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Comparative Assessment of In Vivo and In Silico Evaluation of Automated Fluid Resuscitation Controllers. 自动液体复苏控制器的体内和计算机评估的比较评估。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-07 DOI: 10.1007/s10439-025-03929-2
Yekanth R Chalumuri, Catherine M Sampson, Syed A Shah, Ghazal Arabidarrehdor, Ali Tivay, Michael Kinsky, George C Kramer, Jin-Oh Hahn, Christopher G Scully, Ramin Bighamian

Purpose: Physiologic closed-loop controlled (PCLC) medical devices have the potential to enhance therapeutic precision and effectiveness. However, their complexity introduces potential failure modes that may pose risks to patients if not properly evaluated. This study assesses the effectiveness of a mathematical model of the cardiovascular system in predicting PCLC performance metrics through in vivo and in silico comparisons of blood pressure responses to automated fluid infusion.

Methods: A closed-loop control system for regulating mean arterial pressure (MAP) was implemented using a custom Java-based software application on a tablet. The system operated in two control speed modes, 'slow' and 'fast.' The study was conducted in an animal laboratory using thirteen swine subjects (two were excluded due to hardware-related issues). Following intubation, anesthesia, and splenectomy, hemorrhage was induced until MAP reached 45 mmHg, followed by fluid resuscitation using the closed-loop controller targeting 70 mmHg. Arterial blood pressure waveforms were continuously recorded, and cardiac output and hematocrit measurements were taken every 15 min. The same control algorithm and speed modes were applied to in silico subjects generated with a mathematical model simulating cardiovascular responses to fluid perturbation while the same protocol was simulated.

Results: The mathematical model effectively predicted key PCLC performance metrics, including rise time, %overshoot, settling time, and divergence. The simulated results closely matched experimental data and captured differences between slow and fast control speeds.

Conclusion: The ability of the mathematical model to predict PCLC performance metrics demonstrates its value in supporting the development and evaluation of automated fluid resuscitation controllers.

目的:生理闭环控制(PCLC)医疗器械具有提高治疗精度和有效性的潜力。然而,它们的复杂性引入了潜在的失效模式,如果不适当评估,可能会对患者构成风险。本研究通过体内和计算机比较血压对自动输液的反应,评估了心血管系统数学模型在预测PCLC性能指标方面的有效性。方法:采用基于java的平板软件实现平均动脉压(MAP)闭环调节系统。该系统运行在两种控制速度模式,“慢”和“快”。该研究在动物实验室进行,使用了13头猪(由于硬件相关问题,其中2头被排除在外)。在插管、麻醉和脾切除术后,诱导出血,直到MAP达到45mmhg,随后使用闭环控制器进行液体复苏,目标为70mmhg。连续记录动脉血压波形,每隔15分钟测量心排血量和红细胞压积。同样的控制算法和速度模式应用于由模拟心血管对流体扰动反应的数学模型生成的计算机受试者,同时模拟相同的方案。结果:数学模型有效地预测了关键的PCLC性能指标,包括上升时间、超调百分比、稳定时间和散度。模拟结果与实验数据非常吻合,并捕获了慢速和快速控制速度之间的差异。结论:数学模型预测PCLC性能指标的能力证明了其在支持自动液体复苏控制器的开发和评估方面的价值。
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引用次数: 0
Molecular and Biomechanical Changes in the Anterior Segment of High Myopic Eyes. 高度近视眼前段的分子和生物力学变化。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-06 DOI: 10.1007/s10439-025-03933-6
Yong Liu, Di Gong, Kuanrong Dang, Junhong Guo, Yijia Huang, Weihua Yang, Jiantao Wang

High myopia (HM) is a vision-threatening ocular disorder characterized by excessive axial elongation. While previous studies have primarily focused on structural and functional impairments in the posterior segment-including the optic nerve, posterior sclera, and macular region-recent evidence indicates that adaptive remodeling also occurs in anterior segment structures, such as the cornea, anterior sclera, and lens. In this review, we examine the molecular mechanisms underlying anterior segment remodeling in high myopia, investigate the associated biomechanical alterations using ex vivo and in vivo measurement techniques, and analyze the interrelationships among these changes. Furthermore, we highlight how multimodal imaging technologies, when integrated with artificial intelligence algorithms, enable the quantitative assessment of biomechanical parameters. These advances may contribute to improved prediction of myopia progression, risk stratification for associated complications, and the development of personalized therapeutic strategies. Finally, we discuss the current challenges and translational bottlenecks in this area.

