Wang Haifeng, Li Jing, Qin Jie, Li Jie, Chen Yishen, Song Dongliang, Zeng Haishan, Wang Shuang
State Key Laboratory of Photon-Technology in Western China Energy, Institute of Photonics and Photon-Technology, Northwest University, Xi'an, Shaanxi 710127, China.
Department of Orthopedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi 710004, China.
J Photochem Photobiol B. 2022 Jan;226:112366. doi: 10.1016/j.jphotobiol.2021.112366. Epub 2021 Nov 19.
Confocal Raman Microspectroscopy (CRM) was employed to clarify the cellular response of cisplatin in osteosarcoma (OS) cells with different dosages and incubation times. The K7M2 mouse osteosarcoma cells were treated by cisplatin in 0 μM (UT group), 20 μM (20 T group), and 40 μM (40 T group) doses for 24-h (24H group) and 48-h (48H group), respectively. Raman spectroscopy was utilized to analyze the drug induced variations of intracellular biochemical components in osteosarcoma cells. The spectral results shows that the main changes in its biochemical composition come from nucleic acids. By adopting three different kernel functions (linear, polynomial, and Gaussian radial basis function (RBF)), principal component analysis combined with support vector machine models (PCA-SVM) was built to address the spectral variations among all investigated groups. Meanwhile, multivariate curve resolution alternating least squares (MCR-ALS) was further utilized to discuss on the chemical interpretation on the acquired spectral results. Moreover, Raman spectral images, which is reconstructed by K-means cluster analysis (KCA) with point-scanned hyperspectral dataset, was applied to illustrate the drug induced compositional and morphological variations in each subcellular region. The achieved results not only prove the application potential of Raman based analytical technique in non-labeled intracellular studies, but also illustrate the detailed compositional and structural information of cisplatin induced OS cell responses from the perspective of multivariate analysis and imaging of Raman spectroscopy.
共聚焦拉曼显微光谱(CRM)被用于阐明顺铂在不同剂量和孵育时间下对骨肉瘤(OS)细胞的细胞反应。将K7M2小鼠骨肉瘤细胞分别用0 μM(未处理组)、20 μM(20 T组)和40 μM(40 T组)剂量的顺铂处理24小时(24H组)和48小时(48H组)。利用拉曼光谱分析骨肉瘤细胞中药物诱导的细胞内生化成分变化。光谱结果表明,其生化组成的主要变化来自核酸。通过采用三种不同的核函数(线性、多项式和高斯径向基函数(RBF)),建立了主成分分析结合支持向量机模型(PCA-SVM)来处理所有研究组之间的光谱变化。同时,进一步利用多元曲线分辨交替最小二乘法(MCR-ALS)对获得的光谱结果进行化学解释。此外,利用点扫描高光谱数据集通过K均值聚类分析(KCA)重建的拉曼光谱图像,用于说明药物诱导的每个亚细胞区域的成分和形态变化。所取得的结果不仅证明了基于拉曼的分析技术在无标记细胞内研究中的应用潜力,还从拉曼光谱的多变量分析和成像角度阐明了顺铂诱导的OS细胞反应的详细成分和结构信息。