Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma

Patients with hepatitis B virus (HBV)-related liver cirrhosis (LC) are at high risk for hepatocellular carcinoma (HCC). Limitations in the early detection of HCC give rise to poor survival in this high-risk population. Here, we performed comprehensive metabolomics on health individuals and HBV-relat...

Full description

Bibliographic Details
Main Authors: Zhiyong Du, Shengju Yin, Bing Liu, Wenxin Zhang, Jiaxu Sun, Meng Fang, Yisheng Xu, Kun Hua, Pengfei Tu, Guoliang Zhang, Ying Ma, Yingyuan Lu
Format: Article
Language:English
Published: Elsevier 2023-05-01
Series:Heliyon
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844023032905
_version_ 1827937371728904192
author Zhiyong Du
Shengju Yin
Bing Liu
Wenxin Zhang
Jiaxu Sun
Meng Fang
Yisheng Xu
Kun Hua
Pengfei Tu
Guoliang Zhang
Ying Ma
Yingyuan Lu
author_facet Zhiyong Du
Shengju Yin
Bing Liu
Wenxin Zhang
Jiaxu Sun
Meng Fang
Yisheng Xu
Kun Hua
Pengfei Tu
Guoliang Zhang
Ying Ma
Yingyuan Lu
author_sort Zhiyong Du
collection DOAJ
description Patients with hepatitis B virus (HBV)-related liver cirrhosis (LC) are at high risk for hepatocellular carcinoma (HCC). Limitations in the early detection of HCC give rise to poor survival in this high-risk population. Here, we performed comprehensive metabolomics on health individuals and HBV-related LC patients with and without early HCC. Compared to non-HCC patients (N = 108) and health controls (N = 80), we found that patients with early HCC (N = 224) exhibited a specific plasma metabolome map dominated by lipid alterations, including lysophosphatidylcholines, lysophosphatidic acids and bile acids. Pathway and function network analyses indicated that these metabolite alterations were closely associated with inflammation responses. Using multivariate regression and machine learning approaches, we identified a five-metabolite combination that showed significant performances in differentiating early-HCC from non-HCC than α-fetoprotein (area under the curve values, 0.981 versus 0.613). At metabolomic levels, this work provides additional insights of metabolic dysfunction related to HCC progressions and demonstrates the plasma metabolites might be measured to identify early HCC in patients with HBV-related LC.
first_indexed 2024-03-13T08:24:40Z
format Article
id doaj.art-3d6e87f5c1d349a7bf301bbc4e63ee79
institution Directory Open Access Journal
issn 2405-8440
language English
last_indexed 2024-03-13T08:24:40Z
publishDate 2023-05-01
publisher Elsevier
record_format Article
series Heliyon
spelling doaj.art-3d6e87f5c1d349a7bf301bbc4e63ee792023-05-31T04:46:34ZengElsevierHeliyon2405-84402023-05-0195e16083Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinomaZhiyong Du0Shengju Yin1Bing Liu2Wenxin Zhang3Jiaxu Sun4Meng Fang5Yisheng Xu6Kun Hua7Pengfei Tu8Guoliang Zhang9Ying Ma10Yingyuan Lu11Beijing Anzhen Hospital, Capital Medical University, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing, 100029, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China; Shanghai Key Laboratory of Children's Environment Health, School of Public Health/Xinhua Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China; Shandong Jiaotong Hospital, Jinan, 250031, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, ChinaWaters Technologies Ltd., Beijing, 102600, ChinaBeijing Anzhen Hospital, Capital Medical University, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing, 100029, ChinaState Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, ChinaSchool of Basic Medical Sciences, Peking University, Beijing, 100191, China; Corresponding author.State Key Laboratory Breeding Base of Dao-di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, 100700, China; Corresponding author.State Key Laboratory of Natural and Biomimetic Drugs, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China; Corresponding author.Patients with hepatitis B virus (HBV)-related liver cirrhosis (LC) are at high risk for hepatocellular carcinoma (HCC). Limitations in the early detection of HCC give rise to poor survival in this high-risk population. Here, we performed comprehensive metabolomics on health individuals and HBV-related LC patients with and without early HCC. Compared to non-HCC patients (N = 108) and health controls (N = 80), we found that patients with early HCC (N = 224) exhibited a specific plasma metabolome map dominated by lipid alterations, including lysophosphatidylcholines, lysophosphatidic acids and bile acids. Pathway and function network analyses indicated that these metabolite alterations were closely associated with inflammation responses. Using multivariate regression and machine learning approaches, we identified a five-metabolite combination that showed significant performances in differentiating early-HCC from non-HCC than α-fetoprotein (area under the curve values, 0.981 versus 0.613). At metabolomic levels, this work provides additional insights of metabolic dysfunction related to HCC progressions and demonstrates the plasma metabolites might be measured to identify early HCC in patients with HBV-related LC.http://www.sciencedirect.com/science/article/pii/S2405844023032905Hepatocellular carcinomaLiver cirrhosisHepatitis B virusMetabolomics
spellingShingle Zhiyong Du
Shengju Yin
Bing Liu
Wenxin Zhang
Jiaxu Sun
Meng Fang
Yisheng Xu
Kun Hua
Pengfei Tu
Guoliang Zhang
Ying Ma
Yingyuan Lu
Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
Heliyon
Hepatocellular carcinoma
Liver cirrhosis
Hepatitis B virus
Metabolomics
title Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
title_full Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
title_fullStr Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
title_full_unstemmed Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
title_short Metabolomics and network analysis uncovered profound inflammation-associated alterations in hepatitis B virus-related cirrhosis patients with early hepatocellular carcinoma
title_sort metabolomics and network analysis uncovered profound inflammation associated alterations in hepatitis b virus related cirrhosis patients with early hepatocellular carcinoma
topic Hepatocellular carcinoma
Liver cirrhosis
Hepatitis B virus
Metabolomics
url http://www.sciencedirect.com/science/article/pii/S2405844023032905
work_keys_str_mv AT zhiyongdu metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT shengjuyin metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT bingliu metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT wenxinzhang metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT jiaxusun metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT mengfang metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT yishengxu metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT kunhua metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT pengfeitu metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT guoliangzhang metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT yingma metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma
AT yingyuanlu metabolomicsandnetworkanalysisuncoveredprofoundinflammationassociatedalterationsinhepatitisbvirusrelatedcirrhosispatientswithearlyhepatocellularcarcinoma