Characteristic of Five Subpopulation Leukocytes in Single-Cell Levels Based on Partial Principal Component Analysis Coupled with Raman Spectroscopy

Author:

Li Wenxue12ORCID,Wang Liu3,Luo Chuan12,Zhu Zhiqiang4,Ji Jianlong5,Pang Lin1,Huang Qing23

Affiliation:

1. College of Physics, Sichuan University, Chengdu, China

2. Department of Laboratory Medicine, Southwest Hospital, Chongqing, China

3. Department of Laboratory Medicine, Daping Hospital, Chongqing, China

4. College of Materials Science and Engineering, Beijing University of Chemical Technology, Beijing, China

5. College of Information and Computer, Taiyuan University of Technology, Taiyuan, China

Abstract

Characteristics of five subpopulation leukocytes in single-cell levels based on partial principal component analysis coupled with Raman spectroscopy were proposed to recognize the biochemical features of five subpopulation leukocytes. Using wavelet transform, the reconstructed spectra of the low-frequency wavelet coefficients were used to perform multiple principal component analysis based on segmented spectral data wreathing cover at 720–800 cm–1, 840–994 cm–1, and 1010–1070 cm–1 wavenumbers, respectively. Our approach is promising since it enables to establish a better understanding of the underlying molecular difference between the subtypes of leukocytes in a label-free manner and to estimate the source of infection.

Publisher

SAGE Publications

Subject

Spectroscopy,Instrumentation

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