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A study of forecasting the Nephila clavipes silk fiber's ultimate tensile strength using machine learning strategies 利用机器学习策略预测奈菲拉丝纤维极限拉伸强度的研究。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-26 DOI: 10.1016/j.jmbbm.2024.106643
Hongchul Shin , Taeyoung Yoon , Juneseok You , Sungsoo Na

Recent advancements in biomaterial research conduct artificial intelligence for predicting diverse material properties. However, research predicting the mechanical properties of biomaterial based on amino acid sequences have been notably absent. This research pioneers the use of classification models to predict ultimate tensile strength from silk fiber amino acid sequences, employing logistic regression, support vector machines with various kernels, and a deep neural network (DNN). Remarkably, the model demonstrates a high accuracy of 0.83 during the generalization test. The study introduces an innovative approach to predicting biomaterial mechanical properties beyond traditional experimental methods. Recognizing the limitations of conventional linear prediction models, the research emphasizes the future trajectory toward DNNs that can adeptly capture non-linear relationships with high precision. Moreover, through comprehensive performance comparisons among diverse prediction models, the study offers insights into the effectiveness of specific models for predicting the mechanical properties of certain materials. In conclusion, this study serves as a pioneering contribution, laying the groundwork for future endeavors and advocating for the seamless integration of AI methodologies into materials research.

生物材料研究的最新进展是利用人工智能预测各种材料特性。然而,基于氨基酸序列预测生物材料力学性能的研究却明显缺乏。本研究率先采用分类模型,利用逻辑回归、具有不同核的支持向量机和深度神经网络(DNN),预测丝纤维氨基酸序列的极限拉伸强度。值得注意的是,该模型在泛化测试中的准确率高达 0.83。这项研究提出了一种超越传统实验方法的创新方法来预测生物材料的机械性能。由于认识到传统线性预测模型的局限性,该研究强调了 DNN 的未来发展方向,即能够高精度地捕捉非线性关系。此外,通过对不同预测模型的综合性能进行比较,本研究还深入探讨了特定模型在预测某些材料的机械性能方面的有效性。总之,本研究具有开创性贡献,为未来的工作奠定了基础,并倡导将人工智能方法无缝集成到材料研究中。
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引用次数: 0
Inverse finite element analysis for an axisymmetric model of vertical tooth extraction 垂直拔牙轴对称模型的反向有限元分析。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-22 DOI: 10.1016/j.jmbbm.2024.106641
Timothy J. Gadzella , Lindsey Westover , Owen Addison , Dan L. Romanyk

Background and objective

Tooth extraction is a common clinical procedure with biomechanical factors that can directly influence patient outcomes. Recent development in atraumatic extraction techniques have endeavoured to improve treatment outcomes, but the characterization of extraction biomechanics is sparse. An axisymmetric inverse finite element (FE) approach is presented to represent the biomechanics of vertical atraumatic tooth extraction in an ex-vivo swine model.

Methods

Geometry and boundary conditions from the model are determined to match the extraction of swine incisors in a self-aligning ex vivo extraction experiment. Material parameters for the periodontal ligament (PDL) model are determined by solving an inverse FE problem using clusters of data obtained from 10 highly-controlled mechanical experiments. A seven-parameter visco-hyperelastic damage model, based on an Arruda-Boyce framework, is used for curve fitting. Three loading schemes were fit to obtain a common set of material parameters.

Results

The inverse FE results demonstrate good predictions for overall force-time curve shape, peak force, and time to peak force. The fit model parameters are sufficiently consistent across all three cases that a coefficient-averaged model was taken that compares well to all three cases. Notably, the initial modulus ,u, converged across trials to an average value of 0.472 MPa with an average viscoelastic constant g of 0.561.

Conclusions

The presented model is found to have consistent parameters across loading cases. The capability of this model to represent the fundamental mechanical characteristics of the dental complex during vertical extraction loading is a significant advancement in the modelling of extraction procedures. Future work will focus on verifying the model as a predictive design tool for assessing new loading schemes in addition to investigating its applications to subject-specific problems.

