An Immune-Related Gene Signature Predicting Prognosis and Immunotherapy Response in Hepatocellular Carcinoma

被引:5
作者
Zhang, Feng [1 ,2 ]
Cai, Jialiang [1 ,2 ,3 ]
Hu, Keshu [1 ,2 ]
Liu, Wenfeng [1 ,2 ]
Lu, Shenxin [1 ,2 ]
Tang, Bei [1 ,2 ]
Li, Miao [1 ,2 ]
Wu, Weizhong [1 ,2 ]
Ren, Zhenggang [1 ,2 ]
Yin, Xin [1 ,2 ]
机构
[1] Fudan Univ, Liver Canc Inst, Shanghai, Peoples R China
[2] Fudan Univ, Zhongshan Hosp, Shanghai, Peoples R China
[3] Minist Educ, Key Lab Carcinogenesis & Canc Invas, Changsha 410078, Peoples R China
基金
中国国家自然科学基金;
关键词
Hepatocellular carcinoma; immune-related gene; immunotherapy; prognosis; tumor microenvironment; weighted gene co-expression network analysis; CHEMORESISTANCE; SURVIVAL; GROWTH; TPX2;
D O I
10.2174/1386207325666220304115006
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Hepatocellular carcinoma (HCC) is inflammation-associated cancer with high incidence and poor prognosis. In the last decade, immunotherapy has become an important strategy for managing HCC. Objective: This study aimed to establish an immune-related gene signature for predicting prognosis and immunotherapy response in HCC. Methods: We identified immune-related differentially expressed genes (IRDEGs) based on The Cancer Genome Atlas (TCGA) database and the Immunology Database and Analysis Portal (ImmPort) database. The weighted gene co-expression network analysis (WGCNA) and Cox proportional hazard model were utilized to determine hub immune-related genes (IRGs). The TIDE tool and R package pRRophetic were used to assess the correlation between the immune-related gene signature and the clinical responses to immunotherapy and chemotherapy. Results: By using WGCNA combined with Cox proportional hazard model, PRC1, TOP2A, TPX2, and ANLN were identified as hub IRGs. The prognostic value of the newly developed gene signature (IRGPI) was demonstrated in both the TCGA database and the Gene Expression Omnibus (GEO) database. The TIDE tool showed that the high- and low-IRGPI groups presented significantly different tumor immune microenvironment and immunotherapy responses. Furthermore, the high-IRGPI group also had significantly lower chemoresistance to cisplatin than the low-IRGPI group. Conclusion: The IRGPI is a tool for predicting prognosis as well as responsiveness to immunotherapy and chemotherapy in HCC.
引用
收藏
页码:2203 / 2216
页数:14
相关论文
共 38 条
[1]   HCA519/TPX2: a potential T-cell tumor-associated antigen for human hepatocellular carcinoma [J].
Aref, Ahmed M. ;
Hoa, Neil T. ;
Ge, Lisheng ;
Agrawal, Anshu ;
Dacosta-Iyer, Maria ;
Lambrecht, Nils ;
Ouyang, Yi ;
Cornforth, Andrew N. ;
Jadus, Martin R. .
ONCOTARGETS AND THERAPY, 2014, 7 :1061-1070
[2]   NCCN Guidelines® Insights Hepatobiliary Cancers, Version 1.2017 Featured Updates to the NCCN Guidelines [J].
Benson, Al B., III ;
D'Angelica, Michael I. ;
Abbott, Daniel E. ;
Abrams, Thomas A. ;
Alberts, Steven R. ;
Saenz, Daniel Anaya ;
Are, Chandrakanth ;
Brown, Daniel B. ;
Chang, Daniel T. ;
Covey, Anne M. ;
Hawkins, William ;
Iyer, Renuka ;
Jacob, Rojymon ;
Karachristos, Andrea ;
Kelley, R. Kate ;
Kim, Robin ;
Palta, Manisha ;
Park, James O. ;
Sahai, Vaibhav ;
Schefter, Tracey ;
Schmidt, Carl ;
Sicklick, Jason K. ;
Singh, Gagandeep ;
Sohal, Davendra ;
Stein, Stacey ;
Tian, G. Gary ;
Vauthey, Jean-Nicolas ;
Venook, Alan P. ;
Zhu, Andrew X. ;
Hoffmann, Karin G. ;
Darlow, Susan .
JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2017, 15 (05) :563-573
[3]   ImmPort: disseminating data to the public for the future of immunology [J].
