Construction and Validation of a Combined Ferroptosis and Hypoxia Prognostic Signature for Hepatocellular Carcinoma

被引:14
作者
Wen, Kai [1 ]
Yan, Yongcong [1 ]
Shi, Juanyi [1 ]
Hu, Lei [2 ]
Wang, Weidong [1 ]
Liao, Hao [1 ]
Li, Huoming [1 ]
Zhu, Yue [3 ]
Mao, Kai [1 ]
Xiao, Zhiyu [1 ]
机构
[1] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Dept Hepatobiliary Surg, Guangzhou, Peoples R China
[2] Sun Yat Sen Univ, Affiliated Hosp 7, Dept Pathol, Shenzhen, Peoples R China
[3] Sun Yat Sen Univ, Dept Thyroid Surg, Sun Yat Sen Mem Hosp, Shenzhen, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
hepatocellular carcinoma; ferroptosis; hypoxia; immune microenvironment; gene signature; nomogram; REGULATORY T-CELLS; MESENCHYMAL TRANSITION; TUMOR HYPOXIA; CANCER; SURVIVAL; IDENTIFICATION; DEATH; GENE; OVEREXPRESSION; HIF-1-ALPHA;
D O I
10.3389/fmolb.2021.809672
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background: Ferroptosis, as a unique programmed cell death modality, has been found to be closely related to the occurrence and development of hepatocellular carcinoma (HCC). Hypoxia signaling pathway has been found to be extensively involved in the transformation and growth of HCC and to inhibit anti-tumor therapy through various approaches. However, there is no high-throughput study to explore the potential link between ferroptosis and hypoxia, as well as their combined effect on the prognosis of HCC.Methods: We included 370 patients in The Cancer Genome Atlas (TCGA) database and 231 patients in the International Cancer Genome Consortium (ICGC) database. Univariate COX regression and Least Absolute Shrinkage and Selection Operator approach were used to construct ferroptosis-related genes (FRGs) and hypoxia-related genes (HRGs) prognostic signature (FHPS). Kaplan-Meier method and Receiver Operating Characteristic curves were analyzed to evaluate the predictive capability of FHPS. CIBERSOR and single-sample Gene Set Enrichment Analysis were used to explore the connection between FHPS and tumor immune microenvironment. Immunohistochemical staining was used to compare the protein expression of prognostic FRGs and HRGs between normal liver tissue and HCC tissue. In addition, the nomogram was established to facilitate the clinical application of FHPS.Results: Ten FRGs and HRGs were used to establish the FHPS. We found consistent results in the TCGA training cohort, as well as in the independent ICGC validation cohort, that patients in the high-FHPS subgroup had advanced tumor staging, shorter survival time, and higher mortality. Moreover, patients in the high-FHPS subgroup showed ferroptosis suppressive, high hypoxia, and immunosuppression status. Finally, the nomogram showed a strong prognostic capability to predict overall survival (OS) for HCC patients.Conclusion: We developed a novel prognostic signature combining ferroptosis and hypoxia to predict OS, ferroptosis, hypoxia, and immune status, which provides a new idea for individualized treatment of HCC patients.
引用
收藏
页数:20
相关论文
共 81 条
[1]   GLUT1 Expression Is Increased in Hepatocellular Carcinoma and Promotes Tumorigenesis [J].
Amann, Thomas ;
Maegdefrau, Ulrike ;
Hartmann, Arndt ;
Agaimy, Abbas ;
Marienhagen, Joerg ;
Weiss, Thomas S. ;
Stoeltzing, Oliver ;
Warnecke, Christina ;
Schoelmerich, Juergen ;
Oefner, Peter J. ;
Kreutz, Marina ;
Bosserhoff, Anja K. ;
Hellerbrand, Claus .
AMERICAN JOURNAL OF PATHOLOGY, 2009, 174 (04) :1544-1552
[2]   Ferroptosis at the crossroads of cancer-acquired drug resistance and immune evasion [J].
Angeli, Jose Pedro Friedmann ;
Krysko, Dmitri, V ;
Conrad, Marcus .
