Utilization of metabolomics to identify serum biomarkers for hepatocellular carcinoma in patients with liver cirrhosis

被引:123
|
作者
Ressom, Habtom W. [1 ]
Xiao, Jun Feng [1 ]
Tuli, Leepika [1 ]
Varghese, Rency S. [1 ]
Zhou, Bin [1 ]
Tsai, Tsung-Heng [1 ]
Ranjbar, Mohammad R. Nezami [1 ]
Zhao, Yi [1 ]
Wang, Jinlian [1 ]
Di Poto, Cristina [1 ]
Cheema, Amrita K. [1 ]
Tadesse, Mahlet G. [2 ]
Goldman, Radoslav [1 ]
Shetty, Kirti [3 ,4 ]
机构
[1] Georgetown Univ, Lombardi Comprehens Canc Ctr, Dept Oncol, Med Ctr, Washington, DC 20057 USA
[2] Georgetown Univ, Dept Math & Stat, Washington, DC 20057 USA
[3] Georgetown Univ, Med Ctr, Dept Surg, Washington, DC 20057 USA
[4] Georgetown Univ Hosp, Washington, DC 20057 USA
基金
美国国家卫生研究院;
关键词
Metabolomics; Biomarkers; Liquid chromatography-mass spectrometry; Hepatocellular carcinoma; Selected reaction monitoring; MASS-SPECTROMETRY; METABOLITE IDENTIFICATION; BILE-ACIDS; METABONOMICS; LC;
D O I
10.1016/j.aca.2012.07.013
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Characterizing the metabolic changes pertaining to hepatocellular carcinoma (HCC) in patients with liver cirrhosis is believed to contribute towards early detection, treatment, and understanding of the molecular mechanisms of HCC. In this study, we compare metabolite levels in sera of 78 HCC cases with 184 cirrhotic controls by using ultra performance liquid chromatography coupled with a hybrid quadrupole time-of-flight mass spectrometry (UPLC-QTOF MS). Following data preprocessing, the most relevant ions in distinguishing HCC cases from patients with cirrhosis are selected by parametric and non-parametric statistical methods. Putative metabolite identifications for these ions are obtained through mass-based database search. Verification of the identities of selected metabolites is conducted by comparing their MS/MS fragmentation patterns and retention time with those from authentic compounds. Quantitation of these metabolites is performed in a subset of the serum samples (10 HCC and 10 cirrhosis) using isotope dilution by selected reaction monitoring (SRM) on triple quadrupole linear ion trap (QqQLIT) and triple quadrupole (QqQ) mass spectrometers. The results of this analysis confirm that metabolites involved in sphingolipid metabolism and phospholipid catabolism such as sphingosine-1-phosphate (S-1-P) and lysophosphatidylcholine (lysoPC 17:0) are up-regulated in sera of HCC vs. those with liver cirrhosis. Down-regulated metabolites include those involved in bile acid biosynthesis (specifically cholesterol metabolism) such as glycochenodeoxycholic acid 3-sulfate (3-sulfo-GCDCA), glycocholic acid (GCA), glycodeoxycholic acid (GDCA), taurocholic acid (TCA), and taurochenodeoxycholate (TCDCA). These results provide useful insights into HCC biomarker discovery utilizing metabolomics as an efficient and cost-effective platform. Our work shows that metabolomic profiling is a promising tool to identify candidate metabolic biomarkers for early detection of HCC cases in high risk population of cirrhotic patients. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:90 / 100
页数:11
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