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Comparison of Hemodynamic Performance, Three-Dimensional Flow Fields, and Turbulence Levels for Three Different Heart Valves at Three Different Hemodynamic Conditions 三种不同心脏瓣膜在三种不同血流动力学条件下的血流动力学性能、三维流场和湍流水平比较
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-17 DOI: 10.1007/s10439-024-03584-z
Lorenzo Ferrari, Dominik Obrist

The hemodynamic performance of different prosthetic heart valves is difficult to compare among studies due to a variety of test conditions and experimental techniques. Existing studies are typically limited to one family of valves (biological or mechanical) and testing conditions of 5l/min and often lack sufficient spatial resolution. To address these limitations, a pulse duplicator with a multi-view imaging system (Tomo-PIV) was employed to investigate the three-dimensional flow field in the aortic root of three different valves: a tri-leaflet mechanical heart valve (TRIFLO, Novostia), a bi-leaflet mechanical heart valve (On-X, Artivion), and a biological heart valve (Perimount, Edwards Lifesciences). The valves were tested at low (3 l/min), normal (5 l/min), and elevated (7 l/min) cardiac output ((CO)) under hypotensive (40/60mmHg), normotensive (80/120mmHg), and moderate hypertensive (105/170mmHg) pressure conditions, respectively. Compared to the Perimount, peak mean velocity was − 33%, − 24%, − 18% for the TRIFLO and − 32%, − 20%, − 11% for the On-X at low, moderate, and elevated (CO), respectively. Corresponding peak (TKE) values decreased by − 66%, − 57%, − 44% (TRIFLO) and − 60%, − 50%, − 36% (On-X). At low (CO), (EOA) was lower for Perimount (1.07cm2) than for TRIFLO (1.47cm2) and On-X (1.52cm2), while it increased for elevated (CO) to 2.75cm2 (TRIFLO) and 2.16cm2 (Perimount and On-X). For all valves, increasing (CO) led to increased flow velocities, higher (EOA,) and higher levels of turbulence, and the spatial influence of the valve on the flow field in the ascending aorta was extended. (TKE) peaked closer to the STJ than for TRIFLO and Perimount.

由于测试条件和实验技术的不同,不同人工心脏瓣膜的血液动力学性能很难在不同研究中进行比较。现有的研究通常仅限于一种瓣膜(生物或机械瓣膜)和 5 升/分钟的测试条件,而且往往缺乏足够的空间分辨率。为了解决这些局限性,我们采用了带有多视角成像系统(Tomo-PIV)的脉冲复制器来研究三种不同瓣膜主动脉根部的三维流场:三叶机械心脏瓣膜(TRIFLO,Novostia)、双叶机械心脏瓣膜(On-X,Artivion)和生物心脏瓣膜(Perimount,Edwards Lifesciences)。这些瓣膜分别在低血压(40/60mmHg)、正常血压(80/120mmHg)和中度高血压(105/170mmHg)压力条件下进行低(3 升/分钟)、正常(5 升/分钟)和高(7 升/分钟)心输出量((CO))测试。与 Perimount 相比,TRIFLO 的峰值平均速度在低、中、高 (CO )时分别为 - 33%、 - 24%、 - 18%,On-X 为 - 32%、 - 20%、 - 11%。相应的峰值 (TKE)值分别下降了 - 66%、- 57%、- 44%(TRIFLO)和 - 60%、- 50%、- 36%(On-X)。在低(CO)时,Perimount(1.07cm2)的(EOA)低于 TRIFLO(1.47cm2)和 On-X(1.52cm2),而在(CO)升高时,(EOA)增加到 2.75cm2(TRIFLO)和 2.16cm2(Perimount 和 On-X)。对于所有瓣膜,(CO)的增加导致流速增加、(EOA,)增加和湍流水平增加,瓣膜对升主动脉流场的空间影响扩大。与 TRIFLO 和 Perimount 相比,TKE 的峰值更靠近 STJ。
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引用次数: 0
Relative Residence Time Can Account for Half of the Anatomical Variation in Fatty Streak Prevalence Within the Right Coronary Artery 相对停留时间可解释右冠状动脉内脂肪条纹发生率的一半解剖学差异
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-17 DOI: 10.1007/s10439-024-03607-9
Pratik Kandangwa, Kevin Cheng, Miten Patel, Spencer J. Sherwin, Ranil de Silva, Peter D. Weinberg

Purpose

The patchy anatomical distribution of atherosclerosis has been attributed to variation in haemodynamic wall shear stress (WSS). The consensus is that low WSS and a high Oscillatory Shear Index (OSI) trigger the disease. We found that atherosclerosis at aortic branch sites correlates threefold better with transverse WSS (transWSS), a metric which quantifies multidirectional near-wall flow. Coronary artery disease has greater clinical significance than aortic disease but computation of WSS metrics is complicated by the substantial vessel motion occurring during each cardiac cycle. Here we present the first comparison of the distribution of atherosclerosis with WSS metrics computed for moving coronary arteries.