Bhattacharya, Sanchita ;
Andorf, Sandra ;
Gomes, Linda ;
Dunn, Patrick ;
Schaefer, Henry ;
Pontius, Joan ;
Berger, Patty ;
Desborough, Vince ;
Smith, Tom ;
Campbell, John ;
Thomson, Elizabeth ;
Monteiro, Ruth ;
Guimaraes, Patricia ;
Walters, Bryan ;
Wiser, Jeff ;
Butte, Atul J. .
IMMUNOLOGIC RESEARCH, 2014, 58 (2-3) :234-239
[4]   Identification and validation of tumor environment phenotypes in lung adenocarcinoma by integrative genome-scale analysis [J].
Bi, Guoshu ;
Chen, Zhencong ;
Yang, Xiaodong ;
Liang, Jiaqi ;
Hu, Zhengyang ;
Bian, Yunyi ;
Sui, Qihai ;
Li, Runmei ;
Zhan, Cheng ;
Fan, Hong .
CANCER IMMUNOLOGY IMMUNOTHERAPY, 2020, 69 (07) :1293-1305
[5]   Tumor Microenvironment, a Paradigm in Hepatocellular Carcinoma Progression and Therapy [J].
Birgani, Maryam Tahmasebi ;
Carloni, Vinicio .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2017, 18 (02)
[6]   Easy quantitative assessment of genome editing by sequence trace decomposition [J].
Brinkman, Eva K. ;
Chen, Tao ;
Amendola, Mario ;
van Steensel, Bas .
NUCLEIC ACIDS RESEARCH, 2014, 42 (22)
[7]   Recommendations for myeloid-derived suppressor cell nomenclature and characterization standards [J].
Bronte, Vincenzo ;
Brandau, Sven ;
Chen, Shu-Hsia ;
Colombo, Mario P. ;
Frey, Alan B. ;
Greten, Tim F. ;
Mandruzzato, Susanna ;
Murray, Peter J. ;
Ochoa, Augusto ;
Ostrand-Rosenberg, Suzanne ;
Rodriguez, Paulo C. ;
Sica, Antonio ;
Umansky, Viktor ;
Vonderheide, Robert H. ;
Gabrilovich, Dmitry I. .
NATURE COMMUNICATIONS, 2016, 7
[8]   The microtubule-associated protein PRC1 promotes early recurrence of hepatocellular carcinoma in association with the Wnt/β-catenin signalling pathway [J].
Chen, Jianxiang ;
Rajasekaran, Muthukumar ;
Xia, Hongping ;
Zhang, Xiaoqian ;
Kong, Shik Nie ;
Sekar, Karthik ;
Seshachalam, Veerabrahma Pratap ;
Deivasigamani, Amudha ;
Goh, Brian Kim Poh ;
Ooi, London Lucien ;
Hong, Wanjin ;
Hui, Kam M. .
GUT, 2016, 65 (09) :1522-1534
[9]   Fibroblast Heterogeneity and Immunosuppressive Environment in Human Breast Cancer [J].
Costa, Ana ;
Kieffer, Yann ;
Scholer-Dahirel, Alix ;
Pelon, Floriane ;
Bourachot, Brigitte ;
Cardon, Melissa ;
Sirven, Philemon ;
Magagna, Ilaria ;
Fuhrmann, Laetitia ;
Bernard, Charles ;
Bonneau, Claire ;
Kondratova, Maria ;
Kuperstein, Inna ;
Zinovyev, Andrei ;
Givel, Anne-Marie ;
Parrini, Maria-Carla ;
Soumelis, Vassili ;
Vincent-Salomon, Anne ;
Mechta-Grigoriou, Fatima .
CANCER CELL, 2018, 33 (03) :463-+
[10]   Prognostication of prostate cancer based on TOP2A protein and gene assessment: TOP2A in prostate cancer [J].
de Resende, Marina Frana ;
Vieira, Samantha ;
Domingos Chinen, Ludmilla Thome ;
Chiappelli, Francesco ;
da Fonseca, Francisco Paulo ;
Guimaraes, Gustavo Cardoso ;
Soares, Fernando Augusto ;
Neves, Ivan ;
Pagotty, Simone ;
Pellionisz, Peter A. ;
Barkhordarian, Andre ;
Brant, Xenia ;
Rocha, Rafael Malagoli .
JOURNAL OF TRANSLATIONAL MEDICINE, 2013, 11