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Expanded Combined Loading Injury Criterion for the Human Lumbar Spine Under Dynamic Compression 人体腰椎在动态挤压下的扩展组合负荷损伤标准
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-06 DOI: 10.1007/s10439-024-03570-5
Maria Ortiz-Paparoni, Joost Op ‘t Eynde, Christopher Eckersley, Concetta Morino, Mitchell Abrams, Derek Pang, Jason Kait, Frank Pintar, Narayan Yoganandan, Jason Moore, David Barnes, Kathryn Loftis, Cameron R. Bass

Contemporary injury tolerance of the lumbar spine for under-body blast references axial compression and bending moments in a limited range. Since injuries often occur in a wider range of flexion and extension with increased moment contribution, this study expands a previously proposed combined loading injury criterion for the lumbar spine. Fifteen cadaveric lumbar spine failure tests with greater magnitudes of eccentric loading were incorporated into an existing injury criterion to augment its applicability and a combined loading injury risk model was proposed by means of survival analysis. A loglogistic distribution was the most representative of injury risk, resulting in optimized critical values of Fr,crit = 6011 N, and My,crit = 904 Nm for the proposed combined loading metric. The 50% probability of injury resulted in a combined loading metric value of 1, with 0.59 and 1.7 corresponding to 5 and 95% injury risk, respectively. The inclusion of eccentric loaded specimens resulted in an increased contribution of the bending moment relative to the previously investigated flexion/extension range (previous My,crit = 1155 Nm), with the contribution of the resultant sagittal force reduced by nearly 200 N (previous Fr,crit = 5824 N). The new critical values reflect an expanded flexion/extension range of applicability of the previously proposed combined loading injury criterion for the human lumbar spine during dynamic compression.

当代腰椎对体下爆炸的损伤耐受性参考了有限范围内的轴向压缩和弯曲力矩。由于损伤通常发生在更大的屈伸范围内,且力矩贡献增大,因此本研究扩展了之前提出的腰椎综合加载损伤标准。在现有的损伤标准中加入了 15 项具有更大偏心载荷的尸体腰椎损伤测试,以增强其适用性,并通过生存分析提出了综合载荷损伤风险模型。对数分布是最能代表损伤风险的分布,从而为所提出的综合加载指标优化了临界值 Fr,crit = 6011 N 和 My,crit = 904 Nm。受伤概率为 50%的组合加载指标值为 1,0.59 和 1.7 分别对应于 5%和 95%的受伤风险。与之前研究的屈伸范围相比,偏心加载试样的加入增加了弯曲力矩的贡献(之前的My,crit = 1155牛米),由此产生的矢状力的贡献减少了近200牛米(之前的Fr,crit = 5824牛米)。新的临界值反映了之前提出的人体腰椎在动态压缩过程中的综合负荷损伤标准的适用范围扩大了。
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引用次数: 0
Ultrasound Probe Pressure Affects Aortic Wall Stiffness: A Patient-Specific Computational Study in Abdominal Aortic Aneurysms 超声探头压力影响主动脉壁硬度:针对腹主动脉瘤患者的计算研究。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-04 DOI: 10.1007/s10439-024-03608-8
Marta Irene Bracco, Ali Akbar Karkhaneh Yousefi, Laurence Rouet, Stéphane Avril

Purpose:

Ultrasound imaging is key in the management of patients with an abdominal aortic aneurysm (AAA). It was recently shown that the cyclic diameter variations between diastole and systole, which can be quantified with US imaging, increase significantly with the strength of the applied probe pressure on the patient’s abdomen. The goal of this study is to investigate this effect more thoroughly.

Methods:

With finite-element modeling, pulsatile blood pressure and probe pressure are simulated in three patient-specific geometries. Two distinct models for the aortic wall were simulated: a nonlinear hyperelastic and a linear elastic model. In addition, varying stiffness was considered for the surrounding tissues. The effect of light, moderate, and firm probe pressure was quantified on the stresses and strains in the aortic wall, and on two in vivo stiffness measures. In addition, the Elasticity Loss Index was proposed to quantify the change in stiffness due to probe pressure.

