Prediction of type-2 diabetes based on several element levels in blood and chemometrics

Biological Trace Element Research

Volumn 147, Issue 1-3, 2012, Pages 67-74

  Chen, Hui ^a   Tan, Chao ^a  

^a YIBIN UNIVERSITY   (China)

Author keywords

Chemometrics; Diabetes; Diagnosis; Ensemble; Trace element

Indexed keywords

CHROMIUM; COPPER; IRON; LITHIUM; MANGANESE; NICKEL; VANADIUM; ZINC;

ADULT; AGE DISTRIBUTION; ANALYTIC METHOD; ARTICLE; BLOOD LEVEL; CHEMICAL ANALYSIS; CHEMOMETRICS; CONTROLLED STUDY; DECISION TREE; FEASIBILITY STUDY; FISHER LINEAR DISCRIMINANT ANALYSIS; HUMAN; MAJOR CLINICAL STUDY; NON INSULIN DEPENDENT DIABETES MELLITUS; PREDICTION; PRINCIPAL COMPONENT ANALYSIS; PROBABILITY; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE;

ADULT; CHROMIUM; COPPER; DECISION TREES; DIABETES MELLITUS, TYPE 2; DISCRIMINANT ANALYSIS; HUMANS; IRON; LITHIUM; MANGANESE; MIDDLE AGED; NICKEL; PREDICTIVE VALUE OF TESTS; PRINCIPAL COMPONENT ANALYSIS; PROGNOSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SPECTROPHOTOMETRY, ATOMIC; SUPPORT VECTOR MACHINES; TRACE ELEMENTS; VANADIUM; ZINC;

EID: 84861610833     PISSN: 01634984     EISSN: 15590720     Source Type: Journal    
DOI: 10.1007/s12011-011-9306-4     Document Type: Article

References (41)

