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使用逆有限元方法评估主动脉瓣间质细胞诱导的聚(乙二醇)水凝胶环境的三维重塑。

Estimation of aortic valve interstitial cell-induced 3D remodeling of poly(ethylene glycol) hydrogel environments using an inverse finite element approach.

作者信息

Khang Alex, Steinman John, Tuscher Robin, Feng Xinzeng, Sacks Michael S

机构信息

James T. Willerson Center for Cardiovascular Modeling and Simulation, Oden Institute for Computational Engineering and Sciences and the Department of Biomedical Engineering, The University of Texas at Austin, 201 East 24th St, Stop C0200, Austin, TX 78712-1229, USA.

James T. Willerson Center for Cardiovascular Modeling and Simulation, Oden Institute for Computational Engineering and Sciences and the Department of Biomedical Engineering, The University of Texas at Austin, 201 East 24th St, Stop C0200, Austin, TX 78712-1229, USA.

出版信息

Acta Biomater. 2023 Apr 1;160:123-133. doi: 10.1016/j.actbio.2023.01.043. Epub 2023 Feb 21.

Abstract

Aortic valve interstitial cells (AVICs) reside within the leaflet tissues of the aortic valve and maintain and remodel its extracellular matrix components. Part of this process is a result of AVIC contractility brought about by underlying stress fibers whose behaviors can change in various disease states. Currently, it is challenging to directly investigate AVIC contractile behaviors within dense leaflet tissues. As a result, optically clear poly (ethylene glycol) hydrogel matrices have been used to study AVIC contractility via 3D traction force microscopy (3DTFM). However, the local stiffness of the hydrogel is difficult to measure directly and is further confounded by the remodeling activity of the AVIC. Ambiguity in hydrogel mechanics can lead to large errors in computed cellular tractions. Herein, we developed an inverse computational approach to estimate AVIC-induced remodeling of the hydrogel material. The model was validated with test problems comprised of an experimentally measured AVIC geometry and prescribed modulus fields containing unmodified, stiffened, and degraded regions. The inverse model estimated the ground truth data sets with high accuracy. When applied to AVICs assessed via 3DTFM, the model estimated regions of significant stiffening and degradation in the vicinity of the AVIC. We observed that stiffening was largely localized at AVIC protrusions, likely a result of collagen deposition as confirmed by immunostaining. Degradation was more spatially uniform and present in regions further away from the AVIC, likely a result of enzymatic activity. Looking forward, this approach will allow for more accurate computation of AVIC contractile force levels. STATEMENT OF SIGNIFICANCE: The aortic valve (AV), positioned between the left ventricle and the aorta, prevents retrograde flow into the left ventricle. Within the AV tissues reside a resident population of aortic valve interstitial cells (AVICs) that replenish, restore, and remodel extracellular matrix components. Currently, it is technically challenging to directly investigate AVIC contractile behaviors within the dense leaflet tissues. As a result, optically clear hydrogels have been used to study AVIC contractility through means of 3D traction force microscopy. Herein, we developed a method to estimate AVIC-induced remodeling of PEG hydrogels. This method was able to accurately estimate regions of significant stiffening and degradation induced by the AVIC and allows a deeper understanding of AVIC remodeling activity, which can differ in normal and disease conditions.

摘要

主动脉瓣间质细胞(AVICs)存在于主动脉瓣的瓣叶组织内,维持并重塑其细胞外基质成分。这一过程的部分原因是由潜在应力纤维引起的AVIC收缩性,其行为在各种疾病状态下会发生变化。目前,直接研究致密瓣叶组织内的AVIC收缩行为具有挑战性。因此,光学透明的聚乙二醇水凝胶基质已被用于通过三维牵引力显微镜(3DTFM)研究AVIC收缩性。然而,水凝胶的局部刚度难以直接测量,并且由于AVIC的重塑活性而进一步混淆。水凝胶力学的不确定性会导致计算细胞牵引力时出现较大误差。在此,我们开发了一种反向计算方法来估计AVIC引起的水凝胶材料重塑。该模型通过由实验测量的AVIC几何形状和包含未改性、硬化和降解区域的规定模量场组成的测试问题进行了验证。反向模型以高精度估计了真实数据集。当应用于通过3DTFM评估的AVIC时,该模型估计了AVIC附近显著硬化和降解的区域。我们观察到硬化主要局限于AVIC突起处,这可能是免疫染色证实的胶原蛋白沉积的结果。降解在空间上更均匀,且存在于远离AVIC的区域,这可能是酶活性的结果。展望未来,这种方法将允许更准确地计算AVIC收缩力水平。重要性声明:主动脉瓣(AV)位于左心室和主动脉之间,可防止血液逆流回左心室。在AV组织中存在一群主动脉瓣间质细胞(AVICs),它们补充、修复和重塑细胞外基质成分。目前,直接研究致密瓣叶组织内的AVIC收缩行为在技术上具有挑战性。因此,光学透明水凝胶已被用于通过三维牵引力显微镜研究AVIC收缩性。在此,我们开发了一种方法来估计AVIC引起的聚乙二醇水凝胶重塑。该方法能够准确估计由AVIC引起的显著硬化和降解区域,并有助于更深入地了解AVIC重塑活动,这在正常和疾病状态下可能有所不同。

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