Metabolic Characterization of Advanced Liver Fibrosis in HCV Patients as Studied by Serum 1H-NMR Spectroscopy

被引:49
作者
Embade, Nieves [1 ]
Marino, Zoe [2 ,4 ]
Diercks, Tammo [1 ]
Cano, Ainara [3 ]
Lens, Sabela [2 ,4 ]
Cabrera, Diana [1 ]
Navasa, Miquel [2 ,4 ]
Falcon-Perez, Juan M. [1 ,4 ,5 ]
Caballeria, Joan [2 ,4 ]
Castro, Azucena [3 ]
Bosch, Jaume [2 ,4 ]
Mato, Jose M. [1 ,4 ]
Millet, Oscar [1 ]
机构
[1] CIC bioGUNE, Derio, Bizkaia, Spain
[2] Univ Barcelona, IDIBAPS, Hosp Clin, Liver Unit, Barcelona, Spain
[3] ONE WAY LIVER METABOLOM SL, Derio, Bizkaia, Spain
[4] Ctr Invest Biomed Red Enfermedades Hepat & Digest, Barcelona, Spain
[5] Basque Fdn Sci, Ikerbasque, Bilbao, Bizkaia, Spain
基金
美国国家卫生研究院;
关键词
HEPATITIS-C VIRUS; MAGNETIC-RESONANCE-SPECTROSCOPY; NMR-BASED METABONOMICS; HEPATOCELLULAR-CARCINOMA; MASS-SPECTROMETRY; CLINICAL-APPLICATIONS; BIOMARKER DISCOVERY; ALCOHOLIC CIRRHOSIS; DISEASE; INFECTION;
D O I
10.1371/journal.pone.0155094
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
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Several etiologies result in chronic liver diseases including chronic hepatitis C virus infection (HCV). Despite its high incidence and the severe economic and medical consequences, liver disease is still commonly overlooked due to the lack of efficient non-invasive diagnostic methods. While several techniques have been tested for the detection of fibrosis, the available biomarkers still present severe limitations that preclude their use in clinical diagnostics. Liver diseases have also been the subject of metabolomic analysis. Here, we demonstrate the suitability of H-1 NMR spectroscopy for characterizing the metabolism of liver fibrosis induced by HCV. Serum samples from HCV patients without fibrosis or with liver cirrhosis were analyzed by NMR spectroscopy and the results were submitted to multivariate and univariate statistical analysis. PLS-DA test was able to discriminate between advanced fibrotic and non-fibrotic patients and several metabolites were found to be up or downregulated in patients with cirrhosis. The suitability of the most significantly regulated metabolites was validated by ROC analysis. Our study reveals that choline, acetoacetate and low-density lipoproteins are the most informative biomarkers for predicting cirrhosis in HCV patients. Our results demonstrate that statistical analysis of H-1-NMR spectra is able to distinguish between fibrotic and non-fibrotic patients suffering from HCV, representing a novel diagnostic application for NMR spectroscopy.
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页数:19
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