Nuclear Magnetic Resonance Based Profiling of Biofluids Reveals Metabolic Dysregulation in HIV-Infected Persons and Those on Anti-Retroviral Therapy

被引:39
作者
Munshi, Saif Ullah [1 ]
Rewari, Bharat Bhushan [2 ]
Bhavesh, Neel Sarovar [3 ]
Jameel, Shahid [1 ]
机构
[1] Int Ctr Genet Engn & Biotechnol, Virol Grp, New Delhi, India
[2] Natl AIDS Control Org, New Delhi, India
[3] Int Ctr Genet Engn & Biotechnol, Struct & Computat Biol Grp, New Delhi, India
关键词
IMMUNODEFICIENCY-VIRUS-INFECTION; METABONOMIC ANALYSIS; NMR-SPECTROSCOPY; AMINO-ACIDS; SERUM; DIAGNOSIS; PLASMA; IDENTIFICATION; PREVALENCE; SUPPORT;
D O I
10.1371/journal.pone.0064298
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Although HIV causes immune deficiency by infection and depletion of immunocytes, metabolic alterations with clinical manifestations are also reported in HIV/AIDS patients. Here we aimed to profile metabolite changes in the plasma, urine, and saliva of HIV/AIDS patients, including those on anti-retroviral therapy (ART). Methods: Metabolic profiling of biofluids collected from treatment naive HIV/AIDS patients and those receiving ART was done with solution-state nuclear magnetic resonance (NMR) spectroscopy followed by statistical analysis and annotation. Results: In Principal Component Analysis (PCA) of the NMR spectra, Principal Component 1 (PC1) alone accounted for 99.3%, 87.2% and 78.8% variations in plasma, urine, and saliva, respectively. Partial least squares discriminant analysis (PLS-DA) was applied to generate three-component models, which showed plasma and urine to be better than saliva in discriminating between patients and healthy controls, and between ART-naive patients and those receiving therapy. Twenty-six metabolites were differentially altered in any or two types of samples. Our results suggest that urinary Neopterin, and plasma Choline and Sarcosine could be used as metabolic biomarkers of HIV/AIDS infection. Pathway analysis revealed significant alternations in 12 metabolic pathways. Conclusions: This study catalogs differentially regulated metabolites in biofluids, which helped classify subjects as healthy controls, HIV/AIDS patients, and those on ART. It also underscores the importance of further studying the consequences of HIV infection on host metabolism and its implications for pathogenesis.
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页数:9
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