Comprehensive Metabolomic Search for Biomarkers to Differentiate Early Stage Hepatocellular Carcinoma from Cirrhosis

被引:58
作者
Kim, Da Jung [1 ]
Cho, Eun Ju [2 ,3 ]
Yu, Kyung-Sang [1 ]
Jang, In-Jin [1 ]
Yoon, Jung-Hwan [2 ,3 ]
Park, Taesung [4 ]
Cho, Joo-Youn [1 ]
机构
[1] Seoul Natl Univ, Dept Clin Pharmacol & Therapeut, Coll Med & Hosp, Seoul 03080, South Korea
[2] Seoul Natl Univ, Dept Internal Med, Coll Med, Seoul 03080, South Korea
[3] Seoul Natl Univ, Liver Res Inst, Seoul 03080, South Korea
[4] Seoul Natl Univ, Dept Stat, Seoul 08826, South Korea
基金
新加坡国家研究基金会;
关键词
hepatocellular carcinoma; cirrhosis; metabolomics; biomarker; CHAIN AMINO-ACIDS; UREA CYCLE; HEPATITIS; ENZYMES; BLOOD;
D O I
10.3390/cancers11101497
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The established biomarker for hepatocellular carcinoma (HCC), serum alpha-fetoprotein (AFP), has suboptimal performance in early disease stages. This study aimed to develop a metabolite panel to differentiate early-stage HCC from cirrhosis. Cross-sectional metabolomic analyses of serum samples were performed for 53 and 47 patients with early HCC and cirrhosis, respectively, and 50 matched healthy controls. Results were validated in 82 and 80 patients with early HCC and cirrhosis, respectively. To retain a broad spectrum of metabolites, technically distinct analyses (global metabolomic profiling using gas chromatography time-of-flight mass spectrometry and targeted analyses using liquid chromatography with tandem mass spectrometry) were employed. Multivariate analyses classified distinct metabolites; logistic regression was employed to construct a prediction model for HCC diagnosis. Five metabolites (methionine, proline, ornithine, pimelylcarnitine, and octanoylcarnitine) were selected in a panel. The panel distinguished HCC from cirrhosis and normal controls, with an area under the receiver operating curve (AUC) of 0.82; this was significantly better than that of AFP (AUC: 0.75). During validation, the panel demonstrated significantly better predictability (AUC: 0.94) than did AFP (AUC: 0.78). Defects in ammonia recycling, the urea cycle, and amino acid metabolism, demonstrated on enrichment pathway analysis, may reliably distinguish HCC from cirrhosis. Compared with AFP alone, the metabolite panel substantially improved early-stage HCC detection.
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页数:13
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