Results:

Firm probe pressure decreased the measured aortic stiffness, and material stiffness was affected only when the wall was modeled as nonlinear, suggesting a shift in the stress–strain curve. In addition, stiffer surrounding tissues and a more elongated aneurysm sac decreased the responsiveness to the probe pressure.

Conclusion:

The effect of probe pressure on the AAA wall stiffness was clarified. In particular, the AAA wall nonlinear behavior was found to be of primary importance in determining the probe pressure response. Thus, further work will intend to make use of this novel finding in a clinical context.

目的:超声成像是治疗腹主动脉瘤(AAA)患者的关键。最近的研究表明,可通过超声成像量化的舒张期和收缩期之间的周期性直径变化会随着患者腹部探头压力的增加而显著增加。本研究的目的是更深入地研究这一影响:方法:通过有限元建模,模拟了三种患者特定几何形状下的搏动血压和探头压力。模拟了主动脉壁的两种不同模型:非线性超弹性模型和线性弹性模型。此外,还考虑了周围组织的不同硬度。对轻度、中度和重度探针压力对主动脉壁应力和应变的影响,以及对两种体内硬度测量值的影响进行了量化。此外,还提出了弹性损失指数来量化探针压力导致的硬度变化:结果:坚硬的探针压力降低了测得的主动脉刚度,只有当主动脉壁被模拟为非线性时,材料刚度才会受到影响,这表明应力-应变曲线发生了变化。此外,较硬的周围组织和较长的动脉瘤囊也降低了对探针压力的响应速度:结论:探头压力对 AAA 壁僵硬度的影响已得到明确。结论:探头压力对动脉瘤壁刚度的影响得到了澄清,尤其是发现动脉瘤壁的非线性行为在决定探头压力响应方面起着至关重要的作用。因此,进一步的工作将是把这一新发现应用于临床。
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引用次数: 0
Analysis of Fluid–Structure Interaction Mechanisms for a Native Aortic Valve, Patient-Specific Ozaki Procedure, and a Bioprosthetic Valve 分析原生主动脉瓣、患者特异性尾崎手术和生物人工瓣膜的流体-结构相互作用机制。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-03 DOI: 10.1007/s10439-024-03566-1
Tom Fringand, Loic Mace, Isabelle Cheylan, Marien Lenoir, Julien Favier

The Ozaki procedure is a surgical technique which avoids to implant foreign aortic valve prostheses in human heart, using the patient’s own pericardium. Although this approach has well-identified benefits, it is still a topic of debate in the cardiac surgical community, which prevents its larger use to treat valve pathologies. This is linked to the actual lack of knowledge regarding the dynamics of tissue deformations and surrounding blood flow for this autograft pericardial valve. So far, there is no numerical study examining the coupling between the blood flow characteristics and the Ozaki leaflets dynamics. To fill this gap, we propose here a comprehensive comparison of various performance criteria between a healthy native valve, its pericardium-based counterpart, and a bioprosthetic solution, this is done using a three-dimensional fluid–structure interaction solver. Our findings reveal similar physiological dynamics between the valves but with the emergence of fluttering for the Ozaki leaflets and higher velocity and wall shear stress for the bioprosthetic heart valve.

