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Noninvasive Blood Glucose Assay by Near-Infrared Diffuse Reflectance Spectroscopy of the Human Inner Lip
Abstract
Near-infrared (NIR) spectra of the human inner lip were obtained by using a special optimized accessory for diffuse reflectance measurements. The partial-least squares (PLS) multivariate calibration algorithm was applied for linear regression of the spectral data between 9000 and 5500 cm−1 (Λ = 1.1–1.8 μm) against blood glucose concentrations determined by a standard clinical enzymatic method. Calibration experiments with a single person were carried out under varying conditions, as well as with a population of 133 different patients, with capillary and venous blood glucose concentration values provided. A genuine correlation between the blood glucose concentrations and the NIR-spectra can be proven. A time lag of about 10 min for the glucose concentration in the spectroscopically probed tissue volume vs. the capillary concentration can be estimated. Mean-square prediction errors obtained by cross-validation were in the range of 45 to 55 mg/dL. An analysis of different variance factors showed that the major contribution to the average prediction uncertainty was due to the reduced measurement reproducibility, i.e., variations in lip position and contact pressure. The results demonstrate the feasibility of using diffuse reflectance NIR-spectroscopy for the noninvasive measurement of blood glucose.
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Cited by
Sacks, D. B., Arnold, M., Bakris, G. L., Bruns, D. E., Horvath, A. R., Kirkman, M. S., Lernmark, A., Metzger, B. E., & Nathan, D. M. (2011) · Clinical Chemistry · doi:10.1373/clinchem.2010.161596 · Cited by 1,360
Prospects for in vivo Raman spectroscopy
Hanlon, E. B., Manoharan, R., Koo, T.-W., Shafer, K. E., Motz, J. T., Fitzmaurice, M., Kramer, J. R., Itzkan, I., Dasari, R. R., & Feld, M. S. (2000) · Physics in Medicine and Biology · doi:10.1088/0031-9155/45/2/201 · Cited by 894
Tura, A., Maran, A., & Pacini, G. (2007) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2006.10.027 · Cited by 283
In vivo glucose sensing for diabetes management: progress towards non-invasive monitoring
Pickup, J., McCartney, L., Rolinski, O., & Birch, D. (1999) · BMJ · doi:10.1136/bmj.319.7220.1289 · Cited by 66
Metadata
- Authors
- Marbach, R., Koschinsky, T., Gries, F. A., & Heise, H. M.
- Venue
- Applied Spectroscopy
- Publisher
- SAGE Publications
- Published
- 1993-07
- Volume
- 47
- Issue
- 7
- Pages
- 875-881
- ISSN
- 0003-7028 (ISSN-L)
- 1943-3530
- OpenAlex
- W2170481515
- Cited by
- 164
- References
- 0
- FWCI
- 6.81
- Type
- journal article
- Language
- en
- Open access
- closed
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- Marbach, R., Koschinsky, T., Gries, F. A., & Heise, H. M. (1993). Noninvasive Blood Glucose Assay by Near-Infrared Diffuse Reflectance Spectroscopy of the Human Inner Lip. Applied Spectroscopy. https://doi.org/10.1366/0003702934415354
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