Methods

Maps of WSS metrics were computed using dynamic geometries reconstructed from angiograms of ten non-stenosed human right coronary arteries (RCAs). They were compared with maps of fatty streak prevalence derived from a previous study of 1852 RCAs.

Results

Time average WSS (TAWSS), OSI, transWSS and the cross-flow index (CFI), a non-dimensional form of the transWSS, gave non-significant or significant but low spatial correlations with lesion prevalence. The highest correlation coefficient (0.71) was for the relative residence time (RRT), a metric that decreases with TAWSS and increases with OSI. The coefficient was not changed if RRT was calculated using CFI, which captures multidirectional WSS only, rather than OSI, which encompasses both multidirectional and oscillatory WSS.

Conclusion

Contrary to our earlier findings in the aorta, low WSS in combination with highly multidirectional flow correlates best with lesion location in the RCA, explaining approximately half of its anatomical variation.

目的 动脉粥样硬化的斑块状解剖分布是由于血流动力学壁剪切应力(WSS)的变化造成的。目前的共识是,低 WSS 和高振荡剪切指数(OSI)会诱发动脉粥样硬化。我们发现,主动脉分支部位的动脉粥样硬化与横向壁剪应力(transWSS)的相关性要好三倍,而横向壁剪应力是一种量化多向近壁流动的指标。冠状动脉疾病的临床意义大于主动脉疾病,但由于每个心动周期中都会发生大量的血管运动,因此计算 WSS 指标非常复杂。在此,我们首次将动脉粥样硬化的分布情况与移动冠状动脉的 WSS 指标进行了比较。方法使用从 10 条未闭合的人体右冠状动脉(RCA)血管造影中重建的动态几何图形计算 WSS 指标图。结果时间平均 WSS(TAWSS)、OSI、反向 WSS 和横流指数(CFI,反向 WSS 的一种非维度形式)与病变发生率的空间相关性不显著或显著但较低。相关系数最高(0.71)的是相对停留时间(RRT),该指标随 TAWSS 的降低而降低,随 OSI 的升高而升高。结论与我们之前在主动脉中的发现相反,低 WSS 与高度多向流结合与 RCA 病变位置的相关性最好,约占其解剖变化的一半。
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引用次数: 0
Shear Stress Induces a Time-Dependent Inflammatory Response in Human Monocyte-Derived Macrophages 剪切应力诱导人类单核细胞衍生巨噬细胞产生时间依赖性炎症反应
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-17 DOI: 10.1007/s10439-024-03546-5
Elysa Jui, Griffin Kingsley, Hong Kim T. Phan, Kavya L. Singampalli, Ravi K. Birla, Jennifer P. Connell, Sundeep G. Keswani, K. Jane Grande-Allen

Macrophages are innate immune cells that are known for their extreme plasticity, enabling diverse phenotypes that lie on a continuum. In a simplified model, they switch between pro-inflammatory (M1) and anti-inflammatory (M2) phenotypes depending on surrounding microenvironmental cues, which have been implicated in disease outcomes. Although considerable research has been focused on macrophage response to biochemical cues and mechanical signals, there is a scarcity of knowledge surrounding their behavior in response to shear stress. In this study, we applied varying magnitudes of shear stress on human monocyte-derived macrophages (MDMs) using a cone-and-plate viscometer and evaluated changes in morphology, gene expression, protein expression, and cytokine secretion over time. MDMs exposed to shear stress exhibited a rounder morphology compared to statically-cultured controls. RT-qPCR results showed significant upregulation of TNF-α, and analysis of cytokine release revealed increased secretion of IL-8, IL-18, fractalkine, and other chemokines. The upregulation of pro-inflammatory factors was evident with both increasing magnitudes of shear and time. Taken together, these results indicate that prolonged shear exposure induced a pro-inflammatory phenotype in human MDMs. These findings have implications for medical technology development, such as in situ vascular graft design wherein macrophages are exposed to shear and have been shown to affect graft resorption, and in delineating disease pathophysiology, for example to further illuminate the role of macrophages in atherosclerosis where shear is directly related to disease outcome.