1. L Quinn 2001 Glucose monitoring in the acutely ill patients with type 2 DM Crit Care Nurs 44 88 98
2. M Naqshbandi SB Harris JG Esler F Antwi-Nsiah 2008 Global complication rates of type 2 diabetes in Res Clin Pract 82 1 17 10.1016/j.diabres.2008.07.017
3. NI Ward B Pim 1984 Trace element concentrations in blood plasma from diabetic patients and normal individuals Biol Trace Element Res 6 469 487 10.1007/BF02987202 1:CAS:528:DyaL2MXhsVKqu7s%3D
4. N Houstis ED Rosen ES Lander 2006 Reactive oxygen species have a causal role in multiple forms of insulin resistance Nature 440 944 948 16612386 10.1038/nature04634 1:CAS:528:DC%2BD28XjsVWktbw%3D
5. CK Roberts KK Sindhu 2009 Oxidative stress and metabolic syndrome Life Sci 84 705 712 19281826 10.1016/j.lfs.2009.02.026 1:CAS:528:DC%2BD1MXls1KhtLs%3D
6. CR Flores MP Puga K Wrobel ME Garay Sevilla K Wrobel 2011 Trace elements status in diabetes mellitus type 2: possible role of the interaction between molybdenum and copper in the progress of typical complications Diabetes Res Clin Pract 91 333 341 21211861 10.1016/j.diabres.2010.12.014 1:CAS:528: DC%2BC3MXjtFWnt78%3D
7. MT Douglas 2003 The importance of trace element speciation in biomedical science Anal Bioanal Chem 375 1062 1066
8. HL Zhai XG Chen ZD Hu 2003 Study on the relationship between intake of trace elements and breast cancer mortality with chemometric methods Comput Biol Chem 27 581 586 14667786 10.1016/S1476-9271(03)00049-5 1:CAS:528: DC%2BD3sXpvVWjsrg%3D
9. F Bianchi M Maffini A Mangia E Marengo C Mucchino 2007 Experimental design optimization for the ICP-AES determination of Li, Na, K, Al, Fe, Mn and Zn in human serum J Pharm Biomed Anal 43 659 665 17079109 10.1016/j.jpba.2006. 07.054 1:CAS:528:DC%2BD2sXhsFaqsQ%3D%3D
10. A Taylor 1996 Detection and monitoring of disorders of essential trace elements Ann Clin Biochem 33 486 510 8937580 1:CAS:528:DyaK2sXivVGitQ%3D%3D
11. Q Pasha SA Malik J Iqbal N Shaheen MH Shah 2008 Comparative evaluation of trace metal distribution and correlation in human malignant and benign breast tissues Biol Trace Element Res 125 30 40 10.1007/s12011-008-8158-z 1:CAS:528:DC%2BD1cXhtFaisLjF
12. M Patriarca A Menditto GD Felice F Petrucci S Caroli M Merli C Valente 1998 Recent developments in trace element analysis in the prevention, diagnosis, and treatment of diseases Microchem J 59 194 202 10.1006/mchj.1998.1599 1:CAS:528:DyaK1cXksVWju7s%3D
13. P Frisk P Darnerud FG Ola J Blomberg NG Ilbäck 2007 Sequential trace element changes in serum and blood during a common viral infection in mice J Trace Elem Med Biol 21 29 36 17317523 10.1016/j.jtemb.2006.11.003 1:CAS:528:DC%2BD2sXltFWjtro%3D
14. HA Celik HH Aydin A Ozsaran N Kilincsoy Y Batur B Ersoz 2002 Trace elements analysis of ascitic fluid in benign and malignant diseases J Clin Biochem 35 477 481 10.1016/S0009-9120(02)00334-X
15. ZY Zhang HL Zhou SD Liu P Harrington 2006 Application of Takagi-Sugeno fuzzy systems to classification of cancer patients based on elemental contents in serum samples Chemom Intell Lab Syst 82 294 299 10.1016/j.chemolab.2005.05. 007 1:CAS:528:DC%2BD28XjvVWls7w%3D
16. C Tan H Chen CY Xia 2009 Early prediction of lung cancer based on the combination of trace element analysis in urine and an Adaboost algorithm J Pharm Biomed 49 746 752 10.1016/j.jpba.2008.12.010 1:CAS:528:DC%2BD1MXivVGjtL4%3D
17. C Tan H Chen CY Xia 2009 The prediction of cardiovascular disease based on trace element contents in hair and a classifier of boosting decision stumps Biol Trace Elem Res 129 9 19 19066736 10.1007/s12011-008-8279-4 1:CAS:528:DC%2BD1MXmtF2ks7k%3D
18. YL Ren ZY Zhang YQ Ren W Li MC Wang G Xu 1997 Diagnosis of lung cancer based on metal contents in serum and hair using multivariate statistical methods Talanta 44 1823 1831 18966923 10.1016/S0039-9140(97)00062-3 1:CAS:528:DyaK2sXlslait78%3D
19. TG Kazi HI Afridi N Kazi MK Jamali MB Arain N Jalbani 2008 Copper, chromium, manganese, iron, nickel, and zinc levels in biological samples of diabetes mellitus patients Biol Trace Elem Res 4 1 18 10.1007/s12011-007-8062-y
