Analysis of morphological properties of fibrous electrospun polyurethane grafts using image segmentation

IF 3.3 2区 医学 Q2 ENGINEERING, BIOMEDICAL Journal of the Mechanical Behavior of Biomedical Materials Pub Date : 2024-05-09 DOI:10.1016/j.jmbbm.2024.106573
Jerry Ochola , Cameron Hume , Deon Bezuidenhout
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Abstract

The concentration of the polymer in the electrospinning solution greatly influences the mechanical behaviour of electrospun vascular grafts due to the influence on scaffold morphology. The scaffold morphology (fiber diameter, fiber orientation and inter-fiber voids) of the grafts plays an important role in their behaviour during use. Even though manual methods and complex algorithms have been used so far for characterisation of the morphology of electrospun architecture, they still have several drawbacks that limit their reliability. This study therefore uses conventional, statistical region merging and a hybrid image segmentation algorithm, to characterise the morphology of the electrospun vascular grafts. Consequently, vascular grafts were fabricated using an in-house electrospinning equipment using three polymer material concentration levels (14%, 16% and 18%) of medical-grade thermoplastic polyurethane (Pellethane®). The image thresholding and segementation algorithms were then used for segmentation of SEM images extracted from the polymer grafts and then morphological parameters were investigated in terms of fiber diameter, fiber orientation, and interfiber spaces (pore area and porosity). The results indicate that electrospun image segmentation was "best" when the hybrid algorithm and the conventional algorithm was used, which implied that fiber property values computed from the hybrid algorithm were closed to the manually measurements especially for the 14% PU with fiber diameter 2.2%, fiber orientation 7.6% and porosity at 1.9%. However there was higher disperity between the manual and hybrid algorithm. This suggests more fiber uniformity in the 14%PU potentially affected the accuracy of the hybrid algorithm.

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利用图像分割分析纤维电纺聚氨酯移植物的形态特性
电纺溶液中聚合物的浓度对支架形态的影响极大地影响着电纺血管移植物的机械性能。移植物的支架形态(纤维直径、纤维取向和纤维间空隙)对其在使用过程中的行为起着重要作用。尽管迄今已有人工方法和复杂算法用于表征电纺结构的形态,但它们仍存在一些缺点,限制了其可靠性。因此,本研究采用了传统的统计区域合并和混合图像分割算法来表征电纺血管移植物的形态。因此,血管移植物是利用内部电纺设备,使用三种聚合物材料浓度水平(14%、16% 和 18%)的医用级热塑性聚氨酯(Pellethane®)制成的。然后使用图像阈值和分割算法对从聚合物移植物中提取的扫描电镜图像进行分割,然后从纤维直径、纤维取向和纤维间隙(孔面积和孔隙率)方面研究形态学参数。结果表明,在使用混合算法和传统算法时,电纺图像分割效果 "最佳",这意味着混合算法计算出的纤维特性值与人工测量值接近,特别是对于纤维直径为 2.2%、纤维取向为 7.6%、孔隙率为 1.9%的 14%聚氨酯。不过,人工测量和混合算法之间的差异较大。这表明 14%PU 中更多的纤维均匀性可能会影响混合算法的准确性。
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来源期刊
Journal of the Mechanical Behavior of Biomedical Materials
Journal of the Mechanical Behavior of Biomedical Materials 工程技术-材料科学:生物材料
CiteScore
7.20
自引率
7.70%
发文量
505
审稿时长
46 days
期刊介绍: The Journal of the Mechanical Behavior of Biomedical Materials is concerned with the mechanical deformation, damage and failure under applied forces, of biological material (at the tissue, cellular and molecular levels) and of biomaterials, i.e. those materials which are designed to mimic or replace biological materials. The primary focus of the journal is the synthesis of materials science, biology, and medical and dental science. Reports of fundamental scientific investigations are welcome, as are articles concerned with the practical application of materials in medical devices. Both experimental and theoretical work is of interest; theoretical papers will normally include comparison of predictions with experimental data, though we recognize that this may not always be appropriate. The journal also publishes technical notes concerned with emerging experimental or theoretical techniques, letters to the editor and, by invitation, review articles and papers describing existing techniques for the benefit of an interdisciplinary readership.
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