高度近视(HM)是一种威胁视力的眼部疾病,其特征是过度的眼轴伸长。虽然以前的研究主要集中在结构和功能损伤的后节,包括视神经、后巩膜和黄斑区,但最近的证据表明,适应性重塑也发生在前节结构,如角膜、前巩膜和晶状体。在这篇综述中,我们研究了高度近视前段重构的分子机制,利用离体和体内测量技术研究了相关的生物力学变化,并分析了这些变化之间的相互关系。此外,我们强调多模态成像技术如何与人工智能算法集成,使生物力学参数的定量评估成为可能。这些进展可能有助于改善近视进展的预测,相关并发症的风险分层,以及个性化治疗策略的发展。最后,我们讨论了这一领域当前面临的挑战和翻译瓶颈。
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引用次数: 0
The SCEPTRE Suction Device: Bridging Portability and Performance in Combat Medicine. SCEPTRE抽吸装置:在战斗医学中桥接便携性和性能。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-06 DOI: 10.1007/s10439-025-03900-1
Eric L Wiatrek, Maria J Londono, Saketh R Peri, Connor J Evans, Robert A De Lorenzo, R Lyle Hood

Purpose: Airway management is critical in lifesaving care, and effective airway clearance in emergency and combat settings requires portable suction devices that provide strong suction yet remain easy to carry. Existing options are either powerful but too large or portable but lack sufficient performance for field use. To address this gap, the Suction Capability for Emergencies: Portable Technology for Responders (SCEPTRE)-a compact, lightweight suction device-was developed.

Methods: SCEPTRE's design and prototyping was guided by end-user feedback. Performance testing, defined a priori using published standards, characterized vacuum pressure, air flow rate, and liquid flow rate using water, blood simulant, and vomit simulant. SCEPTRE was compared to the SSCOR Quickdraw (battery-powered competitor) and Laerdal V-VAC (manually-powered competitor), with liquid flow normalized to device weight and volume.

Results: SCEPTRE achieved a vacuum pressure of 266.7 ± 2.1 mmHg and an average air flow rate of 3.44 ± 0.04 L/min. Liquid flow testing across water, blood, and vomit simulants showed low variability, with flow rates of 1.65 ± 0.05, 1.65 ± 0.04, and 0.70 ± 0.04 L/min, respectively. For water, blood, and vomit, SSCOR reached 5.51 ± 0.13, 5.21 ± 0.22, and 1.78 ± 0.17 L/min, respectively, while V-VAC achieved 2.17 ± 0.23, 2.26 ± 0.32, and 1.14 ± 0.06 L/min, respectively. When normalized by weight and volume, SCEPTRE (0.206 kg, 241 cm3) had a flow-to-weight ratio of 8.25 L/min/kg and the highest flow-to-volume ratio (7.05 × 10-3 L/min/cm3). In comparison, V-VAC reached 8.84 L/min/kg with a lower flow-to-volume of 1.03 × 10⁻3 L/min/cm3, and SSCOR showed 4.78 L/min/kg and 2.12 × 10⁻3 L/min/cm3.

Conclusion: SCEPTRE achieved satisfactory performance for suction across physiologically relevant fluids and demonstrated high weight- and volume-normalized efficiency. These results support its potential use in combat and prehospital care and reinforce the value of weight- and volume-based metrics for portable suction devices.

目的:气道管理在救生护理中至关重要,在紧急情况和战斗环境中有效的气道清除需要便携式吸引装置,该装置提供强大的吸力,但仍易于携带。现有的选项要么功能强大但太大,要么便携但缺乏足够的性能以供现场使用。为了解决这一问题,紧急情况下的吸力能力:应急人员便携式技术(SCEPTRE)——一种紧凑、轻便的吸力装置被开发出来。方法:以终端用户反馈为指导,进行SCEPTRE的设计和原型制作。性能测试,使用已发布的标准定义先验,表征真空压力、空气流速和液体流速,使用水、血液模拟物和呕吐模拟物。将SCEPTRE与SSCOR Quickdraw(电池供电的竞争对手)和Laerdal V-VAC(手动供电的竞争对手)进行比较,将液体流量标准化为设备重量和体积。结果:SCEPTRE的真空压力为266.7±2.1 mmHg,平均空气流速为3.44±0.04 L/min。水、血和呕吐模拟物的液体流量测试显示变异性较低,流速分别为1.65±0.05、1.65±0.04和0.70±0.04 L/min。水、血、呕吐物的SSCOR分别为5.51±0.13、5.21±0.22、1.78±0.17 L/min, V-VAC分别为2.17±0.23、2.26±0.32、1.14±0.06 L/min。当按重量和体积归一化后,SCEPTRE (0.206 kg, 241 cm3)的流量重量比为8.25 L/min/kg,最高的流量体积比为7.05 × 10-3 L/min/cm3。相比之下,V-VAC达到8.84 L/min/kg,流量体积比为1.03 × 10 - 3 L/min/cm3, SSCOR为4.78 L/min/kg和2.12 × 10 - 3 L/min/cm3。结论:SCEPTRE在吸引生理相关流体方面取得了令人满意的效果,并表现出较高的重量和体积标准化效率。这些结果支持了其在战斗和院前护理中的潜在应用,并加强了便携式吸引装置基于重量和体积的指标的价值。
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引用次数: 0
High-Top Shoes Reduce Ankle Inversion Injury Risk: Pressure and Kinematic Analysis during Sudden Inversion. 高帮鞋减少踝关节倒置损伤风险:突然倒置时的压力和运动学分析。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-05 DOI: 10.1007/s10439-025-03932-7
Jialu Zhang, Taoping Bai, Lin Feng, Jiyang Zhang, Siqi Yang, Ming Zhang, Zhongyou Li, Wentao Jiang

Purpose: This study aimed to simulate accidental ankle inversion in sports and compare the effects of high-top and low-top shoes on rearfoot kinematics and plantar pressure distribution to understand the ankle protection mechanism of high-top shoes.

