节柄的无菌性松动风险可以通过使用有利于植入物长期稳定性的骨诱导涂层来改善骨结合来降低。骨结合通常在体内研究中进行评估,但这些研究无法再现机械驱动的适应过程。本研究旨在建立一个硅学模型来预测种植体骨结合以及诱导微动对长期稳定性的影响,包括将材料的骨传导性与传统的体内研究进行校准。利用植入兔子胫骨的圆柱形钛合金的骨与植入物接触测量数据,生成了植入骨钉的胫骨有限元模型。骨与植入物之间接触状态的演变是通过有限状态机建模的,该有限状态机每次迭代都会根据相对微动、剪应力和拉伸应力以及骨与植入物之间的距离更新接触状态。通过确定最大可弥合间隙,利用体内数据对模型进行校准。然后,模拟推出试验,以预测导致骨针宏观移动的轴向载荷。骨与种植体之间的可弥合间隙介于 50 μm 与 80 μm 之间。根据骨与种植体的最终接触情况,预测的推出强度为 19 牛顿至 21 牛顿(5.4 兆帕至 3.4 兆帕)。推出强度与之前一项动物实验的测量结果(4 ± 1 兆帕)一致,该实验使用了相同的种植体材料,包括涂层或无涂层。这种方法可以部分替代体内研究,预测无骨水泥髋关节柄的长期稳定性。
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引用次数: 0
Image-Based Computational Fluid Dynamics to Compare Two Repair Techniques for Mitral Valve Prolapse 基于图像的计算流体力学比较二尖瓣脱垂的两种修复技术
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-09 DOI: 10.1007/s10439-024-03597-8
Lorenzo Bennati, Giovanni Puppini, Vincenzo Giambruno, Giovanni Battista Luciani, Christian Vergara

Objective 

The treatment of mitral valve prolapse involves two distinct repair techniques: chordal replacement (Neochordae technique) and leaflet resection (Resection technique). However, there is still a debate in the literature about which is the optimal one. In this context, we performed an image-based computational fluid dynamic study to evaluate blood dynamics in the two surgical techniques.

Methods 

We considered a healthy subject (H) and two patients (N and R) who underwent surgery for prolapse of the posterior leaflet and were operated with the Neochordae and Resection technique, respectively. Computational Fluid Dynamics (CFD) was employed with prescribed motion of the entire left heart coming from cine-MRI images, with a Large Eddy Simulation model to describe the transition to turbulence and a resistive method for managing valve dynamics. We created three different virtual scenarios where the operated mitral valves were inserted in the same left heart geometry of the healthy subject to study the differences attributed only to the two techniques.

Results 

We compared the three scenarios by quantitatively analyzing ventricular velocity patterns and pressures, transition to turbulence, and the ventricle ability to prevent thrombi formation. From these results, we found that the operative techniques affected the ventricular blood dynamics in different ways, with variations attributed to the reduced mobility of the Resection posterior leaflet. Specifically, the Resection technique resulted in turbulent forces, related with the risk of hemolysis formation, up to 640 Pa, while the other two scenarios exhibited a maximum of 240 Pa. Moreover, in correspondence of the ventricular apex, the Resection technique reduced the areas with low velocity to 15%, whereas the healthy case and the Neochordae case maintained these areas at 30 and 48%, respectively. Our findings suggest that the Neochordae technique developed a more physiological flow with respect to the Resection technique.

Conclusion

Resection technique gives rise to a different direction of the mitral jet during diastole increasing the ability to washout the ventricular apex preventing from thrombi formation, but at the same time it promotes turbulence formation that is associated with ventricular effort and risk of hemolysis.

