Label-free Raman imaging of live osteosarcoma cells with multivariate analysis
被引:19
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作者:
Li, Jie
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机构:
Northwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Northwest Univ, Dept Phys, Xian 710069, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Li, Jie
[1
,2
]
Qin, Jie
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机构:
Xi An Jiao Tong Univ, Dept Orthoped, Affiliated Hosp 2, Xian 710004, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Qin, Jie
[3
]
Zhang, Xu
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机构:
Northwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Northwest Univ, Dept Phys, Xian 710069, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Zhang, Xu
[1
,2
]
Wang, Rui
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机构:
Xi An Jiao Tong Univ, Dept Orthoped, Affiliated Hosp 2, Xian 710004, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Wang, Rui
[3
]
Liang, Zhuowen
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机构:
Air Force Med Univ, Xijing Hosp, Dept Orthopaed, Xian 710032, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Liang, Zhuowen
[4
]
He, Qingli
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机构:
Northwest Univ, Dept Phys, Xian 710069, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
He, Qingli
[2
]
Wang, Zhe
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机构:
Air Force Med Univ, Xijing Hosp, Dept Orthopaed, Xian 710032, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Wang, Zhe
[4
]
Wang, Kaige
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机构:
Northwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Northwest Univ, Dept Phys, Xian 710069, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
Wang, Kaige
[1
,2
]
Wang, Shuang
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机构:
Northwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R ChinaNorthwest Univ, Inst Photon & Photon Technol, 229 North Taibai Rd, Xian 710069, Shaanxi, Peoples R China
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
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.
机构:
Inha Univ, Dept Pharmacol, Sch Med, Incheon 22212, South KoreaChosun Univ, Dept Phys Educ, Gwangju 61452, South Korea
Kang, In Soon
Lee, Young Ju
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机构:
Kyung Hee Univ, Dept Biomed Engn, Coll Med, Seoul 02447, South Korea
Kyung Hee Univ, Healthcare Ind Res Inst, Coll Med, Seoul 02447, South KoreaChosun Univ, Dept Phys Educ, Gwangju 61452, South Korea
Lee, Young Ju
Kim, Dohyun
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机构:
Myongji Univ, Dept Ind & Management Engn, Gyeonggi Do 17058, South KoreaChosun Univ, Dept Phys Educ, Gwangju 61452, South Korea
Kim, Dohyun
Park, Hun-Kuk
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机构:
Kyung Hee Univ, Dept Biomed Engn, Coll Med, Seoul 02447, South Korea
Kyung Hee Univ, Healthcare Ind Res Inst, Coll Med, Seoul 02447, South KoreaChosun Univ, Dept Phys Educ, Gwangju 61452, South Korea
Park, Hun-Kuk
Lee, Gi-Ja
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机构:
Kyung Hee Univ, Dept Biomed Engn, Coll Med, Seoul 02447, South Korea
Kyung Hee Univ, Healthcare Ind Res Inst, Coll Med, Seoul 02447, South KoreaChosun Univ, Dept Phys Educ, Gwangju 61452, South Korea
机构:Zhejiang University,College of Agriculture and Biotechnology, Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology/The State Agriculture Ministry Laboratory of Horticultural Plant Growth/Development and Quality Improvement
Nan Zhu
Di Wu
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机构:Zhejiang University,College of Agriculture and Biotechnology, Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology/The State Agriculture Ministry Laboratory of Horticultural Plant Growth/Development and Quality Improvement
Di Wu
Kunsong Chen
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机构:Zhejiang University,College of Agriculture and Biotechnology, Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology/The State Agriculture Ministry Laboratory of Horticultural Plant Growth/Development and Quality Improvement