Collagen Hybridizing Peptides Promote Collagen Fibril Growth In Vitro.

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2025-03-17 Epub Date: 2025-02-26 DOI:10.1021/acsabm.4c01509
Sophia Huang, Nicole Ng, Mina Vaez, Boris Hinz, Iona Leong, Laurent Bozec
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Abstract

Recreating the structural and mechanical properties of native tissues in vitro presents significant challenges, particularly in mimicking the dense fibrillar network of extracellular matrixes such as skin and tendons. This study develops a reversible collagen film through cycling collagen self-assembly and disassembly, offering an innovative approach to address these challenges. We first generated an engineered collagen scaffold by applying plastic compression to the collagen hydrogel. The reversibility of the collagen assembly was explored by treating the scaffold with lactic acid, leading to its breakdown into an amorphous gel─a process termed defibrillogenesis. Subsequent immersion of this gel in phosphate buffer facilitated the reassembly of collagen into fibrils larger than those in the original scaffold yet with the D-banding pattern characteristic of collagen fibrils. Transfer learning of the mobileNetV2 convolutional neural network trained on atomic force microscope images of collagen nanoscale D-banding patterns was created with 99% training and testing accuracy. In addition, extensive external validation was performed, and the model achieved high robustness and generalization with unseen data sets. Further innovation was introduced by applying collagen hybridizing peptides, which significantly accelerated and directed the assembly of collagen fibrils, promoting a more organized and aligned fibrillar structure. This study not only demonstrates the feasibility of creating a reversible collagen film that closely mimics the density and structural properties of the native matrix but also highlights the potential of using collagen hybridizing peptides to control and enhance collagen fibrillogenesis. Our findings offer promising tissue engineering and regenerative medicine strategies by enabling precise manipulation of collagen structures in vitro.

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胶原杂交肽促进胶原纤维体外生长。
体外重建天然组织的结构和力学特性面临着重大挑战,特别是在模拟细胞外基质(如皮肤和肌腱)的致密纤维网络方面。本研究通过循环胶原蛋白的自组装和拆卸,开发了一种可逆的胶原膜,为解决这些挑战提供了一种创新的方法。我们首先通过对胶原蛋白水凝胶施加塑料压缩来制造工程胶原蛋白支架。通过用乳酸处理支架,研究胶原蛋白组装的可逆性,使其分解成无定形凝胶──这一过程被称为去纤原作用。随后将该凝胶浸泡在磷酸盐缓冲液中,促进胶原重组成比原始支架更大的原纤维,但具有胶原原纤维的d带特征。mobileNetV2卷积神经网络在胶原蛋白纳米级d带模式的原子力显微镜图像上进行迁移学习,训练和测试准确率达到99%。此外,进行了大量的外部验证,该模型在未知数据集下具有较高的鲁棒性和泛化性。进一步的创新是引入胶原杂交肽,它显著加速和指导胶原原纤维的组装,促进更有组织和排列的纤维结构。这项研究不仅证明了创造一种与天然基质的密度和结构特性非常相似的可逆胶原膜的可行性,而且还强调了利用胶原杂交肽控制和增强胶原纤维形成的潜力。我们的研究结果通过在体外精确操纵胶原结构,为组织工程和再生医学提供了有前途的策略。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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