背景和目的:拔牙是一种常见的临床手术,其生物力学因素可直接影响患者的治疗效果。最近开发的非创伤性拔牙技术致力于改善治疗效果,但对拔牙生物力学的描述却很少。本文介绍了一种轴对称反向有限元(FE)方法,用于在活体猪模型中表现垂直非创伤性拔牙的生物力学:方法:确定模型的几何形状和边界条件,使其与自对齐体外拔牙实验中的猪门牙拔除相匹配。牙周韧带(PDL)模型的材料参数是利用从 10 个高度控制的机械实验中获得的数据集求解反向 FE 问题而确定的。基于 Arruda-Boyce 框架的七参数粘弹性损伤模型用于曲线拟合。拟合了三种加载方案,以获得一组通用的材料参数:反向 FE 结果表明,对整体力-时间曲线形状、峰值力和达到峰值力的时间都有很好的预测。拟合模型参数在所有三种情况下都足够一致,因此采用的系数平均模型与所有三种情况都有很好的比较。值得注意的是,各次试验的初始模量 u 趋于平均值 0.472 兆帕,平均粘弹性常数 g 为 0.561.结论:所提出的模型在不同加载情况下具有一致的参数。该模型能够代表垂直拔牙加载过程中牙科复合体的基本机械特性,是拔牙过程建模的一大进步。未来的工作重点是验证该模型是否可作为评估新加载方案的预测性设计工具,以及研究其在特定对象问题上的应用。
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引用次数: 0
Comparison of simplified bone-screw interface models in materially nonlinear μFE simulations 材料非线性μFE 模拟中简化骨-螺钉界面模型的比较。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-21 DOI: 10.1016/j.jmbbm.2024.106634
Pia Stefanek , Dieter H. Pahr , Alexander Synek

Micro finite-element (μFE) simulations serve as a crucial research tool to assist laboratory experiments in the biomechanical assessment of screw anchorage in bone. However, accurately modelling the interface between bone and screw threads at the microscale poses a significant challenge. Currently, the gold-standard approach involves employing computationally intensive physical contact models to simulate this interface. This study compared nonlinear μFE predictions of deformations, whole-construct stiffness, maximum force and damage patterns of three different computationally efficient simplified interface approaches to the general contact interface in Abaqus Explicit, which was defined as gold-standard and reference model. The μCT images (resolution: 32.8 μm) of two human radii with varying bone volume fractions were utilized and a screw was virtually inserted up to 50% and 100% of the volar-dorsal cortex distance. Materially nonlinear μFE models were generated and loaded in tension, compression and shear. In a first step, the common simplification of using a fully-bonded interface was compared to the general contact interface, revealing overestimations of whole-construct stiffness (19% on average) and maximum force (26% on average), along with inaccurate damage pattern replications. To enhance predictions, two additional simplified interface models were compared: tensionally strained element deletion (TED) and a novel modification of TED (TED-M). TED deletes interface elements strained in tension based on a linear-elastic simulation before the actual simulation. TED-M extends the remaining contact interface of TED by incorporating neighboring elements to the contact area. Both TED and TED-M reduced the errors in whole-construct stiffness and maximum force and improved the replication of the damage distributions in comparison to the fully-bonded approach. TED was better in predicting whole-construct stiffness (average error of 1%), while TED-M showed lowest errors in maximum force (1% on average). In conclusion, both TED and TED-M offer computationally efficient alternatives to physical contact modelling, although the fully-bonded interface may deliver sufficiently accurate predictions for many applications.

