Integrated plasma metabolomics and lipidomics profiling highlights distinctive signature of hepatocellular carcinoma in HCV patients

被引:11
作者
Caponigro, Vicky [1 ]
Tornesello, Anna L. [2 ]
Merciai, Fabrizio [1 ]
La Gioia, Danila [1 ,6 ]
Salviati, Emanuela [1 ]
Basilicata, Manuela G. [1 ]
Musella, Simona [1 ]
Izzo, Francesco [3 ]
Megna, Angelo S. [4 ]
Buonaguro, Luigi [2 ]
Sommella, Eduardo [1 ]
Buonaguro, Franco M. [5 ]
Tornesello, Maria L. [5 ]
Campiglia, Pietro [1 ]
机构
[1] Univ Salerno, Dept Pharm, Via Giovanni Paolo II 132, Fisciano, SA, Italy
[2] Ist Nazl Tumori IRCCS Fdn G Pascale, Innovat Immunol Models Unit, I-80131 Naples, Italy
[3] Ist Nazl Tumori IRCCS Fdn G Pascale, Hepatobiliary Surg Oncol Unit, Naples, Italy
[4] AO San Pio, Infect Dis Unit, PO Rummo, I-82100 Benevento, Italy
[5] Ist Nazl Tumori IRCCS Fdn G Pascale, Mol Biol & Viral Oncol Unit, I-80131 Naples, Italy
[6] Univ Salerno, PhD Program Drug Discovery & Dev, Fisciano, SA, Italy
关键词
Hepatocellular carcinoma (HCC); Hepatitis C virus (HCV); Mass spectrometry; Metabolomics; Lipidomics; LIVER; IDENTIFICATION;
D O I
10.1186/s12967-023-04801-4
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background Early diagnosis of hepatocellular carcinoma (HCC) is essential towards the improvement of prognosis and patient survival. Circulating markers such as alpha-fetoprotein (AFP) and micro-RNAs represent useful tools but still have limitations. Identifying new markers can be fundamental to improve both diagnosis and prognosis. In this approach, we harness the potential of metabolomics and lipidomics to uncover potential signatures of HCC.Methods A combined untargeted metabolomics and lipidomics plasma profiling of 102 HCV-positive patients was performed by HILIC and RP-UHPLC coupled to Mass Spectrometry. Biochemical parameters of liver function (AST, ALT, GGT) and liver cancer biomarkers (AFP, CA19.9 e CEA) were evaluated by standard assays.Results HCC was characterized by an elevation of short and long-chain acylcarnitines, asymmetric dimethylarginine, methylguanine, isoleucylproline and a global reduction of lysophosphatidylcholines. A supervised PLS-DA model showed that the predictive accuracy for HCC class of metabolomics and lipidomics was superior to AFP for the test set (100.00% and 94.40% vs 55.00%). Additionally, the model was applied to HCC patients with AFP values < 20 ng/mL, and, by using only the top 20 variables selected by VIP scores achieved an Area Under Curve (AUC) performance of 0.94.Conclusion These exploratory findings highlight how metabo-lipidomics enables the distinction of HCC from chronic HCV conditions. The identified biomarkers have high diagnostic potential and could represent a viable tool to support and assist in HCC diagnosis, including AFP-negative patients.
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页数:15
相关论文
共 56 条
[1]  
Aboagye EO, 1999, CANCER RES, V59, P80
[2]   HCC-ART score, a simple, highly sensitive and specific test for early diagnosis of hepatocellular carcinoma: a large-scale, multicentre study [J].
Attallah, A. M. ;
Omran, M. M. ;
Attallah, A. A. ;
Abdallah, S. O. ;
Farid, K. ;
Darwish, H. ;
El-Dosoky, I. ;
Shaker, Y. M. .
BRITISH JOURNAL OF CANCER, 2013, 109 (06) :1657-1665
[3]   Diagnostic and therapeutic potential of miRNA signatures in patients with hepatocellular carcinoma [J].
Borel, Florie ;
Konstantinova, Pavlina ;
Jansen, Peter L. M. .
JOURNAL OF HEPATOLOGY, 2012, 56 (06) :1371-1383
[4]   Metabolomics-assisted discovery of a new anticancer GLS-1 inhibitor chemotype from a nortopsentin-inspired library: From phenotype screening to target identification [J].
Carbone, Daniela ;
Vestuto, Vincenzo ;
Ferraro, Maria Rosalia ;
Ciaglia, Tania ;
Pecoraro, Camilla ;
Sommella, Eduardo ;
Cascioferro, Stella ;
Salviati, Emanuela ;
Novi, Sara ;
Tecce, Mario Felice ;
Amodio, Giuseppina ;
Iraci, Nunzio ;
Cirrincione, Girolamo ;
Campiglia, Pietro ;
Diana, Patrizia ;
Bertamino, Alessia ;
Parrino, Barbara ;
Ostacolo, Carmine .
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY, 2022, 234
[5]  
Carr Brian I, 2018, Clin Pract (Lond), V15, P453, DOI 10.4172/clinical-practice.1000393
[6]  
ccsbase, Collision cross section database and prediction
[7]   Pseudotargeted Metabolomics Method and Its Application in Serum Biomarker Discovery for Hepatocellular Carcinoma Based on Ultra High-Performance Liquid Chromatography/Triple Quadrupole Mass Spectrometry [J].
Chen, Shili ;
Kong, Hongwei ;
Lu, Xin ;
Li, Yong ;
Yin, Peiyuan ;
Zeng, Zhongda ;
Xu, Guowang .
ANALYTICAL CHEMISTRY, 2013, 85 (17) :8326-8333
[8]   Tumor cell-derived asymmetric dimethylarginine regulates macrophage functions and polarization [J].
Chen, Yi-Ling ;
Lowery, AKaychia T. ;
Lin, Samuel ;
Walker, Ameae M. ;
Chen, Kuan-Hui E. .
CANCER CELL INTERNATIONAL, 2022, 22 (01)
[9]   Differential Proteomic Analysis of Subfractioned Human Hepatocellular Carcinoma Tissues [J].
Codarin, Erika ;
Renzone, Giovanni ;
Poz, Alessandra ;
Avellini, Claudio ;
Baccarani, Umberto ;
Lupo, Francesco ;
di Maso, Vittorio ;
Croce, Saveria Lory ;
Tiribelli, Claudio ;
Arena, Simona ;
Quadrifoglio, Franco ;
Scaloni, Andrea ;
Tell, Gianluca .
JOURNAL OF PROTEOME RESEARCH, 2009, 8 (05) :2273-2284
[10]   Metabolomic Characterization of Hepatocellular Carcinoma in Patients with Liver Cirrhosis for Biomarker Discovery [J].
Di Poto, Cristina ;
Ferrarini, Alessia ;
Zhao, Yi ;
Varghese, Rency S. ;
Tu, Chao ;
Zuo, Yiming ;
Wang, Minkun ;
Ranjbar, Mohammad R. Nezami ;
Luo, Yue ;
Zhang, Chi ;
Desai, Chirag S. ;
Shetty, Kirti ;
Tadesse, Mahlet G. ;
Ressom, Habtom W. .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2017, 26 (05) :675-683