Methods: Eight pairs of shoes (four high-top and four low-top shoes) were custom-made from four brands. The high-top shoes were 3 cm higher than the low-top ones, whereas the rest of their structure remained the same as that of the low-top shoes. Twenty male amateur basketball players (age 19 ± 1 years, height 180 ± 5 cm) participated. An extreme inversion of 30° was simulated using an electromagnetically controlled platform. The rearfoot angles and velocities were recorded using high-speed cameras, and plantar pressure was measured using a three-channel pressure sensor.

Results: High-top shoes significantly reduced the peak rearfoot inversion angles (A brand, 7.56%; B brand, 19.61%; C brand, 9.15%; D brand, 8.36%; p < 0.05) and peak angular velocities (A brand, 4.48%; B brand, 14.92%; C brand, 3.67%; D brand, 4.70%; p < 0.05). Peak angular velocity occurred 0.005-0.01 s earlier in high-top shoes. No significant differences were observed in plantar pressure distribution.

Conclusion: High-top shoes reduce ankle inversion range and speed through mechanical support, potentially aided by neuromuscular regulation, thus decreasing the load on lateral ligaments. This study provides evidence for optimizing shoe collar height in sports shoe design and highlights the importance of collar support in reducing the risk of ankle inversion injuries during sports.

目的:本研究旨在模拟运动中意外踝关节翻转,比较高帮鞋和低帮鞋对后足运动学和足底压力分布的影响,了解高帮鞋对踝关节的保护机制。方法:选用4个品牌定制8双鞋(高帮鞋4双,低帮鞋4双)。高帮鞋比低帮鞋高3厘米,而其他部位的结构与低帮鞋相同。男性业余篮球运动员20名,年龄19±1岁,身高180±5厘米。利用电磁控制平台模拟了30°极端反演。使用高速摄像机记录后脚角度和速度,使用三通道压力传感器测量足底压力。结果:高帮鞋显著降低了后足翻转角度峰值(A品牌,7.56%;B品牌,19.61%;C品牌,9.15%;D品牌,8.36%;p结论:高帮鞋通过机械支撑,可能辅助神经肌肉调节,减小了踝关节翻转的范围和速度,从而减轻了外侧韧带的负荷。本研究为运动鞋设计中优化鞋领高度提供了依据,强调了鞋领支撑对降低运动中踝关节内翻损伤风险的重要性。
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引用次数: 0
Toward Lesion-specific Stenting Strategies: A Computational Framework to Validate the Deployment of Balloon-expandable Stents. 针对病变的支架植入策略:验证球囊可扩张支架部署的计算框架。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-02 DOI: 10.1007/s10439-025-03923-8
David Jiang, Brandon K Zimmerman, Steve A Maas, Jeffrey A Weiss, Gerard A Ateshian, Lucas H Timmins

Purpose: Clinical failure rates associated with in-stent restenosis are difficult to predict and manage, particularly at the patient-specific level. Studies have linked biomechanical factors to focal disease development and progression, suggesting that physics-based simulations using finite element (FE) approaches hold potential to mitigate stent failure rates. However, insufficient validation to assess the accuracy of model predictions limit model credibility for clinical translation. Herein, we established a computational framework to validate vascular stent deployment by integrating robust simulation and rigorous experimental approaches.

Methods: Experimental testing characterized the transient deformation of a commercially available balloon-expandable stent system, and high-resolution image data were post-processed to create a representative FE model. Non-linear material behaviors and physical boundary conditions were varied to create mixed-fidelity models that assessed the effects of modeling assumptions on stent deformation metrics.

Results: Qualitative comparisons of stent deployment stages showed that high-fidelity FE models captured the characteristic burst opening of the stent edges, followed by the central stent region. Quantitative metrics determined from pressure-diameter curves showed strong agreement, with root mean square error and concordance correlation coefficient values for the proximal, central, and distal diameters ranging from 0.31 mm and 0.96, respectively (lowest fidelity) to 0.21 mm and 0.99 (highest fidelity). Analysis of higher-order metrics (i.e., dog-boning, foreshortening) further demonstrated strong agreement.

Conclusion: This framework successfully established a validation plan for vascular stent deployment, analyzed errors in model development, and demonstrated the utility of quantitative assessments, potentially improving the translatability of in silico tools and reducing device failure rates.

