Noninvasive glucose monitoring in diabetic patients: a preliminary evaluation.

Noninvasive monitoring of blood/tissue glucose concentrations has been successfully accomplished in individual diabetic subjects by using near-infrared (NIR) spectroscopy coupled with chemometric methods. Three different spectrometer configurations were tested: a) a Fourier-transform infrared spectrometer with an indium antimonide detector; b) a grating monochromator equipped with a silicon (Si) array detector, without fiber optics; and c) a grating monochromator equipped with an Si detector, with fiber-optic sampling. NIR spectra were obtained from diabetic subjects by transmission through the finger during a meal-tolerance test. The maximum range of observed plasma glucose concentrations obtained from the blood samples was 2.5-27 mmol/L. The NIR spectra were processed by using the chemometric multivariate calibration methods of partial least squares and principal component regression. The best calibration yielded a cross-validated average absolute error in glucose concentration of 1.1 mmol/L. This predictive ability suggests that noninvasive glucose determinations by NIR/chemometrics is a viable analytical method.

[1]  C. Salles,et al.  Determination of serum cholesterol by near-infrared reflectance spectrometry. , 1987, Analytical chemistry.

[2]  E. V. Thomas,et al.  Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information , 1988 .

[3]  J D Kruse-Jarres,et al.  Multivariate calibration for assays in clinical chemistry using attenuated total reflection infrared spectra of human blood plasma. , 1989, Analytical chemistry.

[4]  H. M. Heise,et al.  Multivariate determination of glucose in whole blood by attenuated total reflection infrared spectroscopy , 1989 .

[5]  R. Landgraf,et al.  Blood Glucose Measurement by Infrared Spectroscopy , 1989, The International journal of artificial organs.

[6]  David M. Haaland,et al.  Quantitative Infrared Spectroscopy Of Glucose In Blood Using Partial Least-Squares Analyses , 1989, Other Conferences.

[7]  E. V. Thomas,et al.  COMPARISON OF MULTIVARIATE CALIBRATION METHODS FOR QUANTITATIVE SPECTRAL ANALYSIS , 1990 .

[8]  D. Haaland 8 – Multivariate Calibration Methods Applied to Quantitative FT-IR Analyses , 1990 .

[9]  David M. Haaland Multivariate calibration applied to the quantitative analysis of infrared spectra , 1992, Other Conferences.

[10]  H. M. Heise,et al.  Multivariate determination of blood substrates in human plasma by FT-NIR spectroscopy , 1992, Other Conferences.

[11]  David M. Haaland,et al.  Post-Prandial Blood Glucose Determination by Quantitative Mid-Infrared Spectroscopy , 1992 .