An application of Takagi-Sugeno fuzzy system to the classification of cancer patients based on elemental contents in serum samples

Chemometrics and Intelligent Laboratory Systems

Volumn 82, Issue 1-2 SPEC. ISS, 2006, Pages 294-299

  Zhang, Zhuoyong ^a   Zhou, Hualan ^b   Liu, Sidong ^b   Harrington, Peter de B ^c  

^a CAPITAL NORMAL UNIVERSITY   (China)

^b NORTHEAST NORMAL UNIVERSITY   (China)

^c Center for Intelligent Chemical Instrumentation   (United States)

Author keywords

Cancer; Fuzzy system; Neural network; Serum; Takagi Sugeno

Indexed keywords

TRACE ELEMENT;

ARTICLE; ARTIFICIAL NEURAL NETWORK; CANCER CLASSIFICATION; CANCER PATIENT; COST; HUMAN; LEARNING; LOGIC; METHODOLOGY; PERFORMANCE; PRIORITY JOURNAL; SERUM; TECHNIQUE; TIME;

EID: 33646103119     PISSN: 01697439     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chemolab.2005.05.007     Document Type: Article

References (24)

1. Margalioth E.J., Udassin R., Maor J., and Schenker J.G. Serum copper level in ovarian carcinoma. Cancer 56 (1985) 856-859
2. Jayadeep A., Raveendran P.K., Kannan S., Nalinakumari K.R., Mathew B., Krishnan N.M., and Menon V.P. Serum levels of copper, zinc, iron and ceruplasmin in oral leukoplakia and squamous cell carcinoma. J. Exp. Clin. Cancer Res. 16 (1997) 295-300
3. Sattar N., Scott H.R., McMillan D.C., Talwar D., O'Reilly D.S., and Fell G.S. Acute-phase reactants and plasma trace element concentrations in non-small cell lung cancer patients and controls. Nutr. Cancer 28 (1997) 308-312
4. Koksoy C., Kavas G.O., Akcil E., Kocaturk P.A., Kara S., and Ozarslan C. Trace elements and superoxide dismutase in benign and malignant breast diseases. Breast Cancer Res. Treat. 45 (1997) 1-6
5. Leung P.L., and Huang H.M. Biol. analysis of trace elements in the hair of volunteers suffering from naso-pharyngeal. Biol. Trace Elem. Res. 57 (1997) 19-25
6. Antila E., Mussalo-Rauhamaa H., Kantola M., Atroshi F., and Weatermarck T. Association of cadmium with human breast cancer. Sci. Total Environ. 186 (1996) 251-256
7. Tariq M.A., Qama-un-Nisa, and Fatima A. Concentrations of Cu, Cd, Ni, and Pb in the blood and tissues of cancerous persons in a Pakistani population. Sci. Total Environ. 175 (1995) 43-48
8. Martin-Lagos F., Navarro-Alarcon M., Terres-Martos C., Lopez-G de la Serrana S., and Lopez-Martinez M.C. Serum copper and zinc concentrations in serum from patients with cancer and cardiovascular. Sci. Total Environ. 204 (1997) 27-35
9. Poo J.L., Romero R.R., Robles J.A., Montemayor A.C., Isoard F., Estanes A., and Uribe M. Diagnostic value of the copper / zinc ratio in digestive cancer: a case control study. Arch. Med. Res. 28 (1997) 259-263
10. Magalova T., Bella V., Brtkova A., Beno I., Kudlackova M., and Volovova K. Copper, zinc and superoxide dismutase in precancerous, benign disease and gastric, colorectal and breast cancer. Neoplasma 46 (1999) 100-104
11. Ferrigno D., Buccheri G., and Camilla T. Serum copper and zinc content in non-small cell lung cancer: abnormalities and clinical correlates. Monadi Archives for Chest Disease vol. 54 (1999) 204-208
12. Huang Y.L., Sheu J.Y., and Lin T.H. Association between oxidative stress and changes of trace elements in patients with breast cancer. Clin. Biochem. 32 (1999) 131-136
13. Songchitsomboon S., Komindr S., Komindr A., Kulapongse S., Puchaiwatananon O., and Udomsupayakul U. Serum copper and zinc levels in Thai patients with various diseases. J. Med. Assoc. Thail. 82 (1999) 701-706
14. Leung P.L., Li X.L., Li Z.X., and Liang Y.C. Pattern recognition analysis to the variation of nasal-pharynx cancer patients' trace element levels in samples of hair, whole blood, and tissue. Biol. Trace Elem. Res. 42 (1994) 1-7
15. Ren Y., Zhang Z., Ren Y., Li W., Wang M., and Xu G. Diagnosis of lung cancer based on metal contents in serum and hair using multivariate statistical methods. Talanta 44 (1997) 1823-1831
16. Zhang Z., Zhuo H., Liu S., and Harrington P.B. Classification of cancer patients based on elemental contents of serums using bidirectional associative memory networks. Anal. Chim. Acta 436 (2001) 281-291
17. Takagi T., and Sugeno M. Fuzzy identification of systems and its applications for modeling and control. IEEE Trans. Syst. Man Cybern. (1985) 116-132 (SMC-15)
18. Fantuzzi C., and Rovatii R. Stability analysis of Takagi-Sugeno fuzzy systems by Lyapunov method. Proceedings of Eufit vol. 15 (1996) 1840-1843
19. Tanaka K., and Sugeno M. Stability analysis and design of fuzzy control systems. Fuzzy Sets Syst. 45 (1992) 135-156
20. Tanaka K., Ikeda T., and Wang H.O. Robust stabilization of a class of uncertain nonlinear systems via fuzzy control. IEEE Trans. Fuzzy Syst. 4 (1996) 1-13
21. Wang H.O., and Tanaka K. An approach to fuzzy control of nonlinear systems. IEEE Trans. Fuzzy Syst. 4 (1996) 14-23
22. Kang H.J., Kwon C., Lee H., and Park M. Robust stability analysis and design method for the fuzzy feedback linearization regulator. IEEE Trans. Fuzzy Syst. 6 (1998) 464-472
23. Lam H.K., Leung F.H., and Tam P.K. Stable and robust fuzzy control for uncertain nonlinear systems based on a grid-point approach. IEEE Fuzzy 5 (1997) 87-92
24. Gemperline P.J., Long J.R., and Gregorious V.G. Nonlinear multivariate calibration using principal components regression and artificial neural networks. Anal. Chem. 63 (1991) 2313-2323