Spectroscopic characterization of human immunodeficiency virus type-1-infected plasma by principal component analysis and soft independent modeling of class analogy of visible and near-infrared spectra

被引:14
|
作者
Bahmani, Mirza Khalil [2 ]
Khosravi, Ayyoob [3 ]
Miri, Ramin [3 ]
Iwabu, Yukie [1 ]
Ikuta, Kazuyoshi [1 ]
Sakudo, Akikazu [1 ]
机构
[1] Osaka Univ, Dept Virol, Res Inst Microbial Dis, Suita, Osaka 5650871, Japan
[2] Shiraz Univ Med Sci, HIV & Hepatitis Res Ctr, Shiraz, Iran
[3] Shiraz Univ Med Sci, Med & Nat Prod Chem Res Ctr, Shiraz, Iran
基金
日本科学技术振兴机构;
关键词
human immunodeficiency virus type-1; visible and near-infrared spectroscopy; principal component analysis; soft independent modeling of class analogy; SQUARES REGRESSION-ANALYSIS; HIV-INFECTION; PROTEASE INHIBITORS; LIPIDS; HYPERTRIGLYCERIDEMIA; LOPINAVIR/RITONAVIR; LIPODYSTROPHY; DIAGNOSIS; METALS; MEN;
D O I
10.3892/mmr_00000176
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Previous research has shown that it may be possible to diagnose infections of human immunodeficiency virus type-l (HIV-1) using plasma by a partial least squares regression analysis of visible and near-infrared (Vis-NIR) spectra. In this study, the features of plasma in HIN-1-infected and healthy individuals were further investigated by Vis-NIR spectroscopy using principal component analysis (PCA) and soft independent modeling of class analogy (SIMCA). Although the mean Vis-NIR spectra of 33 HIV-1-infected individuals and 15 healthy donors showed only slight differences. the two groups were respectively distinguished using a score plot of the first versus second or second versus third principal components, and by a Coomans plot. The PCA loadings were generally consistent with the discriminating, power of the SIMCA, indicating specific changes in Vis-NIR spectra after HIV-1-infection. The specific pattern possibly indicates ROH and RNH2., which may constitute specific features of components in HIN-1-infected plasma.
引用
收藏
页码:805 / 809
页数:5
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