Raman spectroscopy for noninvasive glucose measurements
Open Access
- 1 January 2005
- journal article
- research article
- Published by SPIE-Intl Soc Optical Eng in Journal of Biomedical Optics
- Vol. 10 (3) , 031114-0311149
- https://doi.org/10.1117/1.1920212
Abstract
We report the first successful study of the use of Raman spectroscopy for quantitative, noninvasive (“transcutaneous”) measurement of blood analytes, using glucose as an example. As an initial evaluation of the ability of Raman spectroscopy to measure glucose transcutaneously, we studied 17 healthy human subjects whose blood glucose levels were elevated over a period of 2–3 h using a standard glucose tolerance test protocol. During the test, 461 Raman spectra were collected transcutaneously along with glucose reference values provided by standard capillary blood analysis. A partial least squares calibration was created from the data from each subject and validated using leave-one-out cross validation. The mean absolute errors for each subject were 7.8%±1.8% (mean±std) with values of 0.83±0.10. We provide spectral evidence that the glucose spectrum is an important part of the calibrations by analysis of the calibration regression vectors. © 2005 Society of Photo-Optical Instrumentation Engineers.
Keywords
This publication has 19 references indexed in Scilit:
- Blood analysis by Raman spectroscopyOptics Letters, 2002
- On Wiener filtering and the physics behind statistical modelingJournal of Biomedical Optics, 2002
- Global and societal implications of the diabetes epidemicNature, 2001
- Multicomponent blood analysis by near-infrared Raman spectroscopyApplied Optics, 1999
- Structure of Water, Proteins, and Lipids in Intact Human Skin, Hair, and NailJournal of Investigative Dermatology, 1998
- Noninvasive Blood Glucose Sensors Based on Near‐Infrared SpectroscopyArtificial Organs, 1994
- The Effect of Intensive Treatment of Diabetes on the Development and Progression of Long-Term Complications in Insulin-Dependent Diabetes MellitusNew England Journal of Medicine, 1993
- Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative informationAnalytical Chemistry, 1988
- Consensus Statement on Self-Monitor ing of Blood GlucoseDiabetes Care, 1987
- The effect of growth and function on the chemical composition of soft tissuesBiochemical Journal, 1960