4.5 Article

Identification of new spectral signatures associated with dengue virus infected sera

Journal

JOURNAL OF RAMAN SPECTROSCOPY
Volume 48, Issue 5, Pages 705-710

Publisher

WILEY
DOI: 10.1002/jrs.5110

Keywords

dengue virus infection; Raman spectroscopy; optical diagnosis; partial least square regression (PLSR)

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Funding

  1. Pakistan Medical & Research Council [4-22-25/13/RDC/QAU]

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In a quest to use Raman spectroscopy as an optical diagnostic tool, we recorded Raman spectra of 32 dengue virus (DENV)-infected and 28 healthy sera samples in the near-infrared spectral range (540 to 1700cm(-1)) using laser at 785nm as the excitation source. We observed clear differences in the Raman spectra of DENV-infected sera as compared with those of healthy individuals. Here, as a result of our study, we report 12 unique Raman bands associated with DENV-infected sera that are not reported earlier. After applying analysis of variance and t-test (p<0.05) on these 12 bands, six Raman bands at 630 (N-acetylglucosamine), 883 (in-plane bending (ring) of deoxyribose), 1218 (amide III- conformation from C6H5-C stretching vibrations of tryptophan and phenylalanine), 1273 (amide-III), 1623 (tryptophan) and 1672cm(-1) (ceramide) were found only in the DENV-infected sera. The remaining six Raman bands at 716 (lipids), 780 (Uracil-based ring breathing mode), 828 (ring breathing tyrosine), 840 (-anomers), 1101 ((C-N) of lipids and DNA) and 1150cm(-1)(glycogen/carotenoids) were only found in healthy sera. Two types of classification models, principal component analysis and linear discriminant analysis, were employed to develop principal component analysis-linear discriminant analysis model that has provided diagnostic accuracy 96.50%, sensitivity 93.44%, and specificity 100%. This indicates that these 12 Raman bands have the potential to be used as biomarkers for optical diagnosis of DENV infection. This study provides a new insight for future research in the field of optical diagnosis using Raman spectroscopy. Copyright (c) 2017 John Wiley & Sons, Ltd.

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