目的:与支架内再狭窄相关的临床失败率难以预测和管理,特别是在患者特异性水平上。研究将生物力学因素与局灶性疾病的发展和进展联系起来,表明使用有限元(FE)方法进行基于物理的模拟具有降低支架失败率的潜力。然而,评估模型预测准确性的验证不足限制了模型在临床翻译中的可信度。在此,我们建立了一个计算框架,通过整合鲁棒模拟和严格的实验方法来验证血管支架部署。方法:实验测试表征了市售球囊可膨胀支架系统的瞬态变形,并对高分辨率图像数据进行后处理,建立具有代表性的有限元模型。改变非线性材料行为和物理边界条件以创建混合保真度模型,评估建模假设对支架变形指标的影响。结果:支架部署阶段的定性比较表明,高保真的有限元模型捕获了支架边缘的特征爆裂开口,其次是支架中心区域。从压力-直径曲线确定的定量指标显示出很强的一致性,近端、中心和远端直径的均方根误差和一致性相关系数值分别为0.31 mm和0.96(最低保真度)至0.21 mm和0.99(最高保真度)。对高阶指标的分析(即,狗骨,缩短)进一步证明了强烈的一致性。结论:该框架成功建立了血管支架部署的验证计划,分析了模型开发中的错误,并展示了定量评估的实用性,有可能提高计算机工具的可翻译性并降低设备故障率。
{"title":"Toward Lesion-specific Stenting Strategies: A Computational Framework to Validate the Deployment of Balloon-expandable Stents.","authors":"David Jiang, Brandon K Zimmerman, Steve A Maas, Jeffrey A Weiss, Gerard A Ateshian, Lucas H Timmins","doi":"10.1007/s10439-025-03923-8","DOIUrl":"10.1007/s10439-025-03923-8","url":null,"abstract":"<p><strong>Purpose: </strong>Clinical failure rates associated with in-stent restenosis are difficult to predict and manage, particularly at the patient-specific level. Studies have linked biomechanical factors to focal disease development and progression, suggesting that physics-based simulations using finite element (FE) approaches hold potential to mitigate stent failure rates. However, insufficient validation to assess the accuracy of model predictions limit model credibility for clinical translation. Herein, we established a computational framework to validate vascular stent deployment by integrating robust simulation and rigorous experimental approaches.</p><p><strong>Methods: </strong>Experimental testing characterized the transient deformation of a commercially available balloon-expandable stent system, and high-resolution image data were post-processed to create a representative FE model. Non-linear material behaviors and physical boundary conditions were varied to create mixed-fidelity models that assessed the effects of modeling assumptions on stent deformation metrics.</p><p><strong>Results: </strong>Qualitative comparisons of stent deployment stages showed that high-fidelity FE models captured the characteristic burst opening of the stent edges, followed by the central stent region. Quantitative metrics determined from pressure-diameter curves showed strong agreement, with root mean square error and concordance correlation coefficient values for the proximal, central, and distal diameters ranging from 0.31 mm and 0.96, respectively (lowest fidelity) to 0.21 mm and 0.99 (highest fidelity). Analysis of higher-order metrics (i.e., dog-boning, foreshortening) further demonstrated strong agreement.</p><p><strong>Conclusion: </strong>This framework successfully established a validation plan for vascular stent deployment, analyzed errors in model development, and demonstrated the utility of quantitative assessments, potentially improving the translatability of in silico tools and reducing device failure rates.</p>","PeriodicalId":7986,"journal":{"name":"Annals of Biomedical Engineering","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12765363/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145653535","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
Activated Platelet-Rich Plasma Fibrin Scaffolds Enhance Axonal Regeneration and Functional Recovery Following Spinal Cord Injury. 活化的富血小板血浆纤维蛋白支架促进脊髓损伤后轴突再生和功能恢复。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-01 DOI: 10.1007/s10439-025-03922-9
Leena R Chaudhari, Akshay A Kawale, Omkar Sonkawade, Mrunal Damle, Jitendra Patil, Sangeeta Desai, Meghnad G Joshi

Purpose: Spinal cord injury (SCI) is a devastating condition with limited therapeutic options owing to poor intrinsic regeneration and the formation of glial scars. Platelet-rich plasma (PRP)-based biomaterials have emerged as promising candidates for neural repair; however, their application in complete SCI models with rigorous multimodal validation has not yet been investigated. This study aimed to extend the current knowledge on SCI-PRP based study, by developing and comprehensively validating a clinically translatable PRP-derived fibrin scaffold for spinal cord regeneration.

Methods: PRP-fibrin scaffolds were synthesized from donor-derived plasma and extensively characterized in terms of their physicochemical properties, degradation profiles, protein release dynamics, and cellular compatibility. Its regenerative potential was evaluated using an integrative pipeline that included in ovo chorioallantoic membrane (CAM) assays, a complete spinal cord transection rat model, and multimodal outcome measures, including magnetic resonance imaging (MRI), retrograde neuronal tract tracing, electrophysiological recordings, and gene expression analyses.

Results: The scaffold exhibited favorable structural and biochemical characteristics, supported angiogenesis in the CAM assay, and promoted tissue integration in vivo. In an SCI model, the scaffold significantly enhanced neovascularization, reduced glial scarring, and facilitated axonal regeneration. Functional improvements were observed 30 days' post-implantation. In silico docking further demonstrated stable interactions between scaffold proteins and key neuroregenerative signaling molecules.

Conclusion: This study provides multimodal validation of the derived fibrin scaffold, establishing it as a robust ECM-mimetic platform for spinal cord repair. These findings lay the groundwork for future clinical translation of SCI therapeutics.

