Abstract
Global health, whether in developed or developing countries, is in need of robust systems diagnostics for major diseases, such as HIV/AIDS, impacting the world populations. Fourier transform Infrared (FTIR) spectroscopy of serum is a quick and reagent-free methodology with which to analyze metabolic alterations such as those caused by disease or treatment. In this study, Attenuated Total Reflectance Fourier-Transform (ATR-FTIR) Spectroscopy was investigated as a means of distinguishing HIV-infected treatment-experienced (HIVpos ARTpos, n=39) and HIV-infected-treatment-naïve (HIV pos ARTneg, n=16) subjects from uninfected control subjects (n=30). Multivariate pattern recognition techniques, including partial least squares discriminant analysis (PLS-DA) and orthogonal partial least squares discriminant analysis (OPLS-DA), successfully distinguished sample classes, while univariate approaches identified significant differences (p<0.05) after Benjamini-Hochberg corrections. OPLS-DA discriminated between all groups with sensitivity, specificity, and accuracy of >90%. Compared to uninfected controls, HIVpos ARTpos and HIVpos ARTneg subjects displayed significant differences in spectral regions linked to lipids/fatty acids (3010cm-1), carbohydrates (1299cm -1; 1498cm-1), glucose (1035cm-1), and proteins (1600cm-1; 1652cm-1). These are all molecules shown by conventional biochemical analysis to be affected by HIV/ART interference. The biofluid metabolomics approach applied here successfully differentiated global metabolic profiles of HIV-infected patients and uninfected controls and detected potential biomarkers for development into indicators of host response to treatment and/or disease progression. Our findings therefore contribute to ongoing efforts for capacity-building in global health for robust omics science and systems diagnostics towards major diseases impacting population health.
| Original language | English |
|---|---|
| Pages (from-to) | 513-523 |
| Number of pages | 11 |
| Journal | OMICS A Journal of Integrative Biology |
| Volume | 18 |
| Issue number | 8 |
| DOIs | |
| Publication status | Published - 1 Aug 2014 |
| Externally published | Yes |
ASJC Scopus subject areas
- Biotechnology
- Biochemistry
- Molecular Medicine
- Molecular Biology
- Genetics