微有限元(μFE)模拟是一种重要的研究工具,可辅助实验室实验对螺钉在骨中的锚固进行生物力学评估。然而,在微观尺度上精确模拟骨与螺纹之间的界面是一项重大挑战。目前,黄金标准方法是采用计算密集型物理接触模型来模拟这种界面。本研究比较了三种不同计算效率的简化界面方法与 Abaqus Explicit 中一般接触界面的变形、整体结构刚度、最大力和损伤模式的非线性 μFE 预测,Abaqus Explicit 被定义为黄金标准和参考模型。利用两个骨体积分数不同的人体桡骨的μCT图像(分辨率:32.8 μm),将螺钉虚拟插入到50%和100%的背侧皮质距离。然后生成了材料非线性 μFE 模型,并对其进行拉伸、压缩和剪切加载。第一步,将使用完全粘合界面的常见简化方法与一般接触界面进行比较,结果显示整个结构的刚度(平均 19%)和最大力(平均 26%)被高估,同时损伤模式复制也不准确。为了提高预测效果,我们对另外两种简化界面模型进行了比较:张力应变元素删除模型(TED)和 TED 的新型修正模型(TED-M)。TED 基于实际模拟前的线性弹性模拟,删除在拉伸中受力的界面元素。TED-M 通过将邻近元素纳入接触区域,扩展了 TED 的剩余接触界面。与全粘结方法相比,TED 和 TED-M 都减少了整个结构刚度和最大力的误差,改善了损伤分布的复制。TED 在预测整体结构刚度方面更胜一筹(平均误差为 1%),而 TED-M 在最大力方面的误差最小(平均为 1%)。总之,TED 和 TED-M 都为物理接触建模提供了计算效率高的替代方法,尽管全结合界面可以为许多应用提供足够精确的预测。
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引用次数: 0
Degradation of the mechanical properties of cortical bone due to long duration storage 皮质骨因长期储存而导致机械性能退化。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-20 DOI: 10.1016/j.jmbbm.2024.106632
Nicholas Daras, Gerald N. Nurick, Trevor J. Cloete

Understanding the behaviour and material properties of bone is critical in predicting the failure and fracture of bones in humans. To address this, mechanical tests have traditionally been conducted to characterize bone material and this has resulted in large body of literature. However, there appears to be a lack of complete information regarding the storage protocols used for bone specimens prior to conducting mechanical tests. For example, while storage methods are well described, parameters such as the time between donor death and bone retrieval, as well as time between specimen machining and testing, are seldom reported. As biological materials undergo degradation in storage after being removed from the donor, a clear understanding of this degradation behaviour would identify critical time frames in which previously stored cortical bone specimens should be tested such that they can still be considered representative of an in-vivo condition. In this paper, the results of an investigation to determine the effects of long duration storage on the measured mechanical properties of bovine cortical bone are reported. Three different storage protocols are compared; namely machined-refrigerated, machined-frozen and frozen-machined-frozen. Degradation effects are evident for both refrigerated and frozen specimens and the results demonstrate that testing bone specimens after more than one week in storage may not provide representative in-vivo properties. In addition, specimens exhibit severe degradation after six months in storage regardless of the storage protocol.

了解骨骼的行为和材料特性对于预测人体骨骼的失效和断裂至关重要。为解决这一问题,传统上一直采用机械测试来确定骨材料的特性,并由此产生了大量文献。然而,在进行机械测试之前,似乎缺乏有关骨标本储存方案的完整信息。例如,虽然对储存方法进行了详细描述,但却很少报道从捐献者死亡到骨取回之间的时间,以及从标本加工到测试之间的时间等参数。由于生物材料从捐献者体内取出后会在储存过程中发生降解,因此清楚地了解这种降解行为将能确定先前储存的皮质骨标本应在哪些关键时间段内进行测试,从而使其仍能被视为体内状态的代表。本文报告了一项调查的结果,该调查旨在确定长时间储存对牛皮质骨测量机械性能的影响。比较了三种不同的储存方案,即机加工-冷藏、机加工-冷冻和冷冻-机加工-冷冻。冷藏和冷冻标本的降解效应都很明显,结果表明,对存放一周以上的骨标本进行测试可能无法提供具有代表性的体内特性。此外,无论采用何种储存方案,标本在储存六个月后都会出现严重退化。
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引用次数: 0
Finite element analysis of a low modulus Ti-20Zr-3Mo-3Sn alloy designed to reduce the stress shielding effect of a hip prosthesis 对旨在降低髋关节假体应力屏蔽效应的低模量 Ti-20Zr-3Mo-3Sn 合金进行有限元分析。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-20 DOI: 10.1016/j.jmbbm.2024.106640
Tianyu Jia , Dominique Guines , Doina-Margareta Gordin , Lionel Leotoing , Thierry Gloriant