目的:二尖瓣脱垂的治疗涉及两种不同的修复技术:腱膜置换术(Neochordae 技术)和瓣叶切除术(Resection 技术)。然而,关于哪种方法最佳,文献中仍存在争议。在此背景下,我们进行了一项基于图像的计算流体力学研究,以评估两种手术技术的血液动力学。方法 :我们考虑了一名健康受试者(H)和两名因后瓣叶脱垂而接受手术的患者(N 和 R),他们分别采用了新腱索技术和切除技术。我们采用了计算流体动力学(CFD)技术,利用 cine-MRI 图像对整个左心的运动进行了规定,并使用大涡流模拟模型来描述向湍流的过渡,同时使用阻力法来管理瓣膜的动态。我们创建了三种不同的虚拟场景,在与健康受试者相同的左心几何形状中植入已手术的二尖瓣,以研究两种技术的差异。结果 :我们通过定量分析心室速度模式和压力、向湍流的过渡以及心室防止血栓形成的能力,对三种情况进行了比较。从这些结果中,我们发现手术技术以不同的方式影响心室血液动力学,而这些变化可归因于切除后叶的流动性降低。具体来说,Resection 技术产生的湍流力高达 640 Pa,与溶血形成的风险有关,而其他两种情况下的湍流力最大为 240 Pa。此外,与心室顶相对应,Resection 技术将低速区域减少到 15%,而健康情况和 Neochordae 情况下这些区域分别保持在 30% 和 48%。我们的研究结果表明,与切除技术相比,Neochordae 技术能形成更符合生理的血流。结论:二尖瓣切除术使二尖瓣射流在舒张期的方向不同,增强了冲刷心室顶的能力,防止血栓形成,但同时也促进了湍流的形成,而湍流的形成与心室用力和溶血风险有关。
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引用次数: 0
Development of a Simple Analytical Model to Facilitate Preoperative Surgical Planning in Valve-Sparing Aortic Root Replacement 开发简易分析模型,为主动脉根部瓣膜置换术的术前手术规划提供便利。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-06 DOI: 10.1007/s10439-024-03593-y
Dominic P. Recco, Shannen B. Kizilski, Wen Zhang, Nicholas E. Kneier, Patrick D. Earley, David M. Hoganson, Christopher W. Baird, Peter E. Hammer

Purpose

Valve-sparing root replacement (VSRR) is attractive for aortic root dilation as it preserves the native aortic valve (AoV). Low effective height (eH) after reconstruction is a risk factor for repair failure and reoperation. We developed and validated a quantitative AoV repair strategy to reliably restore normal valve proportions to promote long-term function.

Methods

Normal AoV proportions were used to derive geometric relationships for sinotubular junction diameter (DSTJ), free edge length (FEL), free edge angle, and commissure height. These relationships informed two models for predicting eH following VSRR: (1) assuming valve symmetry and (2) accounting for valve asymmetry. Porcine heart (n = 6) ex vivo validation was performed under 4 VSRR scenarios: “Ideal” (tube graft size targeting FEL/DSTJ = 1.28), “Oversized” (one graft size larger than Ideal), “Undersized” (two sizes smaller), and “Undersized + Plicated” (FEL/DSTJ = 1.28 restored with leaflet plication).

Results

Our analytical models predicted eH using preoperative measurements and estimated reconstructed dimensions. The Oversized graft exhibited similar eH to Ideal but higher regurgitation in the ex vivo model, whereas the Undersized graft demonstrated lower eH and regurgitation. Plication in the Undersized graft restored valve function (regurgitation & eH) similar to Ideal in the ex vivo model and above Ideal in the analytical models. Both analytical models predicted ex vivo eH well except in the Oversized and Undersized + Plicated conditions.

Conclusion

Utilizing measurements from preoperative imaging and simple mathematical models, patient-specific operative plans for VSRR can be created by estimating valve dimensions necessary to achieve favorable valve features post-repair. Clinical application of this approach promises to improve consistency in achieving optimal long-term dimensions and durability.