巨噬细胞是一种先天性免疫细胞,以其极强的可塑性而闻名,能产生连续的多种表型。在一个简化模型中,巨噬细胞会根据周围微环境线索在促炎(M1)和抗炎(M2)表型之间切换,这与疾病结果有关。虽然大量研究都集中在巨噬细胞对生化线索和机械信号的反应上,但有关它们对剪切应力的反应行为的知识还很匮乏。在这项研究中,我们使用锥板粘度计对人类单核细胞衍生巨噬细胞(MDMs)施加了不同程度的剪切应力,并评估了其形态、基因表达、蛋白质表达和细胞因子分泌随时间的变化。与静态培养的对照组相比,暴露在剪切应力下的 MDM 形态更圆。RT-qPCR 结果显示 TNF-α 明显上调,细胞因子释放分析显示 IL-8、IL-18、fractalkine 和其他趋化因子分泌增加。随着剪切力和时间的增加,促炎因子的上调都很明显。综上所述,这些结果表明,长时间的剪切暴露会诱导人类 MDMs 产生促炎表型。这些发现对医疗技术的开发具有重要意义,例如在原位血管移植设计中,巨噬细胞暴露在剪切力下,已被证明会影响移植体的吸收;对疾病病理生理学的研究也具有重要意义,例如进一步阐明巨噬细胞在动脉粥样硬化中的作用,因为剪切力与疾病结果直接相关。
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引用次数: 0
Characterization of Composite Agarose–Collagen Hydrogels for Chondrocyte Culture 用于软骨细胞培养的琼脂糖-胶原复合水凝胶的表征
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-14 DOI: 10.1007/s10439-024-03613-x
Clarisse Zigan, Claudia Benito Alston, Aritra Chatterjee, Luis Solorio, Deva D. Chan

To elucidate the mechanisms of cellular mechanotransduction, it is necessary to employ biomaterials that effectively merge biofunctionality with appropriate mechanical characteristics. Agarose and collagen separately are common biopolymers used in cartilage mechanobiology and mechanotransduction studies but lack features that make them ideal for functional engineered cartilage. In this study, agarose is blended with collagen type I to create hydrogels with final concentrations of 4% w/v or 2% w/v agarose with 2 mg/mL collagen. We hypothesized that the addition of collagen into a high-concentration agarose hydrogel does not diminish mechanical properties. Acellular and cell-laden studies were completed to assess rheologic and compressive properties, contraction, and structural homogeneity in addition to cell proliferation and sulfated glycosaminoglycan production. Over 21 days in culture, cellular 4% agarose–2 mg/mL collagen I hydrogels seeded with primary murine chondrocytes displayed structural and bulk mechanical behaviors that did not significantly alter from 4% agarose-only hydrogels, cell proliferation, and continual glycosaminoglycan production, indicating promise toward the development of an effective hydrogel for chondrocyte mechanotransduction and mechanobiology studies.

要阐明细胞的机械传导机制,就必须采用能有效融合生物功能与适当机械特性的生物材料。琼脂糖和胶原蛋白分别是软骨机械生物学和机械传导研究中常用的生物聚合物,但它们缺乏使其成为功能工程软骨理想材料的特性。在这项研究中,琼脂糖与 I 型胶原混合,制成最终浓度为 4% w/v 或 2% w/v 的琼脂糖与 2 mg/mL 胶原的水凝胶。我们假设,在高浓度琼脂糖水凝胶中加入胶原蛋白不会降低机械性能。除了细胞增殖和硫酸化氨基糖的生成外,我们还完成了细胞和细胞负载研究,以评估流变和压缩特性、收缩和结构均匀性。在 21 天的培养过程中,接种了原代小鼠软骨细胞的 4% 琼脂糖-2 毫克/毫升胶原 I 水凝胶显示出的结构和体积机械行为与纯 4% 琼脂糖水凝胶、细胞增殖和持续糖胺聚糖生成相比没有显著变化,这表明有望开发出一种有效的水凝胶,用于软骨细胞机械传导和机械生物学研究。
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引用次数: 0
Characterization of an Advanced Blast Simulator for Investigation of Large Scale Blast Traumatic Brain Injury Studies 先进爆炸模拟器的特性,用于调查大规模爆炸创伤性脑损伤研究
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-14 DOI: 10.1007/s10439-024-03618-6
Allison J. Nelson, David Ritzel, Noah Showalter, Danny Boppe, Andy Riegel, Pamela J. VandeVord