尾崎手术是一种外科技术,它利用患者自身的心包,避免将外来的主动脉瓣假体植入人体心脏。虽然这种方法的优点已被证实,但在心脏外科界仍是一个争论不休的话题,这阻碍了它在治疗瓣膜病变方面的广泛应用。这与对这种自体移植心包瓣膜的组织变形和周围血流动力学缺乏了解有关。迄今为止,还没有任何数值研究对血流特性和尾崎瓣叶动力学之间的耦合进行过研究。为了填补这一空白,我们在此提出对健康的原生瓣膜、基于心包的同类瓣膜和生物人工瓣膜解决方案的各种性能标准进行综合比较,并使用三维流体与结构相互作用求解器进行比较。我们的研究结果表明,这两种瓣膜的生理动态相似,但 Ozaki 瓣膜会出现扑动,而生物人工心脏瓣膜的速度和壁剪应力更高。
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引用次数: 0
Super-Resolving and Denoising 4D flow MRI of Neurofluids Using Physics-Guided Neural Networks. 利用物理引导神经网络对神经流体的四维流磁共振成像进行超分辨率和去噪。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-02 DOI: 10.1007/s10439-024-03606-w
Neal M Patel, Emily R Bartusiak, Sean M Rothenberger, A J Schwichtenberg, Edward J Delp, Vitaliy L Rayz

Purpose: To obtain high-resolution velocity fields of cerebrospinal fluid (CSF) and cerebral blood flow by applying a physics-guided neural network (div-mDCSRN-Flow) to 4D flow MRI.

Methods: The div-mDCSRN-Flow network was developed to improve spatial resolution and denoise 4D flow MRI. The network was trained with patches of paired high-resolution and low-resolution synthetic 4D flow MRI data derived from computational fluid dynamic simulations of CSF flow within the cerebral ventricles of five healthy cases and five Alzheimer's disease cases. The loss function combined mean squared error with a binary cross-entropy term for segmentation and a divergence-based regularization term for the conservation of mass. Performance was assessed using synthetic 4D flow MRI in one healthy and one Alzheimer' disease cases, an in vitro study of healthy cerebral ventricles, and in vivo 4D flow imaging of CSF as well as flow in arterial and venous blood vessels. Comparison was performed to trilinear interpolation, divergence-free radial basis functions, divergence-free wavelets, 4DFlowNet, and our network without divergence constraints.

Results: The proposed network div-mDCSRN-Flow outperformed other methods in reconstructing high-resolution velocity fields from synthetic 4D flow MRI in healthy and AD cases. The div-mDCSRN-Flow network reduced error by 22.5% relative to linear interpolation for in vitro core voxels and by 49.5% in edge voxels.

Conclusion: The results demonstrate generalizability of our 4D flow MRI super-resolution and denoising approach due to network training using flow patches and physics-based constraints. The mDCSRN-Flow network can facilitate MRI studies involving CSF flow measurements in cerebral ventricles and association of MRI-based flow metrics with cerebrovascular health.

目的:通过将物理引导神经网络(div-mDCSRN-Flow)应用于四维血流磁共振成像,获得高分辨率的脑脊液(CSF)和脑血流速度场:div-mDCSRN-Flow 网络是为提高空间分辨率和去噪 4D 血流 MRI 而开发的。该网络使用从五例健康病例和五例阿尔茨海默病病例脑室内 CSF 流动的计算流体动力学模拟中获得的成对高分辨率和低分辨率合成 4D 流量 MRI 数据片段进行训练。损失函数结合了用于分割的均方误差和二元交叉熵项,以及用于质量守恒的基于发散的正则化项。使用合成的 4D 流量 MRI 评估了一个健康病例和一个阿尔茨海默病病例的性能、健康脑室的体外研究、CSF 的体内 4D 流量成像以及动脉和静脉血管中的流量。与三线性插值、无发散径向基函数、无发散小波、4DFlowNet 和我们的无发散约束网络进行了比较:结果:在根据健康和注意力缺失症病例的合成四维血流磁共振成像重建高分辨率速度场方面,提议的网络 div-mDCSRN-Flow 优于其他方法。div-mDCSRN-Flow 网络与线性插值法相比,体外核心体素的误差减少了 22.5%,边缘体素的误差减少了 49.5%:结果表明,我们的四维血流磁共振成像超分辨率和去噪方法具有通用性,这得益于使用血流补丁和基于物理的约束条件进行的网络训练。mDCSRN-Flow 网络可促进涉及脑室 CSF 流量测量的磁共振成像研究,并将基于磁共振成像的流量指标与脑血管健康联系起来。
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引用次数: 0
Development of an Injectable Hydrogel for Histotripsy Ablation Toward Future Glioblastoma Therapy Applications 开发可注射的组织切削消融水凝胶,面向未来的胶质母细胞瘤治疗应用。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-30 DOI: 10.1007/s10439-024-03601-1
Zerin Mahzabin Khan, Junru Zhang, Jessica Gannon, Blake N. Johnson, Scott S. Verbridge, Eli Vlaisavljevich