目的:保瓣主动脉根部置换术(VSRR)可保留原生主动脉瓣(AoV),对主动脉根部扩张具有吸引力。重建后的低有效高度(eH)是导致修复失败和再次手术的风险因素。我们开发并验证了一种定量主动脉瓣修复策略,以可靠地恢复正常瓣膜比例,促进长期功能:方法:正常瓣膜比例用于推导窦管交界处直径(DSTJ)、游离缘长度(FEL)、游离缘角度和合谷高度的几何关系。这些关系为预测 VSRR 后 eH 的两个模型提供了依据:(1) 假设瓣膜对称;(2) 考虑瓣膜不对称。在 4 种 VSRR 情景下对猪心(n = 6)进行了体外验证:"理想"(以 FEL/DSTJ = 1.28 为目标的移植管尺寸)、"过大"(比理想尺寸大一个移植管尺寸)、"过小"(比理想尺寸小两个移植管尺寸)和 "过小 + 植入"(FEL/DSTJ = 1.28 修复并植入瓣叶):我们的分析模型利用术前测量值和估计的重建尺寸预测了 eH。在体外模型中,过大移植物的eH值与理想值相似,但反流率较高,而过小移植物的eH值和反流率较低。在体外模型中,小尺寸移植物的复制恢复了与理想瓣膜相似的瓣膜功能(反流和 eH),而在分析模型中则高于理想值。两个分析模型都能很好地预测体内eH,但过大和过小+复制条件除外:结论:利用术前成像的测量结果和简单的数学模型,通过估算瓣膜修复后获得良好瓣膜功能所需的瓣膜尺寸,可以制定针对患者的 VSRR 手术计划。这种方法的临床应用有望提高实现最佳长期尺寸和耐用性的一致性。
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引用次数: 0
Analysis of Energy and Pressure in the Sinus with Different Blood Pressures after Bioprosthetic Aortic Valve Replacement 生物修复主动脉瓣置换术后不同血压下窦道能量和压力分析
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-05 DOI: 10.1007/s10439-024-03587-w
Brennan Vogl, Agata Sularz, Sunyoung Ahn, Rajat Gadhave, Scott Lilly, Vinod Thourani, Brian Lindman, Mohamad Alkhouli, Hoda Hatoum

Purpose

To investigate the effect of changing systolic and diastolic blood pressures (SBP and DBP, respectively) on sinus flow and valvular and epicardial coronary flow dynamics after TAVR and SAVR.

Methods

SAPIEN 3 and Magna valves were deployed in an idealized aortic root model as part of a pulse duplicating left heart flow loop simulator. Different combinations of SBP and DBP were applied to the test setup and the resulting change in total coronary flow from baseline (120/60 mmHg), effective orifice area (EOA), and left ventricular (LV) workload, with each combination, was assessed. In addition, particle image velocimetry was used to assess the Laplacian of pressure (({nabla }^{2}text{P})) in the sinus, coronary and main flow velocities, the energy dissipation rate (EDR) in the sinus and the LV workload.

Results

This study shows that under an elevated SBP, there is an increase in the total coronary flow, EOA, LV workload, peak velocities downstream of the valve, ({nabla }^{2}text{P}), and EDR. With an elevated DBP, there was an increase in the total coronary flow and ({nabla }^{2}text{P}). However, EOA and LV workload decreased with an increase in DBP, and EDR increased with a decrease in DBP.

Conclusions

Blood pressure alters the hemodynamics in the sinus and downstream flow following aortic valve replacement, potentially influencing outcomes in some patients.