Blast traumatic brain injury (bTBI) is a prominent military health concern. The pervasiveness and long-term impacts of this injury highlight the need for investigation of the physiological outcomes of bTBI. Preclinical models allow for the evaluation of behavioral and neuropathological sequelae associated with bTBI. Studies have implemented rodent models to investigate bTBI due to the relative small size and low cost; however, a large animal model with similar neuroanatomical structure to humans is essential for clinical translation. Small blast simulators are used to induce bTBI in rodents, but a large animal model demands a larger device. This study describes a large advanced blast simulator (ABS4) that is a gas-detonation-driven system consisting of 5 sections totaling 40 ft in length with a cross-section of 4 × 4 ft at the test section. It is highly suitable for large animals and human surrogate investigations. This work characterized the ABS4 in preparation of large-scale bTBI testing. An array of tests were conducted with target overpressures in the test section ranging from 10 to 50 psi, and the pressure-time profiles clearly illustrate the essential characteristics of a free-field blast wave, specifically a sharp peak pressure and a defined negative phase. Multiple blast tests conducted at the same target pressure produced very similar pressure profiles, exhibiting the reproducibility of the ABS4 system. With its extensive range of pressures and substantial size, the ABS4 will permit military-relevant translational blast testing.

爆炸性创伤性脑损伤(bTBI)是一个突出的军事健康问题。这种损伤的普遍性和长期影响凸显了研究 bTBI 生理结果的必要性。临床前模型可以评估与 bTBI 相关的行为和神经病理学后遗症。由于啮齿类动物体型相对较小,成本较低,因此研究人员采用啮齿类动物模型来研究 bTBI;但是,具有与人类相似神经解剖结构的大型动物模型对于临床转化至关重要。小型爆炸模拟器可用于诱导啮齿类动物的 bTBI,但大型动物模型需要更大的设备。本研究介绍了一种大型先进爆炸模拟器(ABS4),它是一种气体引爆驱动系统,由 5 个部分组成,总长 40 英尺,测试部分的横截面为 4 × 4 英尺。该系统非常适合大型动物和人体替代研究。这项工作对 ABS4 进行了鉴定,以便为大规模 bTBI 测试做准备。在测试区进行了一系列测试,目标超压从 10 到 50 psi 不等,压力-时间曲线清楚地说明了自由场爆炸波的基本特征,特别是尖锐的峰值压力和确定的负相位。在同一目标压力下进行的多次爆破测试产生了非常相似的压力曲线,显示了 ABS4 系统的可重复性。ABS4 具有广泛的压力范围和较大的尺寸,可以进行军事相关的平移爆炸试验。
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引用次数: 0
Rise of Public Medical Schools in the Philippines: Proactive Approach in Addressing ‘Brain Drain’ of Healthcare Professionals 菲律宾公立医学院的崛起:解决医疗保健专业人员 "人才外流 "问题的积极方法
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-09 DOI: 10.1007/s10439-024-03619-5
Danilo V. Rogayan Jr., Roy N. Villalobos

The migration of healthcare professionals from the Philippines, known as the ‘brain drain,’ poses a significant challenge to the nation’s health system. The shortfall in healthcare workers, exacerbated by this exodus, threatens disease control and overall public health. However, the rise of public medical schools offers a strategic response to this crisis. With new programs approved by the Commission on Higher Education, state universities are expanding access to medical education, particularly in underserved regions. This initiative is crucial for addressing the immediate shortage of healthcare professionals and building a more resilient and self-sustaining healthcare workforce in the Philippines.

