School of Physics/Focas Research Institute, Dublin Institute of Technology, Kevin Street, Dublin 8, Ireland.
Analyst. 2009 Jun;134(6):1182-91. doi: 10.1039/b821393c. Epub 2009 Mar 3.
In this study the suitability of Raman spectroscopy for the determination of carbon nanotube mediated toxicity on human alveolar carcinoma epithelial cells (A549) is explored. The exposure of this cell line represents the primary pathway of exposure in humans, that of inhalation. Peak ratio analysis demonstrates a dose-dependent response which correlates to previous toxicological studies. Principal component analysis is employed to further classify cellular response as a function of dose and to examine differences between spectra as a function of exposed concentration. To further illustrate the potential of Raman spectroscopy in this field, Partial Least Squares (PLS) regression and genetic algorithm feature selection have been utilised to demonstrate that clonogenic endpoints, and therefore toxic response, can be potentially predicted from spectra of cells exposed to un-determined doses, removing the need for costly and time consuming biochemical assays. This preliminary study demonstrates the potential of Raman spectroscopy as a probe of cytotoxicity to nanoparticle exposure.
在这项研究中,探索了拉曼光谱法在测定碳纳米管介导的对人肺泡癌细胞(A549)的毒性中的适用性。该细胞系的暴露代表了人类吸入暴露的主要途径。峰比分析表明存在剂量依赖性反应,与先前的毒理学研究相关。主成分分析用于进一步根据剂量对细胞反应进行分类,并研究暴露浓度作为函数的光谱之间的差异。为了进一步说明拉曼光谱在该领域的潜力,已利用偏最小二乘(PLS)回归和遗传算法特征选择来证明,可以从暴露于未确定剂量的细胞的光谱中潜在地预测克隆形成终点,从而预测毒性反应,而无需进行昂贵且耗时的生化分析。这项初步研究表明了拉曼光谱作为纳米颗粒暴露细胞毒性探针的潜力。