Glioblastoma (GBM) is the most common and malignant type of primary brain tumor. Even after surgery and chemoradiotherapy, residual GBM cells can infiltrate the healthy brain parenchyma to form secondary tumors. To mitigate GBM recurrence, we recently developed an injectable hydrogel that can be crosslinked in the resection cavity to attract, collect, and ablate residual GBM cells. We previously optimized a thiol-Michael addition hydrogel for physical, chemical, and biological compatibility with the GBM microenvironment and demonstrated CXCL12-mediated chemotaxis can attract and entrap GBM cells into this hydrogel. In this study, we synthesize hydrogels under conditions mimicking GBM resection cavities and assess feasibility of histotripsy to ablate hydrogel-encapsulated cells. The results showed the hydrogel synthesis was bio-orthogonal, not shear-thinning, and can be scaled up for injection into GBM resection mimics in vitro. Experiments also demonstrated ultrasound imaging can distinguish the synthetic hydrogel from healthy porcine brain tissue. Finally, a 500 kHz transducer applied focused ultrasound treatment to the synthetic hydrogels, with results demonstrating precise histotripsy bubble clouds could be sustained in order to uniformly ablate red blood cells encapsulated by the hydrogel for homogeneous, mechanical fractionation of the entrapped cells. Overall, this hydrogel is a promising platform for biomaterials-based GBM treatment.

胶质母细胞瘤(GBM)是最常见的恶性原发性脑肿瘤。即使在手术和放化疗后,残留的 GBM 细胞仍会浸润健康的脑实质,形成继发性肿瘤。为了减少 GBM 复发,我们最近开发了一种可注射的水凝胶,这种水凝胶可在切除腔内交联,以吸引、收集和消融残留的 GBM 细胞。我们之前优化了硫醇-迈克尔加成水凝胶与 GBM 微环境的物理、化学和生物相容性,并证明 CXCL12 介导的趋化作用可以吸引和诱捕 GBM 细胞进入这种水凝胶。在本研究中,我们在模拟 GBM 切除腔的条件下合成了水凝胶,并评估了组织切削术消融水凝胶包裹细胞的可行性。结果表明,水凝胶的合成具有生物正交性,不会产生剪切稀化,而且可以在体外放大注射到模拟的 GBM 切除腔中。实验还表明,超声成像可以将合成水凝胶与健康猪脑组织区分开来。最后,500 千赫的换能器对合成水凝胶进行了聚焦超声处理,结果表明可以持续产生精确的组织损伤气泡云,以均匀消融水凝胶包裹的红细胞,从而对夹带的细胞进行均匀的机械分馏。总之,这种水凝胶是一种很有前景的基于生物材料的脑胶质瘤治疗平台。
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引用次数: 0
An Instrumented Hammer to Detect the Rupture of the Pterygoid Plates 检测翼状板断裂的仪器锤
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-22 DOI: 10.1007/s10439-024-03596-9
Manon Bas dit Nugues, Leo Lamassoure, Giuseppe Rosi, Charles Henri Flouzat-Lachaniette, Roman Hossein Khonsari, Guillaume Haiat

Purpose

Craniofacial osteotomies involving pterygomaxillary disjunction are common procedures in maxillofacial surgery. Surgeons still rely on their proprioception to determine when to stop impacting the osteotome, which is important to avoid complications such as dental damage and bleeding. Our group has developed a technique consisting in using an instrumented hammer that can provide information on the mechanical properties of the tissue located around the osteotome tip. The aim of this study is to determine whether a mallet instrumented with a force sensor can be used to predict the crossing of the osteotome through the pterygoid plates.