After total hip arthroplasty, the stress shielding effect can occur due to the difference of stiffness between the metallic alloy of the stems and the host bone, which may cause a proximal bone loss. To overcome this problem, a low-modulus metastable β Ti-20Zr-3Mo-3Sn alloy composition has recently been designed to be potentially used for the cementless femoral hip stems. After having verified experimentally that the β alloy has a low modulus of around 50 GPa, a finite element analysis was performed on a Ti-20Zr-3Mo-3Sn alloy hip prosthesis model to evaluate the influence of a reduced modulus on stress shielding and stress fields in both stem and bone compared with the medical grade Ti-6Al-4V alloy whose elastic modulus reached 110 GPa. Our results show that the Ti-20Zr-3Mo-3Sn stem with low elastic modulus can effectively reduce the total stress shielding by 45.5% compared to the common Ti-6Al-4V prosthesis. Moreover, it is highlighted that the material elasticity affects the stress distribution in the implant, especially near the bone-stem interfaces.

全髋关节置换术后,由于柄的金属合金与宿主骨之间的刚度差异,可能会产生应力屏蔽效应,从而导致近端骨质流失。为了克服这一问题,最近设计出了一种低模量可转移βTi-20Zr-3Mo-3Sn合金成分,有望用于无骨水泥股骨髋关节柄。在实验验证了 β 合金具有约 50 GPa 的低模量后,我们对 Ti-20Zr-3Mo-3Sn 合金髋关节假体模型进行了有限元分析,以评估与弹性模量达到 110 GPa 的医用级 Ti-6Al-4V 合金相比,模量降低对应力屏蔽以及茎和骨中应力场的影响。我们的结果表明,与普通的 Ti-6Al-4V 假体相比,低弹性模量的 Ti-20Zr-3Mo-3Sn 茎可有效地将总应力屏蔽降低 45.5%。此外,我们还发现材料的弹性会影响植入体的应力分布,尤其是在骨-骨干界面附近。
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引用次数: 0
On the design of low modulus Ti–Nb–Au alloys for biomedical applications 关于设计用于生物医学应用的低模量钛-铌-金合金。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-19 DOI: 10.1016/j.jmbbm.2024.106633
N.L. Church, A. Prasad, N.G. Jones

Developing new low modulus structures is important for reducing the risk of aseptic loosening during loading of implant materials. However, an alloy that may also confer some advantage at preventing septic loosening could dramatically improve the outcomes for patients. Nevertheless, the predictive power of current models remains limited to common alloying additions. As such, this study considers the mechanical properties of a range of Ti–Nb–Au superelastic alloys to elucidate the composition range for which low modulus structures can be achieved. These modulus values are compared to other critical design parameters such as strain recovery and strength. It was found that Au additions are effective at suppressing the formation of the ω phase and allow alloys with lower moduli to be achieved. It was also shown that low β phase stability is critical for achieving the lowest modulus, and that this susceptibility to transform to a martensite may enable higher strengths to be achieved. However, this low β phase stability also limits the strain recovery that may be achieved meaning these two properties are not necessarily independently tuneable. These data provide important context for the design of new systems containing unusual alloying additions such as Au.

开发新的低模量结构对于降低植入材料在加载过程中出现无菌性松动的风险非常重要。然而,如果一种合金在预防化脓性松动方面也具有一定的优势,则可以显著改善患者的治疗效果。然而,当前模型的预测能力仍局限于常见的合金添加。因此,本研究考虑了一系列钛-铌-金超弹性合金的机械性能,以阐明可实现低模量结构的成分范围。这些模量值与应变恢复和强度等其他关键设计参数进行了比较。研究发现,添加金可以有效抑制ω相的形成,从而实现较低模量的合金。研究还表明,低β相稳定性是获得最低模量的关键,而且这种向马氏体转变的易感性可使合金获得更高强度。然而,这种低 β 相稳定性也限制了可实现的应变恢复,这意味着这两种特性并不一定可以独立调整。这些数据为设计含有不寻常合金添加物(如金)的新体系提供了重要依据。
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引用次数: 0
Biomechanical properties of the human superficial fascia: Site-specific variability and anisotropy of abdominal and thoracic regions 人体浅筋膜的生物力学特性:腹部和胸部区域的特定部位变异性和各向异性
IF 3.3 2区 医学 Q1 Engineering Pub Date : 2024-06-19 DOI: 10.1016/j.jmbbm.2024.106637
Alice Berardo , Lorenza Bonaldi , Carla Stecco , Chiara Giulia Fontanella

Superficial fascia is a fibrofatty tissue found throughout the body. Initially described in relation to hernias, it has only recently received attention from the scientific community due to new evidence on its role in force transmission and structural integrity of the body. Considering initial difficulties in its anatomical identification, to date, a characterization of the superficial fascia through mechanical tests is still lacking.

