Label-free Raman imaging of live osteosarcoma cells with multivariate analysis

被引:20
作者
Li, Jie [1 ,2 ]
Qin, Jie [3 ]
Zhang, Xu [1 ,2 ]
Wang, Rui [3 ]
Liang, Zhuowen [4 ]
He, Qingli [2 ]
Wang, Zhe [4 ]
Wang, Kaige [1 ,2 ]
Wang, Shuang [1 ]
机构
[1] Northwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
[2] Northwest Univ, Dept Phys, Xian 710069, Shaanxi, Peoples R China
[3] Xi An Jiao Tong Univ, Dept Orthoped, Affiliated Hosp 2, Xian 710004, Shaanxi, Peoples R China
[4] Air Force Med Univ, Xijing Hosp, Dept Orthopaed, Xian 710032, Shaanxi, Peoples R China
关键词
Confocal Raman microspectral imaging; Live osteosarcoma cells; Multi-variate analysis; K-means cluster analysis; Principal component analysis; EMBRYONIC STEM-CELLS; LIVING CELLS; SPECTROSCOPY; PHENYLALANINE; SCATTERING; DAMAGE; LINES; TOOL; DNA;
D O I
10.1007/s00253-019-09952-3
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Confocal Raman microspectral imaging (CRMI) is an advanced cell-imaging method that maps endogenous molecular compositions with their unique spectral fingerprint indicators. The aim of this work was to provide a visualized understanding of subcellular features of live osteosarcoma cells using a 532-nm laser excitation without the use of dyes or molecular probes. Both malignant osteoblast and spindle osteosarcoma cells derived from the BALB/c mouse osteosarcoma cell line K7M2 were investigated in this work. After preprocessing the obtained spectral dataset, K-means cluster analysis (KCA) is employed to reconstruct Raman spectroscopic maps of single biological cells by identifying regions of the cellular membrane, cytoplasm, organelles, and nucleus with their corresponding mean spectra. Principal component analysis (PCA) was further employed to indicate variables of significant influence on the separation of the spectra of each cellular component. The biochemical components of the two cell types were then extracted by showing the spectral and distribution features attributed to proteins, lipids, and DNA. Using this standardized CRMI technique and multivariate analysis approaches, the results obtained could be a sound foundation for a typical Raman imaging protocol of live cellular biomedical analysis.
引用
收藏
页码:6759 / 6769
页数:11
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