Back to Search
Start Over
Identification of race-associated metabolite biomarkers for hepatocellular carcinoma in patients with liver cirrhosis and hepatitis C virus infection.
- Source :
-
PloS one [PLoS One] 2018 Mar 14; Vol. 13 (3), pp. e0192748. Date of Electronic Publication: 2018 Mar 14 (Print Publication: 2018). - Publication Year :
- 2018
-
Abstract
- 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.
- Subjects :
- Aged
Female
Humans
Male
Middle Aged
Black or African American
Carcinoma, Hepatocellular epidemiology
Carcinoma, Hepatocellular ethnology
Carcinoma, Hepatocellular metabolism
Carcinoma, Hepatocellular pathology
Hepacivirus
Hepatitis C epidemiology
Hepatitis C ethnology
Hepatitis C metabolism
Hepatitis C pathology
Liver Cirrhosis epidemiology
Liver Cirrhosis ethnology
Liver Cirrhosis metabolism
Liver Cirrhosis pathology
Liver Neoplasms epidemiology
Liver Neoplasms ethnology
Liver Neoplasms metabolism
Liver Neoplasms pathology
Models, Biological
White People
Subjects
Details
- Language :
- English
- ISSN :
- 1932-6203
- Volume :
- 13
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- PloS one
- Publication Type :
- Academic Journal
- Accession number :
- 29538406
- Full Text :
- https://doi.org/10.1371/journal.pone.0192748