Metabolomics study of hepatocellular carcinoma: discovery and validation of serum potential biomarkers by using capillary electrophoresis-mass spectrometry.
Hepatocellular carcinoma (HCC) is one of the most lethal malignancies. The lack of effective screening methods for early diagnosis has been a longstanding bottleneck to improve the survival rate. In the present study, a capillary electrophoresis-time-of-flight mass spectrometry (CE-TOF/MS)-based metabolomics method was employed to discover novel biomarkers for HCC. A total of 183 human serum specimens (77 sera in discovery set and 106 sera in external validation set) were enrolled in this study, and a "serum biomarker model" including tryptophan, glutamine, and 2-hydroxybutyric acid was finally established based on the comprehensive screening and validation workflow. This model was evaluated as an effective tool in that area under the receiver operating characteristic curve reached 0.969 in the discovery set and 0.99 in the validation set for diagnosing HCC from non-HCC (health and cirrhosis). Furthermore, this model enabled the discrimination of small HCC from precancer cirrhosis with an AUC of 0.976, highlighting the potential of early diagnosis. The biomarker model is effective for those a-fetoprotein (AFP) false-negative and false-postive subjects, indicating the complementary function to conventional tumor marker AFP. This study demonstrates the promising potential of CE-MS-based metabolomics approach in finding biomarkers for disease diagnosis and providing special insights into tumor metabolism.
Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences , 457 Zhongshan Road, Dalian 116023, China.
Jun
J
Zeng
Peiyuan
P
Yin
Yexiong
Y
Tan
Liwei
L
Dong
Chunxiu
C
Hu
Qiang
Q
Huang
Xin
X
Lu
Hongyang
H
Wang
Guowang
G
Xu
D000328:Adult; D014408:Biomarkers, Tumor / Q000097:blood* / Q000302:isolation & purification; D006528:Carcinoma, Hepatocellular / Q000097:blood* / Q000175:diagnosis; D016022:Case-Control Studies; D055088:Early Detection of Cancer; D019075:Electrophoresis, Capillary; D005260:Female; D006801:Humans; D008113:Liver Neoplasms / Q000097:blood* / Q000175:diagnosis; D008297:Male; D055432:Metabolomics; D008875:Middle Aged; D012372:ROC Curve; D019032:Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
D014408:Biomarkers, Tumor