目的:研究收缩压和舒张压(分别为 SBP 和 DBP)变化对 TAVR 和 SAVR 后窦血流以及瓣膜和心外膜冠状动脉血流动力学的影响:将 SAPIEN 3 和 Magna 瓣膜部署在理想化的主动脉根部模型中,作为脉冲复制左心流环模拟器的一部分。将不同的 SBP 和 DBP 组合应用于测试装置,并评估每种组合导致的总冠脉流量与基线(120/60 mmHg)、有效孔面积(EOA)和左心室(LV)工作量的变化。此外,还使用粒子图像测速仪评估了窦内压力的拉普拉卡方(∇ 2 P)、冠状动脉和主血流速度、窦内能量耗散率(EDR)和左心室工作量:该研究表明,在 SBP 升高的情况下,冠状动脉总流量、EOA、左心室工作量、瓣膜下游峰值速度、∇ 2 P 和 EDR 都会增加。DBP 升高时,冠状动脉总流量和∇ 2 P 增加。然而,EOA 和 LV 工作负荷随着 DBP 的升高而降低,EDR 则随着 DBP 的降低而升高:结论:血压会改变主动脉瓣置换术后窦道和下游血流的血流动力学,可能会影响部分患者的预后。
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引用次数: 0
Cyclic Mechanism Affects Lumbar Spine Creep Response. 循环机制影响腰椎的蠕变反应
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-04 DOI: 10.1007/s10439-024-03595-w
Elizabeth D Dimbath, Concetta Morino, Shea Middleton, Jason Kait, Maria Ortiz-Paparoni, Theodore A Slotkin, Jason F Luck, Cameron R 'Dale' Bass

Purpose: This study aims to explore how cyclic loading influences creep response in the lumbar spine under combined flexion-compression loading.

Methods: Ten porcine functional spinal units (FSUs) were mechanically tested in cyclic or static combined flexion-compression loading. Creep response between loading regimes was compared using strain-time histories and linear regression. High-resolution computed tomography (µCT) visualized damage to FSUs. Statistical methods, ANCOVA and ANOVA, assessed differences in behavior between loading regimes.

Results: Cyclic and static loading regimes exhibited distinct creep response patterns and biphasic response. ANCOVA and ANOVA analyses revealed significant differences in slopes of creep behavior in both linear phases. Cyclic tests consistently showed endplate fractures in µCT imaging.

Conclusion: The study reveals statistically significant differences in creep response between cyclic and static loading regimes in porcine lumbar spinal units under combined flexion-compression loading. The observed biphasic behavior suggests distinct phases of tissue response, indicating potential shifts in load transfer mechanisms. Endplate fractures in cyclic tests suggest increased injury risk compared to static loading. These findings underscore the importance of considering loading conditions in computational models and designing preventive measures for occupations involving repetitive spinal loading.

目的:本研究旨在探讨周期性加载如何影响腰椎在屈曲-压缩联合加载下的蠕变反应:方法:对十个猪功能脊柱单元(FSU)进行了循环或静态屈曲-压缩联合加载的机械测试。采用应变-时间历程和线性回归比较了不同加载模式下的蠕变响应。高分辨率计算机断层扫描(µCT)可视化 FSU 的损伤情况。采用方差分析和方差分析等统计方法评估了不同加载方式之间的行为差异:结果:循环加载和静态加载机制表现出不同的蠕变响应模式和双相响应。方差分析和方差分析显示,两种线性阶段的蠕变行为斜率存在显著差异。循环测试在 µCT 成像中始终显示出终板断裂:该研究揭示了在屈曲-压缩联合加载下,猪腰椎单元在循环加载和静态加载机制下的蠕变响应存在统计学意义上的显著差异。观察到的双相行为表明组织反应有不同的阶段,这表明负荷传递机制可能发生了转变。与静态加载相比,循环测试中的终板骨折表明损伤风险增加。这些发现强调了在计算模型中考虑加载条件以及为涉及脊柱重复加载的职业设计预防措施的重要性。
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引用次数: 0
Computational-Aided Approach for the Optimization of Microfluidic-Based Nanoparticles Manufacturing Process 基于微流体的纳米粒子制造工艺优化计算辅助方法。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-04 DOI: 10.1007/s10439-024-03590-1
Marco Bellotti, Enrica Chiesa, Bice Conti, Ida Genta, Michele Conti, Ferdinando Auricchio, Alessandro Caimi