目的:脊髓损伤(SCI)是一种毁灭性的疾病,由于其内在再生能力差和胶质瘢痕的形成,治疗选择有限。基于富血小板血浆(PRP)的生物材料已成为神经修复的有希望的候选者;然而,它们在具有严格多模态验证的完整SCI模型中的应用尚未得到研究。本研究旨在通过开发和全面验证一种临床可翻译的prp衍生的脊髓再生纤维蛋白支架,扩展目前基于SCI-PRP的研究知识。方法:从供体血浆中合成prp -纤维蛋白支架,并对其物理化学性质、降解特征、蛋白质释放动力学和细胞相容性进行了广泛的表征。其再生潜力通过综合管道进行评估,包括卵绒毛膜尿囊膜(CAM)测定,完整的脊髓横断大鼠模型,以及多模式结果测量,包括磁共振成像(MRI),逆行神经束追踪,电生理记录和基因表达分析。结果:该支架具有良好的结构和生化特性,在CAM实验中支持血管生成,促进体内组织整合。在脊髓损伤模型中,支架显著增强新生血管,减少胶质瘢痕,促进轴突再生。植入后30天观察功能改善。硅对接进一步证明了支架蛋白与关键神经再生信号分子之间稳定的相互作用。结论:本研究为衍生的纤维蛋白支架提供了多模态验证,并将其建立为一个强大的模拟ecm的脊髓修复平台。这些发现为未来脊髓损伤治疗的临床转化奠定了基础。
{"title":"Activated Platelet-Rich Plasma Fibrin Scaffolds Enhance Axonal Regeneration and Functional Recovery Following Spinal Cord Injury.","authors":"Leena R Chaudhari, Akshay A Kawale, Omkar Sonkawade, Mrunal Damle, Jitendra Patil, Sangeeta Desai, Meghnad G Joshi","doi":"10.1007/s10439-025-03922-9","DOIUrl":"https://doi.org/10.1007/s10439-025-03922-9","url":null,"abstract":"<p><strong>Purpose: </strong>Spinal cord injury (SCI) is a devastating condition with limited therapeutic options owing to poor intrinsic regeneration and the formation of glial scars. Platelet-rich plasma (PRP)-based biomaterials have emerged as promising candidates for neural repair; however, their application in complete SCI models with rigorous multimodal validation has not yet been investigated. This study aimed to extend the current knowledge on SCI-PRP based study, by developing and comprehensively validating a clinically translatable PRP-derived fibrin scaffold for spinal cord regeneration.</p><p><strong>Methods: </strong>PRP-fibrin scaffolds were synthesized from donor-derived plasma and extensively characterized in terms of their physicochemical properties, degradation profiles, protein release dynamics, and cellular compatibility. Its regenerative potential was evaluated using an integrative pipeline that included in ovo chorioallantoic membrane (CAM) assays, a complete spinal cord transection rat model, and multimodal outcome measures, including magnetic resonance imaging (MRI), retrograde neuronal tract tracing, electrophysiological recordings, and gene expression analyses.</p><p><strong>Results: </strong>The scaffold exhibited favorable structural and biochemical characteristics, supported angiogenesis in the CAM assay, and promoted tissue integration in vivo. In an SCI model, the scaffold significantly enhanced neovascularization, reduced glial scarring, and facilitated axonal regeneration. Functional improvements were observed 30 days' post-implantation. In silico docking further demonstrated stable interactions between scaffold proteins and key neuroregenerative signaling molecules.</p><p><strong>Conclusion: </strong>This study provides multimodal validation of the derived fibrin scaffold, establishing it as a robust ECM-mimetic platform for spinal cord repair. These findings lay the groundwork for future clinical translation of SCI therapeutics.</p>","PeriodicalId":7986,"journal":{"name":"Annals of Biomedical Engineering","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145647282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Machine Learning Localization of Early Right Ventricular Activation Sites Using QRS Integral Features. 基于QRS积分特征的早期右心室激活位点机器学习定位。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-12-01 DOI: 10.1007/s10439-025-03927-4
Avery Seagren, Daniel Lancini, Zixuan Ni, John L Sapp, Amir AbdelWahab, Shijie Zhou

Background: Accurate non-invasive localization of right ventricular (RV) arrhythmia origins remains a challenge in electrophysiology. This study investigates the feasibility of using machine learning models based on 12-lead ECG QRS integrals to localize early RV activation sites.

Methods: A generic RV mesh was constructed from a CT scan, consisting of 277 triangular elements. Two cohorts were used: a development cohort with 8 patients and 227 known pacing sites, and a validation cohort with 3 patients and 34 pacing sites. Each pacing site was assigned to the centroid of a mesh element. QRS integrals (∫QRS) were computed from eight ECG leads and used as input features for support vector regression (SVR) models with radial basis function (RBF) and linear kernels. ∫QRS values were trimmed over varying durations (30-160 ms in 10 ms increments) to identify the optimal QRS integration window through bootstrapped cross-validation. Localization accuracy was assessed using Euclidean distance, RMSE, and R2 across both cohorts.

Results: The RBF SVR trained on the initial 60 ms QRS interval yielded the lowest mean localization error - 9.5 mm in the development set and 14.4 mm in the independent test set. In contrast, the linear SVR yielded a mean localization error of 16.6 mm on the development set and 17.0 mm on the independent test set, with more stable performance across QRS durations. Axis-specific analysis revealed superior predictive accuracy along the y- and z-axes, while the x-axis-corresponding to the septal-free wall direction-showed reduced performance. In a validation cohort (n = 34), the mean localization errors were similar between kernels, and the difference was not statistically significant (p = 0.31).

