4.7 Article

Noninvasive Monitoring of Glucose Using Near-Infrared Reflection Spectroscopy of Skin-Constraints and Effective Novel Strategy in Multivariate Calibration

期刊

BIOSENSORS-BASEL
卷 11, 期 3, 页码 -

出版社

MDPI
DOI: 10.3390/bios11030064

关键词

noninvasive glucose sensing; near-infrared spectroscopy; skin tissue reflection spectroscopy; calibration modeling; science-based calibration (SBC)

资金

  1. German Research Foundation (DFG) [HE 1685/1]

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The study utilized noninvasive near-infrared spectroscopy for blood glucose monitoring, demonstrating the feasibility of self-monitoring through multivariate calibration. The use of a strategy called science-based calibration (SBC) relying on a priori information improved the accuracy of the results.
For many years, successful noninvasive blood glucose monitoring assays have been announced, among which near-infrared (NIR) spectroscopy of skin is a promising analytical method. Owing to the tiny absorption bands of the glucose buried among a dominating variable spectral background, multivariate calibration is required to achieve applicability for blood glucose self-monitoring. The most useful spectral range with important analyte fingerprint signatures is the NIR spectral interval containing combination and overtone vibration band regions. A strategy called science-based calibration (SBC) has been developed that relies on a priori information of the glucose signal (response spectrum) and the spectral noise, i.e., estimates of the variance of a sample population with negligible glucose dynamics. For the SBC method using transcutaneous reflection skin spectra, the response spectrum requires scaling due to the wavelength-dependent photon penetration depth, as obtained by Monte Carlo simulations of photon migration based on estimates of optical tissue constants. Results for tissue glucose concentrations are presented using lip NIR-spectra of a type-1 diabetic subject recorded under modified oral glucose tolerance test (OGTT) conditions. The results from the SBC method are extremely promising, as statistical calibrations show limitations under the conditions of ill-posed equation systems as experienced for tissue measurements. The temporal profile differences between the glucose concentration in blood and skin tissue were discussed in detail but needed to be further evaluated.

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