In the last few years, the microfluidic production of nanoparticles (NPs) is becoming a promising alternative to conventional industrial approaches (e.g., nanoprecipitation, salting out, and emulsification-diffusion) thanks to the production efficiency, low variability, and high controllability of the production parameters. Nevertheless, the development of new formulations and the switching of the production process toward microfluidic platforms requires expensive and time-consuming number of experiments for the tuning of the formulation to obtain NPs with specific morphological and functional characteristics. In this work, we developed a computational fluid dynamic pipeline, validated through an ad hoc experimental strategy, to reproduce the mixing between the solvent and anti-solvent (i.e., acetonitrile and TRIS–HCl, respectively). Moreover, beyond the classical variables able to describe the mixing performances of the microfluidic chip, novel variables were described in order to assess the region of the NPs formation and the changing of the amplitude of the precipitation region according to different hydraulic conditions. The numerical approach proved to be able to capture a progressive reduction of the nanoprecipitation region due to an increment of the flow rate ratio; in parallel, through the experimental production, a progressive increment of the NPs size heterogeneity was observed with the same fluid dynamic conditions. Hence, the preliminary comparison between numerical and experimental evidence proved the effectiveness of the computational strategy to optimize the NPs manufacturing process.

Graphical Abstract

在过去几年中,由于生产效率高、可变性低、生产参数可控性强,纳米粒子(NPs)的微流体生产正在成为传统工业方法(如纳米沉淀法、盐析法和乳化扩散法)的一种有前途的替代方法。然而,新配方的开发和生产工艺向微流控平台的转变需要大量昂贵而耗时的实验来调整配方,以获得具有特定形态和功能特征的 NPs。在这项工作中,我们开发了一个计算流体动力学管道,并通过特别实验策略进行了验证,以重现溶剂和反溶剂(即分别为乙腈和 TRIS-HCl)之间的混合。此外,除了能够描述微流控芯片混合性能的经典变量外,还描述了新的变量,以评估 NPs 形成区域以及沉淀区域的振幅随不同水力条件的变化。事实证明,数值方法能够捕捉到纳米沉淀区域因流速比增加而逐渐缩小的现象;与此同时,通过实验生产,在相同的流体动力学条件下观察到了 NPs 尺寸异质性的逐渐增加。因此,数值和实验证据的初步比较证明了计算策略在优化 NPs 制造过程中的有效性。
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引用次数: 0
Predicting Knee Joint Contact Force Peaks During Gait Using a Video Camera or Wearable Sensors 使用摄像机或可穿戴传感器预测步态过程中膝关节接触力峰值
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-03 DOI: 10.1007/s10439-024-03594-x
Jere Lavikainen, Lauri Stenroth, Paavo Vartiainen, Tine Alkjær, Pasi A. Karjalainen, Marius Henriksen, Rami K. Korhonen, Mimmi Liukkonen, Mika E. Mononen

Purpose

Estimating loading of the knee joint may be helpful in managing degenerative joint diseases. Contemporary methods to estimate loading involve calculating knee joint contact forces using musculoskeletal modeling and simulation from motion capture (MOCAP) data, which must be collected in a specialized environment and analyzed by a trained expert. To make the estimation of knee joint loading more accessible, simple input predictors should be used for predicting knee joint loading using artificial neural networks.

Methods

We trained feedforward artificial neural networks (ANNs) to predict knee joint loading peaks from the mass, height, age, sex, walking speed, and knee flexion angle (KFA) of subjects using their existing MOCAP data. We also collected an independent MOCAP dataset while recording walking with a video camera (VC) and inertial measurement units (IMUs). We quantified the prediction accuracy of the ANNs using walking speed and KFA estimates from (1) MOCAP data, (2) VC data, and (3) IMU data separately (i.e., we quantified three sets of prediction accuracy metrics).

Results

Using portable modalities, we achieved prediction accuracies between 0.13 and 0.37 root mean square error normalized to the mean of the musculoskeletal analysis-based reference values. The correlation between the predicted and reference loading peaks varied between 0.65 and 0.91. This was comparable to the prediction accuracies obtained when obtaining predictors from motion capture data.

