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使用开源软件通过高光谱拉曼成像分析电纺纤维中的化学异质性

Analysis of Chemical Heterogeneity in Electrospun Fibers Through Hyperspectral Raman Imaging Using Open-Source Software.

作者信息

Uribe-Juárez Omar E, Silva Valdéz Luis A, Vivar Velázquez Flor Ivon, Montoya-Molina Fidel, Moreno-Razo José A, Flores-Sánchez María G, Morales-Corona Juan, Olayo-González Roberto

机构信息

Department of Physics, Metropolitan Autonomous University, Mexico City 09340, Mexico.

Research Vice-Rectory, Faculty of Engineering, University La Salle México, Mexico City 06140, Mexico.

出版信息

Polymers (Basel). 2025 Jul 6;17(13):1883. doi: 10.3390/polym17131883.

DOI:10.3390/polym17131883
PMID:40647891
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12252106/
Abstract

Electrospinning is a versatile technique for producing porous nanofibers with a high specific surface area, making them ideal for several tissue engineering applications. Although Raman spectroscopy has been widely employed to characterize electrospun materials, but most studies report bulk-averaged properties without addressing the spatial heterogeneity of their chemical composition. Raman imaging has emerged as a promising tool to overcome this limitation; however, challenges remain, including limited sensitivity for detecting minor components, reliance on distinctive high-intensity bands, and the frequent use of commercial software. In this study, we present a methodology based on Raman hyperspectral image processing using open-source software (Python), capable of identifying components present at concentrations as low as 2% and 5%, even in the absence of exclusive bands of high or medium intensity, respectively. The proposed approach integrates spectral segmentation, end member extraction via the N-FINDR algorithm, and analysis of average spectra to map and characterize the chemical heterogeneity within electrospun fibers. Finally, its performance is compared with the traditional approach based on band intensities, highlighting improvements in sensitivity and the detection of weak signals.

摘要

静电纺丝是一种用于生产具有高比表面积的多孔纳米纤维的通用技术,使其成为多种组织工程应用的理想选择。尽管拉曼光谱已被广泛用于表征静电纺丝材料,但大多数研究报告的是体平均性质,而未涉及其化学成分的空间异质性。拉曼成像已成为克服这一局限性的一种有前途的工具;然而,挑战依然存在,包括检测次要成分的灵敏度有限、依赖独特的高强度谱带以及频繁使用商业软件。在本研究中,我们提出了一种基于使用开源软件(Python)进行拉曼高光谱图像处理的方法,即使在分别不存在高强度或中等强度的专属谱带的情况下,该方法也能够识别浓度低至2%和5%的成分。所提出的方法集成了光谱分割、通过N-FINDR算法进行端元提取以及平均光谱分析,以绘制和表征静电纺丝纤维内的化学异质性。最后,将其性能与基于谱带强度的传统方法进行比较,突出了在灵敏度和弱信号检测方面的改进。

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