Conclusion: QRS-integral-based SVR models enable millimeter-scale localization of RV pacing sites from surface ECGs. While nonlinear models provide greater accuracy in anatomically complex regions, linear models offer robustness and simplicity. These findings support the clinical potential of ECG-driven machine learning for guiding RV arrhythmia localization and complementing traditional mapping approaches.

背景:准确的无创定位右心室(RV)心律失常的起源仍然是电生理学的一个挑战。本研究探讨了基于12导联心电图QRS积分的机器学习模型定位早期RV激活位点的可行性。方法:根据CT扫描结果构建由277个三角形单元组成的通用RV网格。使用了两个队列:一个发展队列有8名患者和227个已知的起搏点,一个验证队列有3名患者和34个起搏点。每个起搏点被分配到一个网格单元的质心。从8个ECG导联中计算QRS积分(∫QRS),并将其作为径向基函数(RBF)和线性核的支持向量回归(SVR)模型的输入特征。QRS值在不同的持续时间(30-160 ms,以10 ms为增量)内进行调整,通过自举交叉验证确定最佳QRS整合窗口。在两个队列中使用欧几里得距离、RMSE和R2评估定位准确性。结果:在初始60 ms QRS区间上训练的RBF SVR产生的平均定位误差最小,在开发集为9.5 mm,在独立测试集为14.4 mm。相比之下,线性SVR在开发集上的平均定位误差为16.6 mm,在独立测试集上的平均定位误差为17.0 mm,在QRS持续时间内的性能更加稳定。轴特异性分析显示,沿y和z轴的预测精度较高,而x轴(对应于无隔壁方向)的预测精度较低。在验证队列(n = 34)中,核之间的平均定位误差相似,差异无统计学意义(p = 0.31)。结论:基于qrs积分的SVR模型可以从表面心电图中定位毫米级的心室起搏点。虽然非线性模型在解剖复杂的区域提供更高的准确性,但线性模型提供鲁棒性和简单性。这些发现支持了心电图驱动的机器学习在指导RV心律失常定位和补充传统制图方法方面的临床潜力。
{"title":"Machine Learning Localization of Early Right Ventricular Activation Sites Using QRS Integral Features.","authors":"Avery Seagren, Daniel Lancini, Zixuan Ni, John L Sapp, Amir AbdelWahab, Shijie Zhou","doi":"10.1007/s10439-025-03927-4","DOIUrl":"https://doi.org/10.1007/s10439-025-03927-4","url":null,"abstract":"<p><strong>Background: </strong>Accurate non-invasive localization of right ventricular (RV) arrhythmia origins remains a challenge in electrophysiology. This study investigates the feasibility of using machine learning models based on 12-lead ECG QRS integrals to localize early RV activation sites.</p><p><strong>Methods: </strong>A generic RV mesh was constructed from a CT scan, consisting of 277 triangular elements. Two cohorts were used: a development cohort with 8 patients and 227 known pacing sites, and a validation cohort with 3 patients and 34 pacing sites. Each pacing site was assigned to the centroid of a mesh element. QRS integrals (∫QRS) were computed from eight ECG leads and used as input features for support vector regression (SVR) models with radial basis function (RBF) and linear kernels. ∫QRS values were trimmed over varying durations (30-160 ms in 10 ms increments) to identify the optimal QRS integration window through bootstrapped cross-validation. Localization accuracy was assessed using Euclidean distance, RMSE, and R2 across both cohorts.</p><p><strong>Results: </strong>The RBF SVR trained on the initial 60 ms QRS interval yielded the lowest mean localization error - 9.5 mm in the development set and 14.4 mm in the independent test set. In contrast, the linear SVR yielded a mean localization error of 16.6 mm on the development set and 17.0 mm on the independent test set, with more stable performance across QRS durations. Axis-specific analysis revealed superior predictive accuracy along the y- and z-axes, while the x-axis-corresponding to the septal-free wall direction-showed reduced performance. In a validation cohort (n = 34), the mean localization errors were similar between kernels, and the difference was not statistically significant (p = 0.31).</p><p><strong>Conclusion: </strong>QRS-integral-based SVR models enable millimeter-scale localization of RV pacing sites from surface ECGs. While nonlinear models provide greater accuracy in anatomically complex regions, linear models offer robustness and simplicity. These findings support the clinical potential of ECG-driven machine learning for guiding RV arrhythmia localization and complementing traditional mapping approaches.</p>","PeriodicalId":7986,"journal":{"name":"Annals of Biomedical Engineering","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145647229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Optimization of Calcined Bone Powder and Silane-Crosslinked Alginate Composites for Enhanced Mechanical Performance as a Cortical Bone Substitute. 煅烧骨粉和硅烷-交联海藻酸盐复合材料作为皮质骨替代品的力学性能优化。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-11-28 DOI: 10.1007/s10439-025-03924-7
Shigeo M Tanaka

Purpose: Developing bone substitute materials that mimic both trabecular and cortical bone remains a major challenge due to the trade-off between bio- and mechano-compatibility, particularly in naturally derived materials. While composites of calcined bone powder and silane-crosslinked alginate exhibit good biocompatibility and mechanical properties resembling those of trabecular bone, their mechanical properties remain insufficient for cortical bone applications.

