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Noninvasive and simultaneous quantitative analysis of multiple human blood components based on the grey analysis system.

Authors :
Wang, Kang
Li, Gang
Zhou, Mei
Wang, Huiquan
Wang, Dan
Lin, Ling
Source :
Spectrochimica Acta Part A: Molecular & Biomolecular Spectroscopy. Feb2023:Part 1, Vol. 287, pN.PAG-N.PAG. 1p.
Publication Year :
2023

Abstract

[Display omitted] • A system for noninvasive quantitative analysis of human blood components. • This paper proposes a spectral elimination method. • The models of seven blood components were established in this paper. • The Rp-all predicted by the seven models respectively reach 0.95 and above. • Noninvasive detection based on dynamic spectrum theory and "M + N" theory. Noninvasive detection of human blood components is the dream of human beings and the goal of clinical detection. From the perspective of mathematical analysis, based on the grey analysis system, the principle of spectral chemical quantitative analysis and the solution method of multivariate linear equation, this paper pioneers the spectrum elimination method, and obtains a complete, high-precision, synchronous and noninvasive detection system for a variety of human blood components. The spectral elimination method applies the principle of elimination method in mathematics to the noninvasive quantitative analysis of human blood components by spectral method, reduces the influence of non-target components on the detection of target components, and improves the accuracy of noninvasive quantitative analysis of human blood components. To demonstrate the effectiveness of the method, taking the analysis of the contents of seven blood components (hemoglobin, red blood cell count, neutrophils, lymphocytes, monocytes, eosinophils and basophils) in blood as an example, fourteen models were established by two different methods. From the comparison of modeling results, it can be concluded that when the seven models established by spectral elimination method predict the corresponding seven components of all samples, the predicted correlation coefficients are more than 0.9500. The experimental results show that the spectral elimination method and non-invasive detection system proposed can predict the content of human blood components with high accuracy. This paper studies a high-precision, simultaneous and noninvasive quantitative analysis system of multiple human blood components for the first time, which not only makes great progress in the non-invasive chemical quantitative analysis of human blood components by spectroscopy, but also has great application value for clinical medical treatment and disease diagnosis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13861425
Volume :
287
Database :
Academic Search Index
Journal :
Spectrochimica Acta Part A: Molecular & Biomolecular Spectroscopy
Publication Type :
Academic Journal
Accession number :
161016900
Full Text :
https://doi.org/10.1016/j.saa.2022.122043