Targeted metabolic profiling of hepatocellular carcinoma and hepatitis C using LC-MS/MS

被引:63
作者
Baniasadi, Hamid [1 ]
Gowda, G. A. Nagana [2 ]
Gu, Haiwei [2 ]
Zeng, Ao [1 ]
Zhuang, Shui [1 ]
Skill, Nicholas [3 ]
Maluccio, Mary [3 ]
Raftery, Daniel [1 ,2 ,4 ]
机构
[1] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA
[2] Univ Washington, Dept Anesthesiol & Pain Med, Mitochondria & Metab Ctr, Seattle, WA 98109 USA
[3] Indiana Univ, Dept Surg, Indianapolis, IN 46204 USA
[4] Fred Hutchinson Canc Res Ctr, Seattle, WA 98104 USA
关键词
Cancer; Hepatitis C virus; Hepatocellular carcinoma; LC-MS; MS; Metabolomics; LIVER-CIRRHOSIS; UNITED-STATES; METABONOMICS; BLOOD; ACID; DNA;
D O I
10.1002/elps.201300029
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Hepatitis C virus (HCV) infection of the liver is a global health problem and a major risk factor for the development of hepatocellular carcinoma (HCC). Sensitive methods are needed for the improved and earlier detection of HCC, which would provide better therapy options. Metabolic profiling of the high-risk population (HCV patients) and those with HCC provides insights into the process of liver carcinogenesis and possible biomarkers for earlier cancer detection. Seventy-three blood metabolites were quantitatively profiled in HCC (n = 30) and cirrhotic HCV (n = 22) patients using a targeted approach based on LC-MS/MS. Sixteen of 73 targeted metabolites differed significantly (p < 0.05) and their levels varied up to a factor of 3.3 between HCC and HCV. Four of these 16 metabolites (methionine, 5-hydroxymethyl-2-deoxyuridine, N2,N2-dimethylguanosine, and uric acid) that showed the lowest p values were used to develop and internally validate a classification model using partial least squares discriminant analysis. The model exhibited high classification accuracy for distinguishing the two groups with sensitivity, specificity, and area under the receiver operating characteristic curve of 97%, 95%, and 0.98, respectively. A number of perturbed metabolic pathways, including amino acid, purine, and nucleotide metabolism, were identified based on the 16 biomarker candidates. These results provide a promising methodology to distinguish cirrhotic HCV patients, who are at high risk to develop HCC, from those who have already progressed to HCC. The results also provide insights into the altered metabolism between HCC and HCV.
引用
收藏
页码:2910 / 2917
页数:8
相关论文
共 39 条
[1]
Hepatocellular Carcinoma Incidence, Mortality, and Survival Trends in the United States From 1975 to 2005 [J].
Altekruse, Sean F. ;
McGlynn, Katherine A. ;
Reichman, Marsha E. .
JOURNAL OF CLINICAL ONCOLOGY, 2009, 27 (09) :1485-1491
[2]
Hepatocellular carcinoma: an overview [J].
Anthony, PP .
HISTOPATHOLOGY, 2001, 39 (02) :109-118
[3]
Early Detection of Recurrent Breast Cancer Using Metabolite Profiling [J].
Asiago, Vincent M. ;
Alvarado, Leiddy Z. ;
Shanaiah, Narasimhamurthy ;
Gowda, G. A. Nagana ;
Owusu-Sarfo, Kwadwo ;
Ballas, Robert A. ;
Raftery, Daniel .
CANCER RESEARCH, 2010, 70 (21) :8309-8318
[4]
Separation and quantitation of water soluble cellular metabolites by hydrophilic interaction chromatography-tandem mass spectrometry [J].
Bajad, Sunil U. ;
Lu, Wenyun ;
Kimball, Elizabeth H. ;
Yuan, Jie ;
Peterson, Celeste ;
Rabinowitz, Joshua D. .
JOURNAL OF CHROMATOGRAPHY A, 2006, 1125 (01) :76-88
[5]
Identification of serum biomarkers of hepatocarcinoma through liquid chromatography/mass spectrometry-based metabonomic method [J].
Chen, Feng ;
Xue, Jihua ;
Zhou, Linfu ;
Wu, Shanshan ;
Chen, Zhi .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2011, 401 (06) :1899-1904
[6]
Serum and Urine Metabolite Profiling Reveals Potential Biomarkers of Human Hepatocellular Carcinoma [J].
Chen, Tianlu ;
Xie, Guoxiang ;
Wang, Xiaoying ;
Fan, Jia ;
Qiu, Yunping ;
Zheng, Xiaojiao ;
Qi, Xin ;
Cao, Yu ;
Su, Mingming ;
Wang, Xiaoyan ;
Xu, Lisa X. ;
Yen, Yun ;
Liu, Ping ;
Jia, Wei .
MOLECULAR & CELLULAR PROTEOMICS, 2011, 10 (07)
[7]
Targeted serum metabolite profiling of nucleosides in esophageal adenocarcinoma [J].
Djukovic, Danijel ;
Baniasadi, Hamid R. ;
Kc, Ravi ;
Hammoud, Zane ;
Raftery, Daniel .
RAPID COMMUNICATIONS IN MASS SPECTROMETRY, 2010, 24 (20) :3057-3062
[8]
Djuric Z, 1996, CANCER, V77, P691, DOI 10.1002/(SICI)1097-0142(19960215)77:4<691::AID-CNCR15>3.0.CO
[9]
2-W
[10]
The continuing increase in the incidence of hepatocellular carcinoma in the United States: An update [J].
El-Serag, H ;
Davila, JA ;
Petersen, NJ ;
McGlynn, KA .
ANNALS OF INTERNAL MEDICINE, 2003, 139 (10) :817-823