TY - JOUR
T1 - Spectroscopic evaluation of glucose concentration in phosphate-buffered saline solution using principal component analysis
AU - Nakamura, Atsushi
AU - Hasegawa, Takeshi
AU - Nishijo, Jujiro
AU - Kanazawa, Masao
AU - Aizawa, Katsuo
AU - Sota, Takayuki
N1 - Funding Information:
I am grateful to my colleagues Ian A. James, Mark Papworth, Kathryn Sowerby and Alia Sheikh for their helpful comments on an earlier draft.
PY - 2002/4/15
Y1 - 2002/4/15
N2 - Principal component analysis (PCA) has been used for quantitative analysis of infrared attenuated total reflection (ATR) spectra of chemical mixtures, so that the minute concentration of glucose in the chemical mixture would be evaluated. Spectroscopic calibration of chemical concentration has been, thus far, believed to require multidimensional least-squares methods, such as classical least squares (CLS) and partial least-squares (PLS) regression techniques. In the present study, however, the analysis of the infrared ATR spectra only by PCA has been found to be useful for the evaluation of concentration of specific minute species in a chemical mixture. The prediction accuracy by PCA only has proved to be comparable to that of PLS. The novel technique would enable us to measure the concentration of glucose in human blood with no invasion.
AB - Principal component analysis (PCA) has been used for quantitative analysis of infrared attenuated total reflection (ATR) spectra of chemical mixtures, so that the minute concentration of glucose in the chemical mixture would be evaluated. Spectroscopic calibration of chemical concentration has been, thus far, believed to require multidimensional least-squares methods, such as classical least squares (CLS) and partial least-squares (PLS) regression techniques. In the present study, however, the analysis of the infrared ATR spectra only by PCA has been found to be useful for the evaluation of concentration of specific minute species in a chemical mixture. The prediction accuracy by PCA only has proved to be comparable to that of PLS. The novel technique would enable us to measure the concentration of glucose in human blood with no invasion.
KW - Glucose concentration
KW - Infrared attenuated total reflection
KW - Loading vector
KW - Principal component analysis
KW - Score
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U2 - 10.1143/jjap.41.l440
DO - 10.1143/jjap.41.l440
M3 - Letter
AN - SCOPUS:0037089106
SN - 0021-4922
VL - 41
SP - L440-L442
JO - Japanese Journal of Applied Physics, Part 2: Letters
JF - Japanese Journal of Applied Physics, Part 2: Letters
IS - 4
ER -