Discussion

The prediction results show that both VCs and IMUs can be used to estimate predictors that can be used in estimating knee joint loading outside the motion laboratory. Future studies should investigate the usability of the methods in an out-of-laboratory setting.

目的:估算膝关节负荷可能有助于治疗退行性关节疾病。目前估算负荷的方法包括使用肌肉骨骼建模和运动捕捉(MOCAP)数据模拟计算膝关节接触力,这些数据必须在专业环境中收集,并由训练有素的专家进行分析。为了使膝关节负荷的估算更容易操作,应使用简单的输入预测器,利用人工神经网络预测膝关节负荷:方法:我们训练了前馈人工神经网络(ANN),利用受试者现有的 MOCAP 数据,根据受试者的体重、身高、年龄、性别、行走速度和膝关节屈曲角(KFA)预测膝关节负荷峰值。我们还收集了一个独立的 MOCAP 数据集,同时使用摄像机(VC)和惯性测量单元(IMU)记录行走情况。我们使用来自 (1) MOCAP 数据、(2) VC 数据和 (3) IMU 数据的步行速度和 KFA 估计值分别量化了 ANN 的预测准确性(即,我们量化了三套预测准确性指标):使用便携式模式,我们的预测准确度介于 0.13 和 0.37 之间,均方根误差归一化为基于肌肉骨骼分析的参考值的平均值。预测加载峰值与参考加载峰值之间的相关性介于 0.65 和 0.91 之间。这与从运动捕捉数据中获取预测值时获得的预测精度相当:预测结果表明,VC 和 IMU 都可用于估算预测因子,这些预测因子可用于在运动实验室外估算膝关节负荷。未来的研究应调查这些方法在实验室外环境中的可用性。
{"title":"Predicting Knee Joint Contact Force Peaks During Gait Using a Video Camera or Wearable Sensors","authors":"Jere Lavikainen,&nbsp;Lauri Stenroth,&nbsp;Paavo Vartiainen,&nbsp;Tine Alkjær,&nbsp;Pasi A. Karjalainen,&nbsp;Marius Henriksen,&nbsp;Rami K. Korhonen,&nbsp;Mimmi Liukkonen,&nbsp;Mika E. Mononen","doi":"10.1007/s10439-024-03594-x","DOIUrl":"10.1007/s10439-024-03594-x","url":null,"abstract":"<div><h3>Purpose</h3><p>Estimating loading of the knee joint may be helpful in managing degenerative joint diseases. Contemporary methods to estimate loading involve calculating knee joint contact forces using musculoskeletal modeling and simulation from motion capture (MOCAP) data, which must be collected in a specialized environment and analyzed by a trained expert. To make the estimation of knee joint loading more accessible, simple input predictors should be used for predicting knee joint loading using artificial neural networks.</p><h3>Methods</h3><p>We trained feedforward artificial neural networks (ANNs) to predict knee joint loading peaks from the mass, height, age, sex, walking speed, and knee flexion angle (KFA) of subjects using their existing MOCAP data. We also collected an independent MOCAP dataset while recording walking with a video camera (VC) and inertial measurement units (IMUs). We quantified the prediction accuracy of the ANNs using walking speed and KFA estimates from (1) MOCAP data, (2) VC data, and (3) IMU data separately (i.e., we quantified three sets of prediction accuracy metrics).</p><h3>Results</h3><p>Using portable modalities, we achieved prediction accuracies between 0.13 and 0.37 root mean square error normalized to the mean of the musculoskeletal analysis-based reference values. The correlation between the predicted and reference loading peaks varied between 0.65 and 0.91. This was comparable to the prediction accuracies obtained when obtaining predictors from motion capture data.</p><h3>Discussion</h3><p>The prediction results show that both VCs and IMUs can be used to estimate predictors that can be used in estimating knee joint loading outside the motion laboratory. Future studies should investigate the usability of the methods in an out-of-laboratory setting.</p></div>","PeriodicalId":7986,"journal":{"name":"Annals of Biomedical Engineering","volume":"52 12","pages":"3280 - 3294"},"PeriodicalIF":3.0,"publicationDate":"2024-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10439-024-03594-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141888231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
On-field Head Acceleration Exposure Measurements Using Instrumented Mouthguards: Multi-stage Screening to Optimize Data Quality 使用仪器护齿进行现场头部加速度暴露测量:多阶段筛选,优化数据质量。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-03 DOI: 10.1007/s10439-024-03592-z
Adam C. Clansey, Daniel Bondi, Rebecca Kenny, David Luke, Zaryan Masood, Yuan Gao, Marko Elez, Songbai Ji, Alexander Rauscher, Paul van Donkelaar, Lyndia C. Wu

