Identification of race-associated metabolite biomarkers for hepatocellular carcinoma in patients with liver cirrhosis and hepatitis C virus infection

被引:22
|
作者
Di Poto, Cristina [1 ]
He, Shisi [1 ]
Varghese, Rency S. [1 ]
Zhao, Yi [2 ]
Ferrarini, Alessia [1 ]
Su, Shan [1 ]
Karabala, Abdullah [3 ,4 ]
Redi, Mesfin [5 ]
Mamo, Hassen [6 ]
Rangnekar, Amol S. [3 ,4 ]
Fishbein, Thomas M. [3 ,4 ]
Kroemer, Alexander H. [3 ,4 ]
Tadesse, Mahlet G. [7 ]
Roy, Rabindra [1 ]
Sherif, Zaki A. [8 ]
Kumar, Deepak [9 ]
Ressom, Habtom W. [1 ]
机构
[1] Georgetown Univ, Med Ctr, Dept Oncol, Lombardi Comprehens Canc Ctr, Washington, DC 20007 USA
[2] Johns Hopkins Univ, Dept Biostat, Bloomberg Sch Publ Hlth, Baltimore, MD 21205 USA
[3] MedStar Georgetown Univ Hosp, Washington, DC USA
[4] Georgetown Univ, Med Ctr, Washington, DC 20007 USA
[5] Univ Addis Ababa, Dept Chem, Addis Ababa, Ethiopia
[6] Univ Addis Ababa, Dept Microbial Cellular & Mol Biol, Addis Ababa, Ethiopia
[7] Georgetown Univ, Dept Math & Stat, Washington, DC USA
[8] Howard Univ, Coll Med, Dept Biochem & Mol Biol, Washington, DC USA
[9] North Carolina Cent Univ, Julius L Chambers Biomed Biotechnol Res Inst, Durham, NC USA
来源
PLOS ONE | 2018年 / 13卷 / 03期
基金
美国国家卫生研究院;
关键词
ALPHA-FETOPROTEIN; CANCER; CHOLESTEROL; GENE; METABOLOMICS; PREVENTION; TOCOPHEROL; DIAGNOSIS; SELECTION; DISEASE;
D O I
10.1371/journal.pone.0192748
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
07 ; 0710 ; 09 ;
摘要
Disparities in hepatocellular carcinoma (HCC) incidence and survival have been observed between ethnic groups including African-Americans (AA) and European-Americans (EA). The evaluation of the changes in the levels of metabolites in samples stratified by race could provide a snapshot of ethnically diverse disease related pathways and identify reliable biomarkers. In this study, we considered AA and EA to investigate metabolites that may be associated with HCC in a race-specific manner. The levels of 46 metabolites in plasma samples, collected from patients recruited at MedStar Georgetown University Hospital, were analyzed by Agilent GC-qMS in selected ion monitoring (SIM) mode. A least absolute shrinkage and selection operator (LASSO) regression model was applied to select metabolites with significant changes in HCC vs. cirrhosis in three groups: (1) AA and EA combined; (2) AA separately; and (3) EA separately. In addition, metabolites that distinguish HCC cases from cirrhosis in these three groups were selected by excluding those without HCV infection. The performances of the metabolites selected by LASSO in each group were evaluated through a leave-one-out cross-validation. We identified race-specific metabolites that differentiated HCC cases from cirrhotic controls, yielding better area under the receiver operating characteristics (ROC) curve (AUC) compared to alpha-fetoprotein (AFP), the serological marker widely used for the diagnosis of HCC. This study sheds light on metabolites that could potentially be used as biomarkers for HCC by monitoring their levels in high-risk population of cirrhotic patients in a race-specific manner.
引用
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页数:16
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