Noninvasive Detection of Hematocrit and the Mean Corpuscular Hemoglobin Concentration Levels by Vis-NIR Spectroscopy
ZHAO Jing1, LIN Ling2, LU Xiao-zuo1, LI Gang2*
1. Institute of Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China 2. State Key Laboratory of Precision Measurement Technology and Instruments, Tianjin University, Tianjin 300072, China
Abstract:Hematocrit(HCT) and mean hemoglobin concentration(MCHC) play a very important role in preventing cardiovascular disease and anemia. A method was developed on the basis of spectroscopy to detect HCT and MCHC non-invasively and accurately. The anatomical study showed that the blood rheology abnormalities and blood viscosity’s changes can cause the changes of tongue, so there is a certain correlation between tongue and blood components. Reflectance spectrums from the tongue tips of 240 volunteers were collected, then the tongue pictures were captured and the biochemical analysis results were recorded at the same time. The 240 samples were separated into two parts: calibration sample and test sample. Spectra were then subjected to a partial least squares regression (PLSR) analysis to develop mathematics models for predicting HCT levels. The correlation between the data and prediction of HCT and MCHC yielded calibration samples value of 0.998 and 0.938. HCT and MCHC levels of test samples predicted by this model from Visible-Near infrared spectra provided a coefficient of determination in prediction of 0.979 and 0.883 with an average relative error of prediction of 1.65% and 1.88%, a root mean square error of prediction of 4.066 and 4.139. From the experiment results we can see that the model which was built before can better predict the HCT and MCHC, and the results also showed that spectrometry method may provide a promising approach to the noninvasive measurement of human HCT and MCHC with a combination of PLSR analysis.
赵 静1,林 凌2,陆小左1,李 刚2* . 血细胞压积与平均血红蛋白浓度的可见-近红外光谱无创检测 [J]. 光谱学与光谱分析, 2014, 34(03): 652-655.
ZHAO Jing1, LIN Ling2, LU Xiao-zuo1, LI Gang2* . Noninvasive Detection of Hematocrit and the Mean Corpuscular Hemoglobin Concentration Levels by Vis-NIR Spectroscopy. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(03): 652-655.
[1] Erin E Coglianese, Muhammad M Qureshi, Ramachandran S Vasan, et al. The American Journal of Cardiology,2012, 109(2): 241. [2] Aalia Dilawar, Ghazala Qureshi, Useman Khurram, et al. Pakistan Journal of Physiology,2012, 8(1): 19. [3] Guo Xinxin, Andreas Mandelis, Bernard Zi nman. Biomedical Optics Express,2012, 3(11): 3012. [4] Groenendaal W, Schmidt K A, von Basum G, et al. Diabetes Technology and Therapeutics, 2008, 10(4): 283. [5] Stephen F Malin, Timothy L Ruchti, Thomas B Blank, et al. Clinical Chemistry, 1999, 45(9): 1651. [6] Satoshi Yamamoto, Lzumi Fujiwara, Midori Yamauchi, et al. Optical Review, 2012, 19(6): 361. [7] Jason J B, Mark A A, Gary W Small. Diabetes Technology and Therapeutics, 2000, 2(1): 5. [8] Jason J B, Mark A A. Clinical Chemistry, 1999, 45(9): 1621. [9] FU Yue-qin, GAO Chang-yu, Lü Su-jun, et al(符月琴, 高长玉, 吕素君, 等). Journal of Guangzhou University of Traditional Chinese Medicine(广州中医药大学学报), 2009, 26(1): 16. [10] ZHAO Jing, LI Zhe, LI Gang, et al(赵 静, 李 哲, 李 刚, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2012, 32(6): 1624 [11] QIU Ping, NI Yong-nian(邱 萍, 倪永年). Chinese Journal of Analytical Chemistry(分析化学), 2012, 40(1): 155.