Methods

31 osteotomies were carried out in 16 lamb skulls. For each impact, the force signal obtained was analysed using a dedicated signal processing technique. A prediction algorithm based on an SVM classifier and a cost matrix was applied to the database.

Results

We showed that the device could always detect the crossing of the osteotome, sometimes before its occurrence. The prediction accuracy of the device was 94.7%. The method seemed to be sensitive to the thickness of the plate and to crack apparition and propagation.

Conclusion

These results pave the way for the development of a per-operative decision support system in maxillofacial surgery.

目的:涉及翼颌脱节的颅颌面截骨术是颌面外科的常见手术。外科医生仍然依靠本体感觉来确定何时停止冲击截骨器,这对于避免牙齿损伤和出血等并发症非常重要。我们的研究小组已经开发出一种技术,包括使用带仪器的锤子,该锤子可以提供位于截骨器顶端周围组织的机械特性信息。本研究的目的是确定是否可以使用带有力传感器的锤子来预测截骨器穿过翼骨板的情况。方法:在 16 个羔羊头骨上进行了 31 次截骨手术,每次撞击都使用专用信号处理技术对获得的力信号进行分析。在数据库中应用了基于 SVM 分类器和成本矩阵的预测算法:结果表明,该设备总能检测到截骨器的穿越,有时甚至在穿越发生之前就能检测到。该设备的预测准确率为 94.7%。该方法似乎对钢板厚度以及裂纹的出现和扩展很敏感:这些结果为颌面外科围手术期决策支持系统的开发铺平了道路。
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引用次数: 0
Immediate and Transient Perturbances in EEG Within Seconds Following Controlled Soccer Head Impact 受控足球头部撞击后数秒内脑电图的即时和瞬时扰动。
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-13 DOI: 10.1007/s10439-024-03602-0
Ahmad Rezaei, Timothy Wang, Cyrus Titina, Lyndia Wu

Athletes in contact and collision sports can sustain frequent subconcussive head impacts. Although most impacts exhibit low kinematics around or below 10 g of head linear acceleration, there is growing concern regarding the cumulative effects of repetitive sports head impacts. Even mild impacts can lead to brain deformations as shown through neuroimaging and finite element modeling, and thus may result in mild and transient effects on the brain, prompting further investigations of the biomechanical dose—brain response relationship. Here we report findings from a novel laboratory study with continuous monitoring of brain activity through electroencephalography (EEG) during controlled soccer head impacts. Eight healthy participants performed simulated soccer headers at 2 mild levels (6 g, 4 rad/s and 10 g, 8 rad/s) and three directions (frontal, oblique left, oblique right). Participants were instrumented with an inertial measurement unit (IMU) bite bar and EEG electrodes for synchronized head kinematics and brain activity measurements throughout the experiment. After an impact, EEG exhibited statistically significant elevation of relative and absolute delta power that recovered within two seconds from the impact moment. These changes were statistically significantly higher for 10 g impacts compared with 6 g impacts in some topographical regions, and oblique impacts resulted in contralateral delta power increases. Post-session resting state measurements did not indicate any cumulative effects. Our findings suggest that even mild soccer head impacts could lead to immediate, transient neurophysiological changes. This study paves the way for further dose-response studies to investigate the cumulative effects of mild sports head impacts, with implications for long-term athlete brain health.