The mechanical properties of human superficial fasciae of abdominal and thoracic districts (back) of different subjects (n = 4) were then investigated, focusing on anisotropy and viscoelasticity. Experimental tests were performed on samples taken in two perpendicular directions according to body planes (cranio-caudal and latero-medial axes). Data collected from two different uniaxial tensile protocols, failure (i.e., ultimate tensile strength and strain at break, Young's modulus and toughness) and stress-relaxation (i.e., residual stress), were processed and then grouped for statistical analysis.

Failure tests confirmed tissue anisotropy, revealing the stiffer nature of the latero-medial direction compared to the cranio-caudal one, for both the districts (with a ratio of the respective Young's moduli close to 2). Furthermore, the thoracic region exhibited significantly greater strength and resultant Young's modulus compared to the abdomen (with greater results along the latero-medial direction, such as 6.13 ± 3.11 MPa versus 0.85 ± 0.39 MPa and 24.87 ± 15.23 MPa versus 3.19 ± 1.62 MPa, respectively). On the contrary, both regions displayed similar strain at break (varying between 38 and 47%), with no clear dependence from the loading directions. Stress-relaxation tests highlighted the viscous behavior of the superficial fascia, with no significant differences in the stress decay between directions and districts (35–38% of residual stress after 300 s).

All these collected results represent the starting point for a more in-depth knowledge of the mechanical characterization of the superficial fascia, which can have direct implications in the design, implementation, and effectiveness of site-specific treatments.

浅筋膜是一种遍布全身的纤维脂肪组织。它最初被描述为与疝气有关,直到最近才受到科学界的关注,因为有新的证据表明它在力量传递和身体结构完整性方面的作用。考虑到最初在解剖学识别上的困难,迄今为止,仍缺乏通过机械测试对浅筋膜进行特征描述的方法。随后,研究人员对不同受试者(4 人)腹部和胸部(背部)浅筋膜的机械性能进行了调查,重点关注各向异性和粘弹性。实验测试根据身体平面(头颅-尾椎轴和侧腹轴)在两个垂直方向上取样。失效测试证实了组织的各向异性,显示在两个地区,侧中轴方向的硬度都高于颅尾方向(各自的杨氏模量之比接近 2)。此外,与腹部相比,胸腔区域的强度和杨氏模量明显更大(沿侧中线方向的结果更大,如分别为 6.13 ± 3.11 兆帕对 0.85 ± 0.39 兆帕和 24.87 ± 15.23 兆帕对 3.19 ± 1.62 兆帕)。相反,两个区域显示出相似的断裂应变(在 38% 和 47% 之间变化),与加载方向没有明显关系。应力松弛测试凸显了浅筋膜的粘性行为,不同方向和不同区域的应力衰减没有明显差异(300 秒后残余应力为 35%-38%)。所有这些收集到的结果都是更深入了解浅筋膜力学特征的起点,对设计、实施和有效的特定部位治疗有直接影响。
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引用次数: 0
1-Norm waveform analysis for MR elastography-based quantification of inhomogeneity: Effects of the freeze-thaw cycle and Alzheimer's disease 基于磁共振弹性成像的非均质性量化的1-正态波形分析:冻融循环和阿尔茨海默病的影响
IF 3.3 2区 医学 Q1 Engineering Pub Date : 2024-06-18 DOI: 10.1016/j.jmbbm.2024.106636
Harish Palnitkar , Rolf Reiter , Shreyan Majumdar , Joseph Crutison , Shujun Lin , Thomas J. Royston , Dieter Klatt

Background

Despite its success in the mechanical characterization of biological tissues, magnetic resonance elastography (MRE) uses ill-posed wave inversions to estimate tissue stiffness. 1-Norm has been recently introduced as a mathematical measure for the scattering of mechanical waves due to inhomogeneities based on an analysis of the delineated contours of wave displacement.