Instrumented mouthguards (iMGs) are widely applied to measure head acceleration event (HAE) exposure in sports. Despite laboratory validation, on-field factors including potential sensor skull-decoupling and spurious recordings limit data accuracy. Video analysis can provide complementary information to verify sensor data but lacks quantitative kinematics reference information and suffers from subjectivity. The purpose of this study was to develop a rigorous multi-stage screening procedure, combining iMG and video as independent measurements, aimed at improving the quality of on-field HAE exposure measurements. We deployed iMGs and gathered video recordings in a complete university men’s ice hockey varsity season. We developed a four-stage process that involves independent video and sensor data collection (Stage I), general screening (Stage II), cross verification (Stage III), and coupling verification (Stage IV). Stage I yielded 24,596 iMG acceleration events (AEs) and 17,098 potential video HAEs from all games. Approximately 2.5% of iMG AEs were categorized as cross-verified and coupled iMG HAEs after Stage IV, and less than 1/5 of confirmed or probable video HAEs were cross-verified with iMG data during stage III. From Stage I to IV, we observed lower peak kinematics (median peak linear acceleration from 36.0 to 10.9 g; median peak angular acceleration from 3922 to 942 rad/s2) and reduced high-frequency signals, indicative of potential reduction in kinematic noise. Our study proposes a rigorous process for on-field data screening and provides quantitative evidence of data quality improvements using this process. Ensuring data quality is critical in further investigation of potential brain injury risk using HAE exposure data.

带仪器的护齿(iMG)被广泛应用于测量运动中的头部加速度事件(HAE)暴露。尽管经过实验室验证,但现场因素(包括潜在的传感器头骨脱钩和虚假记录)限制了数据的准确性。视频分析可为验证传感器数据提供补充信息,但缺乏定量的运动学参考信息,且存在主观性。本研究的目的是开发一种严格的多阶段筛选程序,将 iMG 和视频作为独立测量方法相结合,旨在提高现场 HAE 暴露测量的质量。我们在一个完整的大学男子冰球校队赛季中部署了 iMG 并收集了视频记录。我们开发了一个四阶段流程,包括独立视频和传感器数据收集(第一阶段)、一般筛选(第二阶段)、交叉验证(第三阶段)和耦合验证(第四阶段)。第一阶段从所有游戏中获得了 24,596 个 iMG 加速事件 (AE) 和 17,098 个潜在视频 HAE。在第四阶段后,约有 2.5% 的 iMG AE 被归类为交叉验证和耦合 iMG HAE,而在第三阶段,只有不到 1/5 的已确认或可能的视频 HAE 与 iMG 数据进行了交叉验证。从第一阶段到第四阶段,我们观察到运动学峰值降低(线性加速度峰值中位数从 36.0 g 降至 10.9 g;角加速度峰值中位数从 3922 降至 942 rad/s2),高频信号减少,表明运动学噪声可能减少。我们的研究提出了严格的现场数据筛选流程,并提供了使用该流程提高数据质量的量化证据。确保数据质量对于利用 HAE 暴露数据进一步调查潜在脑损伤风险至关重要。
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引用次数: 0
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Annals of Biomedical Engineering
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