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.
机构:
Charles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech RepublicCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Babjuk, Marko
Oosterlinck, Willem
论文数: 0引用数: 0
h-index: 0
机构:
Ghent Univ Hosp, Dept Urol, B-9000 Ghent, BelgiumCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Oosterlinck, Willem
Sylvester, Richard
论文数: 0引用数: 0
h-index: 0
机构:
EORTC Headquarters, Brussels, BelgiumCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Sylvester, Richard
Kaasinen, Eero
论文数: 0引用数: 0
h-index: 0
机构:
Dept Urol, Hyvinkaa, FinlandCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Kaasinen, Eero
Boehle, Andreas
论文数: 0引用数: 0
h-index: 0
机构:
Dept Urol, Bad Schwartau, GermanyCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Boehle, Andreas
Palou-Redorta, Juan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Barcelona, Fundacio Puigvert, Dept Urol, Barcelona, SpainCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
机构:
Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, EnglandGloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Crow, P
Uff, JS
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Uff, JS
Farmer, JA
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Farmer, JA
Wright, MP
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Wright, MP
Stone, N
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
机构:
Univ Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Draga, Ronald O. P.
Grimbergen, Matthijs C. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Med Technol & Clin Phys, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Grimbergen, Matthijs C. M.
Vijverberg, Peter L. M.
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Urol, NL-3430 EM Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Vijverberg, Peter L. M.
van Swol, Christiaan F. P.
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Med Phys, NL-3430 EM Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
van Swol, Christiaan F. P.
Jonges, Trudy G. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Pathol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Jonges, Trudy G. N.
Kummer, J. Alain
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Pathol, Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Kummer, J. Alain
Bosch, J. L. H. Ruud
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Draux, Florence
Gobinet, Cyril
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Gobinet, Cyril
Sule-Suso, Josep
论文数: 0引用数: 0
h-index: 0
机构:
Keele Univ, Guy Hilton Res Ctr, Inst Sci & Technol Med, Stoke On Trent ST4 7QB, Staffs, EnglandUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Sule-Suso, Josep
Trussardi, Aurelie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Trussardi, Aurelie
Manfait, Michel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Manfait, Michel
Jeannesson, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Jeannesson, Pierre
Sockalingum, Ganesh D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
机构:
Charles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech RepublicCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Babjuk, Marko
Oosterlinck, Willem
论文数: 0引用数: 0
h-index: 0
机构:
Ghent Univ Hosp, Dept Urol, B-9000 Ghent, BelgiumCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Oosterlinck, Willem
Sylvester, Richard
论文数: 0引用数: 0
h-index: 0
机构:
EORTC Headquarters, Brussels, BelgiumCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Sylvester, Richard
Kaasinen, Eero
论文数: 0引用数: 0
h-index: 0
机构:
Dept Urol, Hyvinkaa, FinlandCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Kaasinen, Eero
Boehle, Andreas
论文数: 0引用数: 0
h-index: 0
机构:
Dept Urol, Bad Schwartau, GermanyCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
Boehle, Andreas
Palou-Redorta, Juan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Barcelona, Fundacio Puigvert, Dept Urol, Barcelona, SpainCharles Univ Prague, Fac Med 1, Gen Teaching Hosp, Dept Urol, Prague 12808 2, Czech Republic
机构:
Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, EnglandGloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Crow, P
Uff, JS
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Uff, JS
Farmer, JA
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Farmer, JA
Wright, MP
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
Wright, MP
Stone, N
论文数: 0引用数: 0
h-index: 0
机构:Gloucestershire Royal Hosp, Biophoton Res Grp, Gloucester GL1 3NN, England
机构:
Univ Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Draga, Ronald O. P.
Grimbergen, Matthijs C. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Med Technol & Clin Phys, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Grimbergen, Matthijs C. M.
Vijverberg, Peter L. M.
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Urol, NL-3430 EM Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Vijverberg, Peter L. M.
van Swol, Christiaan F. P.
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Med Phys, NL-3430 EM Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
van Swol, Christiaan F. P.
Jonges, Trudy G. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Pathol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Jonges, Trudy G. N.
Kummer, J. Alain
论文数: 0引用数: 0
h-index: 0
机构:
St Antonius Hosp, Dept Pathol, Nieuwegein, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
Kummer, J. Alain
Bosch, J. L. H. Ruud
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Dept Urol, NL-3508 GA Utrecht, Netherlands
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Draux, Florence
Gobinet, Cyril
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Gobinet, Cyril
Sule-Suso, Josep
论文数: 0引用数: 0
h-index: 0
机构:
Keele Univ, Guy Hilton Res Ctr, Inst Sci & Technol Med, Stoke On Trent ST4 7QB, Staffs, EnglandUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Sule-Suso, Josep
Trussardi, Aurelie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Trussardi, Aurelie
Manfait, Michel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Manfait, Michel
Jeannesson, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France
Jeannesson, Pierre
Sockalingum, Ganesh D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, FranceUniv Reims, Unite MeDIAN, CNRS, UMR 6237,MEDyC,UFR Pharm,IFR53, F-51096 Reims, France