Purpose

To investigate 1-Norm as an MRE-based quantitative biomarker of mechanical inhomogeneities arising from microscopic structural tissue alterations caused by the freeze-thaw cycle (FTC) or Alzheimer's disease (AD).

Methods

In this proof-of-concept study, we prospectively investigated excised porcine kidney (n = 6), liver (n = 6), and muscle (n = 6) before vs. after the FTC at 500–2000 Hz and excised murine brain of healthy controls (n = 3) vs. 5xFAD species with AD (n = 3) at 1200–1800 Hz using 0.5 T tabletop MRE. 1-Norm analysis was compared with conventional wave inversion.

Results

While the FTC reduced both stiffness and inhomogeneity in kidney, liver, and muscle tissue, AD led to lower brain stiffness but more pronounced mechanical inhomogeneity.

Conclusion

Our preliminary results show that 1-Norm is sensitive to tissue mechanical inhomogeneity due to FTC and AD without relying on ill-posed wave inversion techniques. 1-Norm has the potential to be used as an MRE-based diagnostic biomarker independent of stiffness to characterize abnormal conditions that involve changes in tissue mechanical inhomogeneity.

背景尽管磁共振弹性成像技术(MRE)在生物组织的机械特征描述方面取得了成功,但该技术仍使用假定波反演来估算组织刚度。目的研究 1-Norm 作为一种基于 MRE 的定量生物标记,用于衡量冻融循环 (FTC) 或阿尔茨海默病 (AD) 引起的微观组织结构改变所导致的机械不均匀性。方法在这项概念验证研究中,我们使用 0.5 T 桌面 MRE 在 500-2000 Hz 频率下对冻融循环前后切除的猪肾(n = 6)、肝脏(n = 6)和肌肉(n = 6)进行了前瞻性研究,并在 1200-1800 Hz 频率下对健康对照组(n = 3)和患有老年痴呆症的 5xFAD 组(n = 3)切除的鼠脑进行了前瞻性研究。结果虽然 FTC 降低了肾脏、肝脏和肌肉组织的僵硬度和不均匀性,但 AD 导致脑僵硬度降低,但机械不均匀性更明显。结论我们的初步结果表明,1-Norm 对 FTC 和 AD 导致的组织机械不均匀性很敏感,而不依赖于假定波反转技术。1-Norm 有可能作为一种独立于僵硬度的基于 MRE 的诊断生物标记,用于描述涉及组织机械不均匀性变化的异常情况。
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引用次数: 0
Optimal untwisting of the orbital bandeau in unicoronal craniosynostosis correction: A finite element analysis 单冠颅骨发育不良矫正术中眼眶绷带的最佳松解方法:有限元分析。
IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-06-18 DOI: 10.1016/j.jmbbm.2024.106635
Philipp Winnand, Ezgi Cevik, Mark Ooms, Marius Heitzer, Anna Bock, Frank Hölzle, Ali Modabber, Stefan Raith

Background

Surgical correction of unicoronal craniosynostosis (UCS) is highly complex due to its asymmetric appearance. Although fronto-orbital advancement (FOA) is a versatile technique for craniosynostosis correction, harmonization of the orbital bandeau in UCS is difficult to predict. This study evaluates the biomechanics of the orbital bandeau using different patterns and varying characteristics of inner cortical bone layer osteotomies in a finite element (FE) analysis.

Method

An FE model was created using the computed tomography (CT) scan of a 6.5-month-old male infant with a right-sided UCS. The unaffected side of the orbital bandeau was virtually mirrored, and anatomical correction of the orbital bandeau was simulated. Different combinations of osteotomy patterns, numbers, depths, and widths were examined (n = 48) and compared to an uncut model.

Results

Reaction forces and maximum stress values differed significantly (p < 0.01) among osteotomy patterns and between each osteotomy characteristic. Regardless of the osteotomy pattern, higher numbers of osteotomies significantly (p < 0.05) correlated with reductions in reaction force and maximum stress. An X-shaped configuration with three osteotomies deep and wide to the bone was biomechanically the most favorable model.

Conclusion

Inner cortical bone layer osteotomy might be an effective modification to the conventional FOA approach in terms of predictable shaping of the orbital bandeau.

