Understanding the thermal stability of human serum proteins with the related near-infrared spectral variables selected by Monte Carlo-uninformative variable elimination |
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Authors: | Xiu-Wei Liu Xiao-Yu Cui Xiao-Ming Yu Wen-Sheng Cai Xue-Guang Shao |
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Affiliation: | a Research Center for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, China;b Laboratory of Clinic, People's Hospital of Gaomi City, Shandong 261000, China;c Tianjin Key Laboratory of Biosensing and Molecular Recognition, Tianjin 300071, China;d State Key Laboratory of Medicinal Chemical Biology, Tianjin 300071, China;e Collaborative Innovation Center of Chemical Science and Engineering, Tianjin 300071, China |
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Abstract: | Understanding the thermal stability of the proteins in human serum is essential since human serum is the important source of pharmaceutical proteins. Near-infrared (NIR) spectroscopy was applied to the investigation of thermal changes in secondary structure and hydration of human serum proteins. However, as a multicomponent system, the overlap of the broad NIR bands makes the structural analysis very difficult directly using the spectra of serum samples. Therefore, continuous wavelet transform (CWT) was used to improve the resolution of NIR spectra, and Monte Carlo-uninformative variable elimination (MC-UVE) method was applied to the selection of the variables associated with the proteins for the structural analysis. The variables (5956, 5867, 5815, 5747, 4525, 4401, 4359 and 4328 cm-1) related to protein secondary structures and those (7074, 6951, 6827 and 6700 cm-1) connected with water species were selected. Then, the thermal stability was analyzed through the intensity variations of the selected variables with temperature from 30 ℃ to 80 ℃. It was found that the variation of the spectral variables related to both α-helix and β-sheetchanges apparently around 60 ℃, indicating the beginning of the thermal denaturation and the transition from α-helix to β-sheet. Moreover, an obvious change was found around 60 ℃ for the content of the water specie S3, i.e., the water cluster containing three hydrogen bonds. The result demonstrates that MC-UVE can identify the protein-related NIR spectral variables, and the water species may be a marker for investigation of the structural change of proteins in biochemical systems. |
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Keywords: | Near-infrared spectroscopy Temperature dependent spectroscopy Monte Carlo-uninformative variable elimination Protein Human serum |
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