Methods: This study explores a strategy to address this limitation by optimizing the composite formulation through blending ratio adjustment and nanoparticulation of calcined bone powder. Cylindrical composites (φ 15 mm × h 8 mm) were fabricated by varying the ratios of calcined bone powder (average particle size 246 μm), alginate, and silane cross-linking agent.

Results: Increasing the alginate ratio 10-fold (B/A10-Si) relative to the original formulation (B/A-Si) led to significant increases in elastic modulus, maximum stress, and strain energy which were further improved with the addition of a reduced amount of silane agent (B/A10-Si1/10). Additional enhancement was achieved using nanoparticulated bone powder (average particle size 651 nm), leading to further increases in modulus, strength, and energy by factors of 2.4, 1.7, and 1.4 respectively, compared to B/A10-Si1/10. Overall, the elastic modulus, maximum stress, and strain energy improved 8.4-fold, 18-fold, and 11-fold compared to B/A-Si, approaching values characteristic of cortical bone.

Conclusion: These findings suggest that combining blending optimization with nanoparticulation is a promising strategy to enhance the mechanical performance of naturally derived composites and may expand their applicability to cortical bone replacement.

目的:由于生物和机械相容性之间的权衡,特别是在天然衍生材料中,开发模拟小梁骨和皮质骨的骨替代材料仍然是一个主要挑战。虽然煅烧骨粉和硅烷交联海藻酸盐复合材料具有良好的生物相容性和类似小梁骨的力学性能,但其力学性能仍不足以应用于皮质骨。方法:本研究通过调整煅烧骨粉的混合比例和纳米关节化来优化复合配方,探索解决这一问题的策略。通过煅烧骨粉(平均粒径246 μm)、海藻酸盐和硅烷交联剂的不同配比制备了φ 15 mm × h 8 mm的圆柱形复合材料。结果:海藻酸盐配比(B/A10-Si)比原配方(B/ a - si)增加10倍后,弹性模量、最大应力和应变能显著提高,硅烷剂(B/A10-Si /10)的加入量减少后,弹性模量、最大应力和应变能进一步提高。使用纳米关节骨粉(平均粒径为651nm)进一步增强,与B/A10-Si1/10相比,其模量、强度和能量分别提高了2.4、1.7和1.4倍。总的来说,与B/A-Si相比,弹性模量、最大应力和应变能分别提高了8.4倍、18倍和11倍,接近皮质骨的特征值。结论:将混合优化与纳米关节结合是一种很有前途的策略,可以提高天然衍生复合材料的力学性能,并可能扩大其在皮质骨替代中的适用性。
{"title":"Optimization of Calcined Bone Powder and Silane-Crosslinked Alginate Composites for Enhanced Mechanical Performance as a Cortical Bone Substitute.","authors":"Shigeo M Tanaka","doi":"10.1007/s10439-025-03924-7","DOIUrl":"https://doi.org/10.1007/s10439-025-03924-7","url":null,"abstract":"<p><strong>Purpose: </strong>Developing bone substitute materials that mimic both trabecular and cortical bone remains a major challenge due to the trade-off between bio- and mechano-compatibility, particularly in naturally derived materials. While composites of calcined bone powder and silane-crosslinked alginate exhibit good biocompatibility and mechanical properties resembling those of trabecular bone, their mechanical properties remain insufficient for cortical bone applications.</p><p><strong>Methods: </strong>This study explores a strategy to address this limitation by optimizing the composite formulation through blending ratio adjustment and nanoparticulation of calcined bone powder. Cylindrical composites (φ 15 mm × h 8 mm) were fabricated by varying the ratios of calcined bone powder (average particle size 246 μm), alginate, and silane cross-linking agent.</p><p><strong>Results: </strong>Increasing the alginate ratio 10-fold (B/A10-Si) relative to the original formulation (B/A-Si) led to significant increases in elastic modulus, maximum stress, and strain energy which were further improved with the addition of a reduced amount of silane agent (B/A10-Si1/10). Additional enhancement was achieved using nanoparticulated bone powder (average particle size 651 nm), leading to further increases in modulus, strength, and energy by factors of 2.4, 1.7, and 1.4 respectively, compared to B/A10-Si1/10. Overall, the elastic modulus, maximum stress, and strain energy improved 8.4-fold, 18-fold, and 11-fold compared to B/A-Si, approaching values characteristic of cortical bone.</p><p><strong>Conclusion: </strong>These findings suggest that combining blending optimization with nanoparticulation is a promising strategy to enhance the mechanical performance of naturally derived composites and may expand their applicability to cortical bone replacement.</p>","PeriodicalId":7986,"journal":{"name":"Annals of Biomedical Engineering","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145628008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
SIG-CFFNet: Structural Information-Guided Cascaded Feature Fusion Network for Gastrointestinal Anatomy Classification. SIG-CFFNet:用于胃肠道解剖分类的结构信息引导级联特征融合网络。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-11-28 DOI: 10.1007/s10439-025-03920-x
Xuli Tan, Xun Gong, Lin Fan, Ting Luo