背景:单冠颅骨发育不全(UCS)由于其外观不对称,手术矫正非常复杂。尽管眶前推进术(FOA)是一种多用途的颅骨发育畸形矫正技术,但在 UCS 中眶带的协调性很难预测。本研究在有限元(FE)分析中评估了采用不同模式和不同特征的内皮质骨层截骨的眶穹隆的生物力学:方法:利用一名 6.5 个月大的右侧 UCS 男婴的计算机断层扫描(CT)结果创建了一个有限元模型。未受影响的一侧眶窦实际上是镜像的,并模拟了眶窦的解剖矫正。研究了截骨模式、数量、深度和宽度的不同组合(n = 48),并与未截骨模型进行了比较:结果:反作用力和最大应力值差异显著(P内皮质骨层截骨术可能是对传统 FOA 方法的一种有效改进,可对眶穹隆进行可预测的塑形。
{"title":"Optimal untwisting of the orbital bandeau in unicoronal craniosynostosis correction: A finite element analysis","authors":"Philipp Winnand,&nbsp;Ezgi Cevik,&nbsp;Mark Ooms,&nbsp;Marius Heitzer,&nbsp;Anna Bock,&nbsp;Frank Hölzle,&nbsp;Ali Modabber,&nbsp;Stefan Raith","doi":"10.1016/j.jmbbm.2024.106635","DOIUrl":"10.1016/j.jmbbm.2024.106635","url":null,"abstract":"<div><h3>Background</h3><p>Surgical correction of unicoronal craniosynostosis (UCS) is highly complex due to its asymmetric appearance. Although fronto-orbital advancement (FOA) is a versatile technique for craniosynostosis correction, harmonization of the orbital bandeau in UCS is difficult to predict. This study evaluates the biomechanics of the orbital bandeau using different patterns and varying characteristics of inner cortical bone layer osteotomies in a finite element (FE) analysis.</p></div><div><h3>Method</h3><p>An FE model was created using the computed tomography (CT) scan of a 6.5-month-old male infant with a right-sided UCS. The unaffected side of the orbital bandeau was virtually mirrored, and anatomical correction of the orbital bandeau was simulated. Different combinations of osteotomy patterns, numbers, depths, and widths were examined (n = 48) and compared to an uncut model.</p></div><div><h3>Results</h3><p>Reaction forces and maximum stress values differed significantly (<em>p</em> &lt; 0.01) among osteotomy patterns and between each osteotomy characteristic. Regardless of the osteotomy pattern, higher numbers of osteotomies significantly (<em>p</em> &lt; 0.05) correlated with reductions in reaction force and maximum stress. An X-shaped configuration with three osteotomies deep and wide to the bone was biomechanically the most favorable model.</p></div><div><h3>Conclusion</h3><p>Inner cortical bone layer osteotomy might be an effective modification to the conventional FOA approach in terms of predictable shaping of the orbital bandeau.</p></div>","PeriodicalId":380,"journal":{"name":"Journal of the Mechanical Behavior of Biomedical Materials","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2024-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1751616124002674/pdfft?md5=707e5871177093387ad07c3e6ccd78ca&pid=1-s2.0-S1751616124002674-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141474055","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
Machine learning to mechanically assess 2D and 3D biomimetic electrospun scaffolds for tissue engineering applications: Between the predictability and the interpretability 通过机器学习对组织工程应用中的二维和三维仿生电纺支架进行机械评估:在可预测性和可解释性之间
IF 3.9 2区 医学 Q1 Engineering Pub Date : 2024-06-17 DOI: 10.1016/j.jmbbm.2024.106630
Elisa Roldán , Neil D. Reeves , Glen Cooper , Kirstie Andrews

