Study on Bladder Cancer Tissues with Raman Spectroscopy

被引:13
|
作者
Wang Lei [1 ]
Fan Jin-hai [1 ]
Guan Zhen-feng [1 ]
Liu You [2 ]
Zeng Jin [1 ]
He Da-lin [1 ]
Huang Li-qing [2 ]
Wang Xin-yang [1 ]
Gong Hui-ling [3 ]
机构
[1] Xi An Jiao Tong Univ, Affiliated Hosp 1, Key Lab Environm & Genes Related Dis, Dept Urol,Minist Educ, Xian 710061, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Sci, Dept Phys, Xian 710049, Peoples R China
[3] Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Pathol, Xian 710061, Peoples R China
关键词
Raman spectroscopy; Bladder cancer; Normal bladder; Principal Component Analysis; Support vector machines; CARCINOMA;
D O I
10.3964/j.issn.1000-0593(2012)01-0123-04
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
The scope of this research lies in diagnosis of bladder cancer through Raman spectra. The spectra of bladder cancer and normal bladder were measured by using laser confocal Raman micro-spectroscopy. Principal component analysis/support vector machines was applied to the spectral dataset to construct diagnostic algorithms, then to detect the accuracy of these algorithms to determine histological diagnosis by leave-one-out cross validation from its Raman spectrum. It was showed that the peak intensity of nucleic acid (782, 1 583 cm(-1)) in bladder cancer and protein (1 061, 1 295, 2 849, 2 881 cm(-1)) in normal bladder increased significantly. Additionally, Principal component analysis (PCA) and support vector machines (SVM) provided an effective tool for differentiating the bladder cancer from normal bladder tissue. Excellent sensitivity (86. 7%), specificity (87. 5%), positive predictive value (92. 9%), and negative predictive value (72. 8%) for the diagnosis of bladder cancer were obtained by leave-one-out cross validation. It was concluded that Raman spectroscopy can be used to accurately identify bladder cancer in vitro, and it suggests the promising potential application of PCA/SVM-based Raman spectroscopy for the diagnosis of bladder cancer.
引用
收藏
页码:123 / 126
页数:4
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