被称为 "人才外流 "的菲律宾医疗保健专业人员的迁移对菲律宾的医疗保健系统构成了重大挑战。外流加剧了医护人员的短缺,威胁到疾病控制和整体公共卫生。然而,公立医学院的兴起为应对这一危机提供了战略对策。通过高等教育委员会批准的新项目,州立大学正在扩大医学教育的覆盖面,尤其是在医疗服务不足的地区。这一举措对于解决菲律宾医疗保健专业人员短缺的燃眉之急以及建设一支更具复原力和自我维持能力的医疗保健队伍至关重要。
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引用次数: 0
Sonothrombolysis Using Microfluidically Produced Microbubbles in a Murine Model of Deep Vein Thrombosis 在深静脉血栓形成的小鼠模型中使用微流体产生的微气泡进行声波溶栓。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-09 DOI: 10.1007/s10439-024-03609-7
Yanjun Xie, Yi Huang, Hugo C. S. Stevenson, Li Yin, Kaijie Zhang, Zain Husain Islam, William Aaron Marcum, Campbell Johnston, Nicholas Hoyt, Eric William Kent, Bowen Wang, John A. Hossack

The need for safe and effective methods to manage deep vein thrombosis (DVT), given the risks associated with anticoagulants and thrombolytic agents, motivated research into innovative approaches to resolve blood clots. In response to this challenge, sonothrombolysis is being explored as a technique that combines microbubbles, ultrasound, and thrombolytic agents to facilitate the aggressive dissolution of thrombi. Prior studies have indicated that relatively large microbubbles accelerate the dissolution process, either in an in vitro or an arterial model. However, sonothrombolysis using large microbubbles must be evaluated in venous thromboembolism diseases, where blood flow velocity is not comparable. In this study, the efficacy of sonothrombolysis was validated in a murine model of pre-existing DVT. During therapy, microfluidically produced microbubbles of 18 μm diameter and recombinant tissue plasminogen activator (rt-PA) were administered through a tail vein catheter for 30 min, while ultrasound was applied to the abdominal region of the mice. Three-dimensional ultrasound scans were performed before and after therapy for quantification. The residual volume of the thrombi was 20% in animals post sonothrombolysis versus 52% without therapy ((p = 0.012 < 0.05)), indicating a significant reduction in DVT volume. Histological analysis of tissue sections confirmed a reduction in DVT volume post-therapy. Therefore, large microbubbles generated from a microfluidic device show promise in ultrasound-assisted therapy to address concerns related to venous thromboembolism.

鉴于抗凝剂和溶栓药物的相关风险,人们需要安全有效的方法来治疗深静脉血栓(DVT),这促使人们研究创新的方法来溶解血栓。为了应对这一挑战,人们正在探索一种将微气泡、超声波和溶栓药物结合在一起的技术,以促进血栓的积极溶解。先前的研究表明,在体外或动脉模型中,相对较大的微气泡可加速溶解过程。然而,在血流速度无法与之相比的静脉血栓栓塞疾病中,必须对使用大型微气泡的声波溶栓进行评估。在这项研究中,声波溶栓的疗效在已有深静脉血栓的小鼠模型中得到了验证。在治疗过程中,通过尾静脉导管给小鼠注射直径为 18 μm 的微流控气泡和重组组织纤溶酶原激活剂(rt-PA)30 分钟,同时对小鼠腹部区域进行超声波照射。治疗前后均进行了三维超声扫描,以进行量化。超声溶栓治疗后的动物血栓残余体积为20%,而未接受治疗时为52%(P = 0.012 0.05),表明深静脉血栓体积显著减少。组织切片的组织学分析证实了治疗后深静脉血栓体积的减少。因此,由微流体设备产生的大型微气泡有望用于超声辅助治疗,以解决与静脉血栓栓塞有关的问题。
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引用次数: 0
Predicting Steady-State Metabolic Power in Cerebral Palsy, Stroke, and the Elderly During Walking With and Without Assistive Devices 预测脑瘫、中风和老年人使用和不使用辅助设备行走时的稳态代谢功率
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-08 DOI: 10.1007/s10439-024-03614-w
Karl Harshe, Benjamin C. Conner, Zachary F. Lerner

Purpose

Individuals with walking impairment, such as those with cerebral palsy, often face challenges in leading physically active lives due to the high energy cost of movement. Assistive devices like powered exoskeletons aim to alleviate this burden and improve mobility. Traditionally, optimizing the effectiveness of such devices has relied on time-consuming laboratory-based measurements of energy expenditure, which may not be feasible for some patient populations. To address this, our study aimed to enhance the state-of-the-art predictive model for estimating steady-state metabolic rate from 2-min walking trials to include individuals with and without walking disabilities and for a variety of terrains and wearable device conditions.