20. GJ Beckett JR Arthur 2005 Selenium and endocrine systems J Endocrinol 184 455 65 15749805 10.1677/joe.1.05971 1:CAS:528:DC%2BD2MXivVGjsb8%3D
21. Y Zheng XK Li Y Wang L Cai 2008 The role of zinc, copper and iron in the pathogenesis of diabetes and diabetic complications: therapeutic effects by chelators Hemoglobin 32 135 45 18274991 10.1080/03630260701727077 1:CAS:528:DC%2BD1cXhvFWiurc%3D
22. K Wrobel ME Garay-Sevilla JM Malacara ME Fajardo K Wrobel 1999 Effect of chromium on glucose tolerance, serum cholesterol and triglyceride levels in occupational exposure to trivalent speciers in type 2 diabetic patients and in control subjects Trace Elem Electrolytes 16 199 205 1:CAS:528:DyaK1MXmtlert7s%3D
23. Meyer JA, Spence DM (2009) A perspective on the role of metals in diabetes: past findings and possible future directions.1:32-49.
24. KH Thompson C Orvig 2006 Vanadium in diabetes: 100 years from phase 0 to phase I J Inorg Biochem 100 1925 1935 17055061 10.1016/j.jinorgbio.2006.08.016 1:CAS:528:DC%2BD28Xht1Cgs7rN
25. Sakurai H, Adachi Y (2005) The pharmacology of the insulinomimetic effect of zinc complexes. 18:319-323.
26. O Senofonte N Violante S Caroli 2000 Assessment of reference values for elements in human hair of urban school boys J Trace Elem Med Biol 14 6 13 10836528 10.1016/S0946-672X(00)80017-6 1:CAS:528:DC%2BD3cXksVGitLw%3D
27. HI Afridi TG Kazi N Kazi JA Baig MK Jamali MB Arain 2009 Status of essential trace metals in biological samples of diabetic mother and their neonates Arch Gynecol Obstet 280 415 423 19169697 10.1007/s00404-009-0955-x 1:CAS:528:DC%2BD1MXptVeru7Y%3D
28. HI Afridi TG Kazi N Kazi MK Jamali MB Arain N Jalbani 2008 Evaluation of status of toxic metals in biological samples of diabetes mellitus patients Diabetes Res Clin Pract 80 280 288 18276029 10.1016/j.diabres.2007.12.021 1:CAS:528:DC%2BD1cXks12ht7c%3D
29. JR Edwards WC Prozialeck 2009 Cadmium, diabetes and chronic kidney disease Toxicol Appl Pharmacol 238 289 299 19327375 10.1016/j.taap.2009.03.007 1:CAS:528:DC%2BD1MXosVaqsL8%3D
30. NA Hasan 2009 Effects of trace elements on albumin and lipoprotein glycation in diabetic retinopathy Saudi Med J 30 1263 1271 19838431
31. S Geman E Bienenstock R Doursat 1992 Neural networks and the bias/variance dilemma Neural Computation 4 1 58 10.1162/neco.1992.4.1.1
32. A Krogh P Sollich 1997 Statistical mechanics of ensemble learning Phys Rev E 55 811 825 10.1103/PhysRevE.55.811
33. L Breiman 1996 Bagging predictors Mach Learning 24 123 140
34. Vapnik VN (1995) The nature of statistical learning theory. Springer, NewYork
35. SR Amendolia ML Ganadu B Golosio GL Masala GM Mura 2003 A comparative study of K-nearest neighbour, support vector machine and multi-layer perceptron for thalassemia screening Chemom Intell Lab Syst 69 13 27 10.1016/S0169-7439(03) 00094-7 1:CAS:528:DC%2BD3sXosFSmsbo%3D
36. Li D (2009) Support vector machine and trace element method for pattern recognition of type-2 diabetes. Dissertation, Shenyang Pharmaceutical University, Shenyang
37. D Li YC Li LL Wang LM Qu YQ Zhang CJ Zhao 2009 Simultaneous determination of eleven trace elements in human blood by inductively coupled plasma optical emission spectrometry Journal of Shenyang Pharmaceutical University 26 7 539 542 1:CAS:528:DC%2BD1MXhtVGitrbO
38. DD Chen D Li J Liu CJ Zhao 2007 Determination of trace elements in urine of the normal persons in Shenyang City Guangdong Trace Elem Sci 14 14 17
39. I Stanimirova B Walczak DL Massart V Simeonov 2004 A comparison between two robust PCA algorithms Chemom Intell Lab Syst 71 83 95 10.1016/j.chemolab. 2003.12.011 1:CAS:528:DC%2BD2cXisFOmt7o%3D
40. C Tan ML Li X Qin 2008 Random subspace regression ensemble for near-infrared spectroscopic calibration of tobacco samples Anal Sci 24 647 653 18469472 10.2116/analsci.24.647 1:CAS:528:DC%2BD1cXnvFClu7o%3D
41. EA Hernández-Caraballo F Rivas AG Pérez LM Marcó-Parra 2005 Evaluation of chemometric techniques and artificial neural networks for cancer screening using Cu, Fe, Se and Zn concentrations in blood serum Anal Chim Acta 533 161 168 10.1016/j.aca.2004.10.087