Investigation of noise-induced instabilities in quantitative biological spectroscopy and its implications for noninvasive glucose monitoring

Analytical Chemistry

Volumn 84, Issue 19, 2012, Pages 8149-8156

  Barman, Ishan ^a   Dingari, Narahara Chari ^a   Singh, Gajendra Pratap ^a   Soares, Jaqueline S ^a   Dasari, Ramachandra R ^a   Smulko, Janusz M ^a,b  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b GDANSK UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY LEVEL; ADDITIVE INTERFERENCE; ANALYTES; ANALYTICAL FORMULAS; ANIMAL MODEL; BIOMEDICAL APPLICATIONS; CHEMICAL SPECIFICITY; CHEMOMETRIC MODELS; CLINICAL SETTINGS; DATA SETS; ENVIRONMENTAL CONDITIONS; FIELD DATA; LEAST SQUARE; MEASUREMENT NOISE; MODEL PARAMETERS; MODELING PRECISION; NOISE-INDUCED INSTABILITY; NON-LINEAR REGRESSION; NONINVASIVE GLUCOSE MONITORING; OPTICAL SPECTROSCOPY; PARTIAL LEAST-SQUARES REGRESSION; PATHOLOGICAL CONDITIONS; PREDICTION ERRORS; PROOF OF CONCEPT; REGRESSION METHOD; SAMPLE PREPARATION; SPECTROSCOPIC MEASUREMENTS; SPECTROSCOPIC MODELS; SUPPORT VECTOR; SYSTEMATIC INVESTIGATIONS; UNCERTAINTY ESTIMATION;

CALIBRATION; GLUCOSE; MEDICAL APPLICATIONS; REGRESSION ANALYSIS; UNCERTAINTY ANALYSIS;

LEAST SQUARES APPROXIMATIONS;

ANIMAL; ARTICLE; DOG; GLUCOSE BLOOD LEVEL; RAMAN SPECTROMETRY; REGRESSION ANALYSIS;

ANIMALS; BLOOD GLUCOSE; DOGS; LEAST-SQUARES ANALYSIS; SPECTRUM ANALYSIS, RAMAN;

EID: 84867052197     PISSN: 00032700     EISSN: 15206882     Source Type: Journal    
DOI: 10.1021/ac301200n     Document Type: Article

References (44)

