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Quanfima:一个用于生物材料纤维自动分析的开源 Python 包。

Quanfima: An open source Python package for automated fiber analysis of biomaterials.

机构信息

Laboratory for Applications of Synchrotron Radiation, Karlsruhe Institute of Technology, Karlsruhe, Germany.

Institute for Automation and Applied Computer Science, Karlsruhe Institute of Technology, Karlsruhe, Germany.

出版信息

PLoS One. 2019 Apr 11;14(4):e0215137. doi: 10.1371/journal.pone.0215137. eCollection 2019.

DOI:10.1371/journal.pone.0215137
PMID:30973910
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6459545/
Abstract

Hybrid 3D scaffolds composed of different biomaterials with fibrous structure or enriched with different inclusions (i.e., nano- and microparticles) have already demonstrated their positive effect on cell integration and regeneration. The analysis of fibers in hybrid biomaterials, especially in a 3D space is often difficult due to their various diameters (from micro to nanoscale) and compositions. Though biomaterials processing workflows are implemented, there are no software tools for fiber analysis that can be easily integrated into such workflows. Due to the demand for reproducible science with Jupyter notebooks and the broad use of the Python programming language, we have developed the new Python package quanfima offering a complete analysis of hybrid biomaterials, that include the determination of fiber orientation, fiber and/or particle diameter and porosity. Here, we evaluate the provided tensor-based approach on a range of generated datasets under various noise conditions. Also, we show its application to the X-ray tomography datasets of polycaprolactone fibrous scaffolds pure and containing silicate-substituted hydroxyapatite microparticles, hydrogels enriched with bioglass contained strontium and alpha-tricalcium phosphate microparticles for bone tissue engineering and porous cryogel 3D scaffold for pancreatic cell culturing. The results obtained with the help of the developed package demonstrated high accuracy and performance of orientation, fibers and microparticles diameter and porosity analysis.

摘要

由具有纤维结构的不同生物材料或富含不同内含物(即纳米和微米颗粒)组成的混合 3D 支架已经证明了它们对细胞整合和再生的积极作用。由于其各种直径(从微观到纳米尺度)和组成,混合生物材料中纤维的分析,特别是在 3D 空间中,通常很困难。尽管已经实施了生物材料处理工作流程,但没有可轻松集成到此类工作流程中的纤维分析软件工具。由于需要使用 Jupyter 笔记本进行可重复的科学研究以及广泛使用 Python 编程语言,我们开发了新的 Python 软件包 quanfima,该软件包提供了对混合生物材料的完整分析,包括纤维取向、纤维和/或粒径以及孔隙率的确定。在这里,我们在各种噪声条件下对一系列生成的数据集评估基于张量的方法。此外,我们还展示了它在用于骨组织工程的聚己内酯纤维支架的纯和含有硅酸盐取代的羟基磷灰石微颗粒、富含生物玻璃的水凝胶以及含有锶和α-磷酸三钙微颗粒的 X 射线断层扫描数据集以及用于胰腺细胞培养的多孔冷冻凝胶 3D 支架中的应用。借助开发的软件包获得的结果证明了取向、纤维和微颗粒直径以及孔隙率分析的高度准确性和性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/714f/6459545/fdeba774265f/pone.0215137.g008.jpg
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