Methods

Using over 200 walking trials collected from eight prior exoskeleton-related studies, we trained a simple linear machine learning model to predict metabolic power at steady state based on condition-specific factors, such as whether the trial was conducted on a treadmill (level or incline) or outdoors, as well as demographic information, such as the participant’s weight or presence of walking impairment, and 2 minutes of metabolic data.

Results

We demonstrated the ability to predict steady-state metabolic rate to within an accuracy of 4.71 ± 2.7% on average across all walking conditions and patient populations, including with assistive devices and on different terrains.

Conclusion

This work seeks to unlock the use of in-the-loop optimization of wearable assistive devices in individuals with limited walking capacity. A freely available MATLAB application allows other researchers to easily apply our model.

目的:有行走障碍的人,如脑瘫患者,由于运动能量成本高,往往在过积极的体育生活方面面临挑战。动力外骨骼等辅助设备旨在减轻这种负担并改善行动能力。传统上,优化这类设备的有效性依赖于耗时的实验室能量消耗测量,而这对某些患者群体来说可能并不可行。为了解决这个问题,我们的研究旨在加强从 2 分钟步行试验中估算稳态代谢率的最新预测模型,以包括有步行障碍和无步行障碍的人,以及各种地形和可穿戴设备条件下的人:我们利用之前八项外骨骼相关研究中收集的 200 多次步行试验,训练了一个简单的线性机器学习模型,根据特定条件因素(如试验是在跑步机(水平或倾斜)上还是在户外进行)以及人口统计学信息(如参与者的体重或是否存在步行障碍)和 2 分钟的代谢数据来预测稳态代谢功率:结果:我们证明了预测稳态代谢率的能力,在所有步行条件和患者人群中,包括使用辅助设备和在不同地形上,预测准确率平均为 4.71 ± 2.7%:这项研究旨在为行走能力受限的个人提供可穿戴辅助设备的环内优化。免费提供的 MATLAB 应用程序可让其他研究人员轻松应用我们的模型。
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引用次数: 0
Human Tooth Crack Image Analysis with Multiple Deep Learning Approaches. 利用多种深度学习方法分析人类牙齿裂纹图像。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-06 DOI: 10.1007/s10439-024-03615-9
Zheng Li, Zhongqiang Li, Ya Zhang, Huaizhi Wang, Xin Li, Jian Zhang, Waleed Zaid, Shaomian Yao, Jian Xu

Tooth cracks, one of the most common dental diseases, can result in the tooth falling apart without prompt treatment; dentists also have difficulty locating cracks, even with X-ray imaging. Indocyanine green (ICG) assisted near-infrared fluorescence (NIRF) dental imaging technique can solve this problem due to the deep penetration of NIR light and the excellent fluorescence characteristics of ICG. This study extracted 593 human cracked tooth images and 601 non-cracked tooth images from NIR imaging videos. Multiple imaging analysis methods such as classification, object detection, and super-resolution were applied to the dataset for cracked image analysis. Our results showed that machine learning methods could help analyze tooth crack efficiently: the tooth images with cracks and without cracks could be well classified with the pre-trained residual network and squeezenet1_1 models, with a classification accuracy of 88.2% and 94.25%, respectively; the single shot multi-box detector (SSD) was able to recognize cracks, even if the input image was at a different size from the original cracked image; the super-resolution (SR) model, SR-generative adversarial network demonstrated enhanced resolution of crack images using high-resolution concrete crack images as the training dataset. Overall, deep learning model-assisted human crack analysis improves crack identification; the combination of our NIR dental imaging system and deep learning models has the potential to assist dentists in crack diagnosis.