1. Bodanese, B.; Silveira, L., Jr.; Albertini, R.; Zangaro, R. A.; Pacheco, M. T. Photomed. Laser Surg. 2010, 1, S119-27
2. Haka, A. S.; Shafer-Peltier, K. E.; Fitzmaurice, M.; Crowe, J.; Dasari, R. R.; Feld, M. S. Proc. Natl. Acad. Sci. U. S. A. 2005, 102, 12371-12376
3. Lin, K.; Lau, D.; Cheng, P.; Huang, Z. Biosens. Bioelectron. 2012, 35, 213-217
4. Peres, M. B.; Silveira, L., Jr.; Zangaro, R. A.; Pacheco, M. T.; Pasqualucci, C. A. Lasers Med. Sci. 2011, 26, 645-655
5. Kang, J. W.; Lue, N.; Kong, C. R.; Barman, I.; Dingari, N. C.; Goldfless, S. J.; Niles, J. C.; Dasari, R. R.; Feld, M. S. Biomed. Opt. Exp. 2011, 2, 2484-2492
6. Dingari, N. C.; Horowitz, G. L.; Kang, J. W.; Dasari, R. R.; Barman, I. PLoS ONE 2012, 7, e32406
7. Centers for Disease Control and Prevention. National diabetes fact sheet: national estimates and general information on diabetes and prediabetes in the United States, 2011; U.S. Department of Health and Human Services, Centers for Disease Control and Prevention: Atlanta, GA, 2011.
8. Vashist, S. K. Anal. Chim. Acta 2012, DOI: 10.1016/j.aca.2012.03.043.
9. Khalil, O. S. Diabetes Technol. Ther. 2004, 6, 660-697
10. Roe, J. N.; Smoller, B. R. Crit. Rev. Ther. Drug. 1998, 15, 199-241
11. Chaiken, J.; Deng, B.; Bussjager, R. J.; Shaheen, G.; Rice, D.; Stehlik, D.; Fayos, J. Rev. Sci. Instrum. 2010, 81, 034301
12. Berger, A. J.; Koo, T. W.; Itzkan, I.; Horowitz, G.; Feld, M. S. Appl. Opt. 1999, 33, 2916-2926
13. Enejder, A. M. K.; Koo, T. W.; Oh, J.; Hunter, M.; Sasic, S.; Feld, M. S. Opt. Lett. 2002, 27, 2004-2006
14. Barman, I.; Singh, G. P.; Dasari, R. R.; Feld, M. S. Anal. Chem. 2009, 81, 4233-4240
15. Dingari, N. C.; Barman, I.; Singh, G. P.; Kang, J. W.; Dasari, R. R.; Feld, M. S. Anal. Bioanal. Chem. 2011, 400, 2871-2880
16. Barman, I.; Kong, C.; Dingari, N. C.; Dasari, R. R.; Feld, M. S. Anal. Chem. 2010, 82, 9719-9726
17. Barman, I.; Dingari, N. C.; Rajaram, N.; Tunnell, J. W.; Dasari, R. R. Biomed. Opt. Express 2011, 2, 592-599
18. Lorber, A.; Kowalski, B. J. Chemom. 1988, 2, 93-109
19. Berger, A. J.; Feld, M. S. Appl. Spectrosc. 1997, 51, 725-732
20. Scepanovic, O. R.; Bechtel, K. L.; Haka, A. S.; Shih, W. C.; Koo, T. W.; Berger, A. J.; Feld, M. S. J. Biomed. Opt. 2007, 12, 064012-1
21. Song, J. M.; Culha, M.; Kasili, P. M.; Griffin, G. D.; Vo-Dinh, T. Biosens. Bioelectron. 2005, 20, 2203-2209
22. Shih, W. C. Quantitative biological Raman spectroscopy for non-invasive blood analysis, Ph.D. Thesis, Massachusetts Institute of Technology, Dept. of Mechanical Engineering, 2007.
23. Koo, T. W. Measurement of blood analytes in turbid biological tissue using near infrared Raman spectroscopy, Ph.D. Thesis, Massachusetts Institute of Technology, Dept. of Mechanical Engineering, 2005.
24. Enejder, A. M. K.; Scecina, T. G.; Oh, J.; Hunter, M.; Shih, W.; Sasic, S.; Horowitz, G. L.; Feld, M. S. J. Biomed. Opt. 2005, 10, 031114
25. Cristianini, N.; Shawe-Taylor, J. An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods; Cambridge University Press: New York, 2000.
26. Suykens, J. A. K.; Van Gestel, T.; De Brabanter, D.; De Moor, B.; Vandewalle, J. Least Squares Support Vector Machines; World Scientific: Singapore, 2002.
27. Lewis, D. P.; Jebara, T.; Noble, W. S. Bioinformatics 2006, 22, 2753-2760
28. Noble, W. S. Support vector machine applications in computational biology. In Kernel Methods in Computational Biology; Schoelkopf, B.; Tsuda, K.; Vert, J. P., Eds.; MIT Press: Cambridge, MA, 2004; pp 71-92.
29. Faber, N. M. Anal. Chem. 2000, 72, 4675-4676
30. Faber, K.; Kowalski, B. R. J. Chemom. 1997, 11, 181
31. Barman, I.; Kong, C. R.; Singh, G. P.; Dasari, R. R.; Feld, M. S. Anal. Chem. 2010, 82, 6104-6114
32. Thissen, U.; Ustun, B.; Melssen, W. J.; Buydens, L. M. C. Anal. Chem. 2004, 76, 3099-3105
33. Bell, S. E. J.; Bourguignon, E.; Dennis, A. Analyst 1998, 123, 1729-1734
34. Barman, I.; Kong, C. R.; Singh, G. P.; Dasari, R. R. J. Biomed. Opt. 2011, 16, 011004
35. O'Grady, A.; Dennis, A. C.; Denvir, D.; McGarvey, J. J.; Bell, S. E. Anal. Chem. 2001, 73, 2058-2065
36. Brereton, R. G. Applied Chemometrics for Scientists; John Wiley and Sons Ltd.: Chichester, West Sussex, England, 2007.
37. Mann, E. A.; Pidcoke, H. F.; Salinas., J.; Wade, C. E.; Holcomb., J. B.; Wolf., S. E. Am. J. Crit. Care 2007, 16, 531-532
38. Reddy, R. K.; Bhargava, R. Analyst 2010, 135, 2818-2825
39. Sattlecker, M.; Bessant, C.; Smith, J.; Stone, N. Analyst 2010, 135, 895-901
40. Saha, A.; Barman, I.; Dingari, N. C.; McGee, S.; Volynskaya, Z.; Galindo, L. H.; Liu, W.; Plecha, D.; Klein, N.; Dasari, R. R.; Fitzmaurice, M. Biomed. Opt. Exp. 2011, 2, 2792-2803
41. Lee, H. L. T.; Boccazzi, P.; Gorret, N.; Ram, R. J.; Sinskey, A. J. Vib. Spectrosc. 2004, 35, 131-137
42. Myakalwar, A. K.; Sreedhar, S.; Barman, I.; Dingari, N. C.; Venugopal Rao, S.; Prem Kiran, P.; Tewari, S. P.; Manoj Kumar, G. Talanta 2011, 87, 53-59
43. Dingari, N. C.; Barman, I.; Kang, J. W.; Kong, C. R.; Dasari, R. R.; Feld, M. S. J. Biomed. Opt. 2011, 16, 087009
44. Volpe, G.; Petrov, D. Phys. Rev. Lett. 2006, 97, 210603