Accurate identification of gastrointestinal endoscopic anatomical structures is critical for improving diagnostic accuracy and reducing missed detection rates. However, endoscopic image quality may be compromised by various factors including lesion interference and inadequate bowel preparation, while the morphological similarity of certain anatomical structures further complicates recognition in low-quality images. To address these challenges, we propose a Structural Information-Guided Cascaded Feature Fusion Network (SIG-CFFNet). Our approach leverages anatomical prior knowledge to guide the cascaded fusion of CNN and Transformer branch features, while incorporating Depthwise Over-parameterized Convolutional Layer (DO-Conv) to enhance feature representation and computational efficiency during the fusion process. Comprehensive experimental results demonstrate the superior performance of our method across multiple evaluation scenarios: it achieves classification accuracy of 73.47% and 87.05% for normal and pathological endoscopic anatomical structures, respectively; attains 99.61% and 87.83% accuracy on the Kvasir-Capsule and HyperKvasir public datasets; and maintains robust performance with 84.46% and 80.21% accuracy in cross-domain evaluations (COVID19-CT and ISIC2018). Notably, our model demonstrates highly competitive or near state-of-the-art recall rates across multiple test scenarios, confirming its clinical applicability and robustness for real-world implementation.

准确识别胃肠道内镜解剖结构是提高诊断准确性和减少漏检率的关键。然而,内镜下图像质量可能受到病变干扰和肠道准备不充分等多种因素的影响,而某些解剖结构的形态学相似性进一步增加了低质量图像识别的复杂性。为了解决这些挑战,我们提出了一种结构信息导向的级联特征融合网络(SIG-CFFNet)。我们的方法利用解剖学先验知识来指导CNN和Transformer分支特征的级联融合,同时结合深度过参数化卷积层(DO-Conv)来增强融合过程中的特征表示和计算效率。综合实验结果表明,该方法在多种评估场景下均具有优异的性能:对内镜下正常解剖结构和病理解剖结构的分类准确率分别达到73.47%和87.05%;在Kvasir-Capsule和HyperKvasir公共数据集上获得99.61%和87.83%的准确率;在跨域评估(covid - 19- ct和ISIC2018)中保持了84.46%和80.21%的准确率。值得注意的是,我们的模型在多个测试场景中显示出极具竞争力或接近最先进的召回率,证实了其临床适用性和现实世界实施的稳健性。
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引用次数: 0
Analysis of Cryoprotectant Concentration During Cryopreservation in Articular Cartilage Sample Using Homogeneous and Porous Material Models. 使用均匀和多孔材料模型分析关节软骨样品低温保存过程中的冷冻保护剂浓度。
IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-11-28 DOI: 10.1007/s10439-025-03925-6
Anna Skorupa, Alicja Piasecka-Belkhayat

Purpose: The study examines the concentration of cryoprotectant (CPA) in an articular cartilage sample during cryopreservation by computing the effective diffusion coefficient using different material models-homogeneous and porous.

Methods: The mass transfer phenomenon is coupled to the effective diffusion coefficient, which is determined by three different approaches. The first and second models, based on the Einstein-Stokes equation and the Arrhenius expression, respectively, treat the sample as a homogeneous material, whilst the third considers it as a porous medium. The effective diffusion coefficient is additionally weakly coupled to the heat transfer phenomenon described by the Fourier equation, and the third variant is also strongly coupled to the concentration of CPA.

Results: The final section of the article presents example calculations for the selected cryopreservation method, and the results are compared with the experimental results. Depending on the method applied to estimate the effective diffusion coefficient, the maximal relative errors in relation to experimental results are equal to 15.82%, 5.20%, and 24.96%, respectively.

Conclusion: A decrease in temperature and an increase in the concentration of dimethyl sulfoxide (DMSO) cause a reduction of the effective diffusion coefficient. Moreover, in the model considering the porosity of the sample, the lowest values of the effective diffusion coefficient were obtained. This study's novelty lies in its comparative analysis of homogeneous and porous models, as well as its explicit coupling of temperature, concentration, and diffusion processes during cryopreservation.

目的:通过计算不同材料模型(均质和多孔)下的有效扩散系数,研究关节软骨样品在低温保存过程中冷冻保护剂(CPA)的浓度。方法:将传质现象与有效扩散系数耦合,采用三种不同的方法确定有效扩散系数。第一种和第二种模型分别基于爱因斯坦-斯托克斯方程和阿伦尼乌斯表达式,将样品视为均质材料,而第三种模型则将其视为多孔介质。另外,有效扩散系数与傅里叶方程所描述的传热现象弱耦合,而第三种变量也与CPA浓度强耦合。结果:文章的最后一节给出了所选择的低温保存方法的算例,并与实验结果进行了比较。根据不同的有效扩散系数估算方法,与实验结果的最大相对误差分别为15.82%、5.20%和24.96%。结论:温度的降低和二甲亚砜(DMSO)浓度的增加会导致有效扩散系数的降低。在考虑试样孔隙率的模型中,得到了有效扩散系数的最小值。本研究的新颖之处在于其对均匀模型和多孔模型的比较分析,以及低温保存过程中温度、浓度和扩散过程的明确耦合。
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Annals of Biomedical Engineering
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