在接触和碰撞运动中,运动员的头部会经常受到撞击下的撞击。虽然大多数撞击都表现出头部线性加速度在 10 g 左右或以下的低运动学特性,但人们越来越关注重复性运动头部撞击的累积效应。神经影像学和有限元建模显示,即使是轻微的撞击也会导致大脑变形,因此可能会对大脑造成轻微和短暂的影响,这促使人们进一步研究生物力学剂量与大脑反应之间的关系。在此,我们报告了一项新型实验室研究的结果,该研究通过脑电图(EEG)对受控足球头部撞击过程中的大脑活动进行了连续监测。八名健康参与者分别在两个轻度水平(6 克、4 拉德/秒和 10 克、8 拉德/秒)和三个方向(正面、左斜面、右斜面)上进行了模拟足球头部撞击。在整个实验过程中,参与者都使用惯性测量单元(IMU)咬合杆和脑电图电极对头部运动学和大脑活动进行同步测量。撞击发生后,脑电图显示出相对和绝对德尔塔功率的显著上升,并在撞击发生后的两秒钟内恢复。在某些地形区域,与 6 g 的撞击相比,10 g 的撞击导致的这些变化在统计学上明显更高,斜撞击导致对侧的 delta 功率增加。会后静息状态测量结果未显示任何累积效应。我们的研究结果表明,即使是轻微的足球头部撞击也会导致即时、短暂的神经生理学变化。这项研究为进一步开展剂量反应研究以调查轻微运动头部撞击的累积效应铺平了道路,并对运动员的长期大脑健康产生了影响。
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引用次数: 0
Automatic Detection of Fatigued Gait Patterns in Older Adults: An Intelligent Portable Device Integrating Force and Inertial Measurements with Machine Learning 老年人疲劳步态的自动检测:将力和惯性测量与机器学习相结合的智能便携设备
IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-13 DOI: 10.1007/s10439-024-03603-z
Guoxin Zhang, Tommy Tung-Ho Hong, Li Li, Ming Zhang

Purpose

This study aimed to assess the feasibility of early detection of fatigued gait patterns for older adults through the development of a smart portable device.

Methods

The smart device incorporated seven force sensors and a single inertial measurement unit (IMU) to measure regional plantar forces and foot kinematics. Data were collected from 18 older adults walking briskly on a treadmill for 60 min. The optimal feature set for each recognition model was determined using forward sequential feature selection in a wrapper fashion through fivefold cross-validation. The recognition model was selected from four machine learning models through leave-one-subject-out cross-validation.

Results

Five selected characteristics that best represented the state of fatigue included impulse at the medial and lateral arches (increased, p = 0.002 and p < 0.001), contact angle and rotation range of angle in the sagittal plane (increased, p < 0.001), and the variability of the resultant swing angular acceleration (decreased, p < 0.001). The detection accuracy based on the dual signal source of IMU and plantar force was 99%, higher than the 95% accuracy based on the single source. The intelligent portable device demonstrated excellent generalization (ranging from 93 to 100%), real-time performance (2.79 ms), and portability (32 g).

Conclusion

The proposed smart device can detect fatigue patterns with high precision and in real time. Significance: The application of this device possesses the potential to reduce the injury risk for older adults related to fatigue during gait.

目的:本研究旨在通过开发一种智能便携式设备,评估早期检测老年人疲劳步态的可行性:该智能设备包含七个力传感器和一个惯性测量单元(IMU),用于测量区域性足底力和足部运动学。收集了 18 位老年人在跑步机上快步行走 60 分钟的数据。每个识别模型的最佳特征集都是通过五重交叉验证,使用前向顺序特征选择法确定的。识别模型是从四个机器学习模型中通过 "留出一个被试 "交叉验证选出的:结果:所选的五个最能代表疲劳状态的特征包括内侧和外侧足弓的冲量(增加,p = 0.002 和 p 结论:所选的五个最能代表疲劳状态的特征包括内侧和外侧足弓的冲量:建议的智能设备可以高精度地实时检测疲劳模式:意义:该设备的应用有可能降低老年人因步态疲劳而受伤的风险。
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引用次数: 0
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
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