Development of Urinary Pseudotargeted LC-MS-Based Metabolomics Method and Its Application in Hepatocellular Carcinoma Biomarker Discovery

代谢组学 肝细胞癌 生物标志物 化学 生物标志物发现 泌尿系统 蛋白质组学 医学 色谱法 生物化学 计算生物学 癌症研究 内科学 生物 基因
作者
Yaping Shao,Bin Zhu,Ruiyin Zheng,Xinjie Zhao,Peiyuan Yin,Xin Lu,Binghua Jiao,Guowang Xu,Zhenzhen Yao
出处
期刊:Journal of Proteome Research [American Chemical Society]
卷期号:14 (2): 906-916 被引量:113
标识
DOI:10.1021/pr500973d
摘要

Hepatocellular carcinoma (HCC) is one of the pestilent malignancies leading to cancer-related death. Discovering effective biomarkers for HCC diagnosis is an urgent demand. To identify potential metabolite biomarkers, we developed a urinary pseudotargeted method based on liquid chromatography–hybrid triple quadrupole linear ion trap mass spectrometry (LC–QTRAP MS). Compared with nontargeted method, the pseudotargeted method can achieve better data quality, which benefits differential metabolites discovery. The established method was applied to cirrhosis (CIR) and HCC investigation. It was found that urinary nucleosides, bile acids, citric acid, and several amino acids were significantly changed in liver disease groups compared with the controls, featuring the dysregulation of purine metabolism, energy metabolism, and amino metabolism in liver diseases. Furthermore, some metabolites such as cyclic adenosine monophosphate, glutamine, and short- and medium-chain acylcarnitines were the differential metabolites of HCC and CIR. On the basis of binary logistic regression, butyrylcarnitine (carnitine C4:0) and hydantoin-5-propionic acid were defined as combinational markers to distinguish HCC from CIR. The area under curve was 0.786 and 0.773 for discovery stage and validation stage samples, respectively. These data show that the established pseudotargeted method is a complementary one of targeted and nontargeted methods for metabolomics study.
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