Currently, the use of autografts is the gold standard for the replacement of many damaged biological tissues. However, this practice presents disadvantages that can be mitigated through tissue-engineered implants. The aim of this study is to explore how machine learning can mechanically evaluate 2D and 3D polyvinyl alcohol (PVA) electrospun scaffolds (one twisted filament, 3 twisted filament and 3 twisted/braided filament scaffolds) for their use in different tissue engineering applications. Crosslinked and non-crosslinked scaffolds were fabricated and mechanically characterised, in dry/wet conditions and under longitudinal/transverse loading, using tensile testing. 28 machine learning models (ML) were used to predict the mechanical properties of the scaffolds. 4 exogenous variables (structure, environmental condition, crosslinking and direction of the load) were used to predict 2 endogenous variables (Young’s modulus and ultimate tensile strength). ML models were able to identify 6 structures and testing conditions with comparable Young’s modulus and ultimate tensile strength to ligamentous tissue, skin tissue, oral and nasal tissue, and renal tissue. This novel study proved that Classification and Regression Trees (CART) models were an innovative and easy to interpret tool to identify biomimetic electrospun structures; however, Cubist and Support Vector Machine (SVM) models were the most accurate, with R2 of 0.93 and 0.8, to predict the ultimate tensile strength and Young’s modulus, respectively. This approach can be implemented to optimise the manufacturing process in different applications.

目前,使用自体移植物是替代许多受损生物组织的黄金标准。然而,这种做法存在一些弊端,可以通过组织工程植入物加以缓解。本研究旨在探索机器学习如何对二维和三维聚乙烯醇(PVA)电纺支架(单扭曲丝、三扭曲丝和三扭曲/编织丝支架)进行机械评估,以便将其用于不同的组织工程应用中。交联和非交联支架是在干/湿条件下以及在纵向/横向加载条件下通过拉伸测试制造和进行机械表征的。28 个机器学习模型(ML)被用来预测支架的机械性能。4 个外生变量(结构、环境条件、交联和加载方向)用于预测 2 个内生变量(杨氏模量和极限拉伸强度)。ML 模型能够识别出与韧带组织、皮肤组织、口腔和鼻腔组织以及肾脏组织具有可比杨氏模量和极限拉伸强度的 6 种结构和测试条件。这项新颖的研究证明,分类和回归树(CART)模型是一种创新且易于解释的工具,可用于识别生物仿生电纺结构;不过,Cubist 和支持向量机(SVM)模型在预测极限拉伸强度和杨氏模量方面最为准确,R2 分别为 0.93 和 0.8。这种方法可用于优化不同应用中的制造工艺。
{"title":"Machine learning to mechanically assess 2D and 3D biomimetic electrospun scaffolds for tissue engineering applications: Between the predictability and the interpretability","authors":"Elisa Roldán ,&nbsp;Neil D. Reeves ,&nbsp;Glen Cooper ,&nbsp;Kirstie Andrews","doi":"10.1016/j.jmbbm.2024.106630","DOIUrl":"https://doi.org/10.1016/j.jmbbm.2024.106630","url":null,"abstract":"<div><p>Currently, the use of autografts is the gold standard for the replacement of many damaged biological tissues. However, this practice presents disadvantages that can be mitigated through tissue-engineered implants. The aim of this study is to explore how machine learning can mechanically evaluate 2D and 3D polyvinyl alcohol (PVA) electrospun scaffolds (one twisted filament, 3 twisted filament and 3 twisted/braided filament scaffolds) for their use in different tissue engineering applications. Crosslinked and non-crosslinked scaffolds were fabricated and mechanically characterised, in dry/wet conditions and under longitudinal/transverse loading, using tensile testing. 28 machine learning models (ML) were used to predict the mechanical properties of the scaffolds. 4 exogenous variables (structure, environmental condition, crosslinking and direction of the load) were used to predict 2 endogenous variables (Young’s modulus and ultimate tensile strength). ML models were able to identify 6 structures and testing conditions with comparable Young’s modulus and ultimate tensile strength to ligamentous tissue, skin tissue, oral and nasal tissue, and renal tissue. This novel study proved that Classification and Regression Trees (<span>CART</span>) models were an innovative and easy to interpret tool to identify biomimetic electrospun structures; however, Cubist and Support Vector Machine (SVM) models were the most accurate, with R<sup>2</sup> of 0.93 and 0.8, to predict the ultimate tensile strength and Young’s modulus, respectively. This approach can be implemented to optimise the manufacturing process in different applications.</p></div>","PeriodicalId":380,"journal":{"name":"Journal of the Mechanical Behavior of Biomedical Materials","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1751616124002625/pdfft?md5=4c476074ad7a93e943c8ab5c3bf4a9ad&pid=1-s2.0-S1751616124002625-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141423501","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
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Journal of the Mechanical Behavior of Biomedical Materials
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