Infrared spectroscopy as a tool for discrimination between sensitive and multiresistant K562 cells

被引:51
作者
Gaigneaux, A [1 ]
Ruysschaert, JM [1 ]
Goormaghtigh, E [1 ]
机构
[1] Free Univ Brussels, Lab Struct & Funct Biol Membranes, B-1050 Brussels, Belgium
来源
EUROPEAN JOURNAL OF BIOCHEMISTRY | 2002年 / 269卷 / 07期
关键词
multiresistance; infrared spectroscopy; multivariate statistics; K562; leukemia;
D O I
10.1046/j.1432-1033.2002.02841.x
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Fourier transform infrared spectroscopy was performed on human leukemic daunorubicin-sensitive K562 cells and their multiresistant counterpart derived by selection. Statistical analysis, including variable reduction and linear discriminant analysis was performed on sensitive and multiresistant cells spectra in order to establish a diagnostic tool for multiresistant pattern. For each of the two methods of data reduction tested [genetic algorithm or principal component analysis (PCA)] discrimination between the two cell lines was found to be possible. The best results, obtained with PCA-reduction, showed an accuracy of 93% on a distinct test set of spectra. These results demonstrate the efficiency of Fourier transform infrared spectroscopy for classification. Further analysis of the spectral differences indicated that discrimination between resistant and sensitive cells was based on variations in all cellular contents. Lipid and nucleic acid decreased, relatively, while the protein content increased.
引用
收藏
页码:1968 / 1973
页数:6
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