牙齿裂缝是最常见的牙科疾病之一,不及时治疗会导致牙齿脱落;牙医也很难找到裂缝的位置,即使使用 X 射线成像也是如此。吲哚菁绿(ICG)辅助近红外荧光(NIRF)牙科成像技术可以解决这一问题,因为近红外光的穿透力很深,而且 ICG 具有优异的荧光特性。本研究从近红外成像视频中提取了 593 幅人类裂纹牙图像和 601 幅非裂纹牙图像。该数据集采用了多种成像分析方法,如分类、物体检测和超分辨率,用于裂纹图像分析。结果表明,机器学习方法可以帮助有效地分析牙齿裂纹:使用预训练的残差网络和 squeezenet1_1 模型可以很好地对有裂纹和无裂纹的牙齿图像进行分类,分类准确率分别为 88.2% 和 94.25%;单枪多箱检测器(SSD)能够识别裂纹,即使输入图像的尺寸与原始裂纹图像不同;超分辨率(SR)模型、SR-生成对抗网络使用高分辨率混凝土裂纹图像作为训练数据集,证明了裂纹图像分辨率的增强。总之,深度学习模型辅助人类裂纹分析提高了裂纹识别能力;我们的近红外牙科成像系统与深度学习模型的结合有望帮助牙医进行裂纹诊断。
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引用次数: 0
In Vivo Deformation of the Human Basilar Artery 人体基底动脉的活体变形
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-06 DOI: 10.1007/s10439-024-03605-x
Jaemin Kim, Kaiyu Zhang, Gador Canton, Niranjan Balu, Kenneth Meyer, Reza Saber, David Paydarfar, Chun Yuan, Michael S. Sacks

An estimated 6.8 million people in the United States have an unruptured intracranial aneurysms, with approximately 30,000 people suffering from intracranial aneurysms rupture each year. Despite the development of population-based scores to evaluate the risk of rupture, retrospective analyses have suggested the limited usage of these scores in guiding clinical decision-making. With recent advancements in imaging technologies, artery wall motion has emerged as a promising biomarker for the general study of neurovascular mechanics and in assessing the risk of intracranial aneurysms. However, measuring arterial wall deformations in vivo itself poses several challenges, including how to image local wall motion and deriving the anisotropic wall strains over the cardiac cycle. To overcome these difficulties, we first developed a novel in vivo MRI-based imaging method to acquire cardiac gated images of the human basilar artery (BA) over the cardiac cycle. Next, complete BA endoluminal surfaces from each frame were segmented, producing high-resolution point clouds of the endoluminal surfaces. From these point clouds we developed a novel B-spline-based surface representation, then exploited the local support nature of B-splines to determine the local endoluminal surface strains. Results indicated distinct regional and temporal variations in BA wall deformation, highlighting the heterogeneous nature BA function. These included large circumferential strains (up to (sim) 20 (%)), and small longitudinal strains, which were often contractile and out of phase with the circumferential strains patterns. Of particular interest was the temporal phase lag in the maximum circumferential perimeter length, which indicated that the BA deforms asynchronously over the cardiac cycle. In summary, the proposed method enabled local deformation analysis, allowing for the successful reproduction of local features of the BA, such as regional principal stretches, areal changes, and pulsatile motion. Integrating the proposed method into existing population-based scores has the potential to improve our understanding of mechanical properties of human BA and enhance clinical decision-making.

据估计,美国有 680 万人患有未破裂的颅内动脉瘤,每年约有 3 万人颅内动脉瘤破裂。尽管开发了基于人群的评分来评估破裂风险,但回顾性分析表明,这些评分在指导临床决策方面的作用有限。随着最近成像技术的进步,动脉壁运动已成为神经血管力学综合研究和评估颅内动脉瘤风险的一种有前途的生物标志物。然而,在体内测量动脉壁变形本身就面临着一些挑战,包括如何对局部动脉壁运动进行成像,以及如何得出心动周期中各向异性的动脉壁应变。为了克服这些困难,我们首先开发了一种基于核磁共振成像的新型体内成像方法,以获取人基底动脉(BA)在心动周期内的心脏选通图像。然后,对每一帧图像中完整的基底动脉内腔表面进行分割,生成内腔表面的高分辨率点云。根据这些点云,我们开发了一种基于 B-样条曲线的新型表面表示法,然后利用 B-样条曲线的局部支持特性来确定局部腔内表面应变。结果表明 BA 管壁变形具有明显的区域性和时间性差异,凸显了 BA 功能的异质性。其中包括较大的周向应变(高达 20%)和较小的纵向应变,纵向应变通常是收缩性的,与周向应变模式不同步。尤其值得注意的是最大周长的时相滞后,这表明 BA 在心动周期中的变形是不同步的。总之,所提出的方法能够进行局部变形分析,从而成功再现 BA 的局部特征,如区域主要伸展、面积变化和搏动运动。将所提出的方法整合到现有的基于人群的评分中,有可能提高我们对人体 BA 机械特性的认识,并加强临床决策。
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Annals of Biomedical Engineering
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