Identification and differentiation of single cells from peripheral blood by Raman spectroscopic imaging

被引:126
作者
Neugebauer, Ute [1 ]
Clement, Joachim H. [2 ]
Bocklitz, Thomas [3 ]
Krafft, Christoph [1 ]
Popp, Juergen [1 ,3 ]
机构
[1] Inst Photon Technol, D-07745 Jena, Germany
[2] Univ Jena, Dept Internal Med 2, D-07740 Jena, Germany
[3] Univ Jena, Inst Phys Chem, D-07743 Jena, Germany
关键词
Raman; medical diagnosis; tumor cells; chemometrics; CIRCULATING TUMOR-CELLS; BREAST-CANCER CELLS; MAGNETIC NANOPARTICLES; LIVING CELLS; MICROSPECTROSCOPY; SPECTRA; TISSUE; LUNG;
D O I
10.1002/jbio.201000020
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Medical diagnosis can be improved significantly by fast, highly sensitive and quantitative cell identification from easily accessible body fluids. Prominent examples are disseminated tumor cells circulating in the peripheral blood of cancer patients. These cells are extremely rare and therefore difficult to detect. In this contribution we present the Raman spectroscopic characterization of different cells that can be found in peripheral blood such as leukocytes, leukemic cells and solid tumor cells. Leukocytes were isolated from the peripheral blood from healthy donors. Breast carcinoma derived tumor cells (MCF-7, BT-20) and myeloid leukaemia cells (OCI-AML3) were prepared from cell cultures. Raman images were collected from dried cells on calcium fluoride slides using 785 nm laser excitation. Unsupervised statistical methods (hierarchical cluster analysis and principal component analysis) were used to visualize spectral differences and cluster formation according to the cell type. With the help of supervised statistical methods (support vector machines) a classification model with 99.7% [GRAPHICS] accuracy rates for the differentiation of the cells was built. The model was successfully applied to identify single cells from an independent mixture of cells based on their vibrational spectra. The classification was confirmed by fluorescence staining of the cells after the Raman measurement.
引用
收藏
页码:579 / 587
页数:9
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