NATURE REVIEWS CANCER, 2019, 19 (07) :405-414
[3]   High STMN1 level is associated with chemo-resistance and poor prognosis in gastric cancer patients [J].
Bai, Tuya ;
Yokobori, Takehiko ;
Altan, Bolag ;
Ide, Munenori ;
Mochiki, Erito ;
Yanai, Mitsuhiro ;
Kimura, Akiharu ;
Kogure, Norimichi ;
Yanoma, Toru ;
Suzuki, Masaki ;
Bao, Pinjie ;
Kaira, Kyoichi ;
Asao, Takayuki ;
Katayama, Ayaka ;
Handa, Tadashi ;
Gombodorj, Navchaa ;
Nishiyama, Masahiko ;
Oyama, Tetsunari ;
Ogata, Kyoichi ;
Kuwano, Hiroyuki .
BRITISH JOURNAL OF CANCER, 2017, 116 (09) :1177-1185
[4]   Identification of Seven-Gene Hypoxia Signature for Predicting Overall Survival of Hepatocellular Carcinoma [J].
Bai, Yuping ;
Qi, Wenbo ;
Liu, Le ;
Zhang, Jing ;
Pang, Lan ;
Gan, Tiejun ;
Wang, Pengfei ;
Wang, Chen ;
Chen, Hao .
FRONTIERS IN GENETICS, 2021, 12
[5]   Tumor vascular proteins as biomarkers in ovarian cancer [J].
Buckanovich, Ronald J. ;
Sasaroli, Dimitra ;
O'Brien-Jenkins, Anne ;
Botbyl, Jeffrey ;
Hammond, Rachel ;
Katsaros, Dionysios ;
Sandaltzopoulos, Raphael ;
Liotta, Lance A. ;
Gimotty, Phyllis A. ;
Coukos, George .
JOURNAL OF CLINICAL ONCOLOGY, 2007, 25 (07) :852-861
[6]   Immune landscape of hepatocellular carcinoma microenvironment: Implications for prognosis and therapeutic applications [J].
Cariani, Elisabetta ;
Missale, Gabriele .
LIVER INTERNATIONAL, 2019, 39 (09) :1608-1621
[7]   Mammalian stanniocalcins and cancer [J].
Chang, ACM ;
Jellinek, DA ;
Reddel, RR .
ENDOCRINE-RELATED CANCER, 2003, 10 (03) :359-373
[8]   Identification of novel nasopharyngeal carcinoma biomarkers by laser capture microdissection and proteomic analysis [J].
Cheng, Ai-Lan ;
Huang, Wei-Guo ;
Chen, Zhu-Chu ;
Peng, Fang ;
Zhang, Peng-Fei ;
Li, Mao-Yu ;
Li, Feng ;
Li, Jian-Ling ;
Li, Cui ;
Yi, Hong ;
Yi, Bin ;
Xiao, Zhi-Qiang .
CLINICAL CANCER RESEARCH, 2008, 14 (02) :435-445
[9]   Hypoxia inducible factor HIF-1 promotes myeloid-derived suppressor cells accumulation through ENTPD2/CD39L1 in hepatocellular carcinoma [J].
Chiu, David Kung-Chun ;
Tse, Aki Pui-Wah ;
Xu, Iris Ming-Jing ;
Di Cui, Jane ;
Lai, Robin Kit-Ho ;
Li, Lynna Lan ;
Koh, Hui-Yu ;
Tsang, Felice Ho-Ching ;
Wei, Larry Lai ;
Wong, Chun-Ming ;
Ng, Irene Oi-Lin ;
Wong, Carmen Chak-Lui .
NATURE COMMUNICATIONS, 2017, 8
[10]   Hypoxia induces myeloid-derived suppressor cell recruitment to hepatocellular carcinoma through chemokine (C-C motif) ligand 26 [J].
Chiu, David Kung-Chun ;
Xu, Iris Ming-Jing ;
Lai, Robin Kit-Ho ;
Tse, Aki Pui-Wah ;
Wei, Larry Lai ;
Koh, Hui-Yu ;
Li, Lynna Lan ;
Lee, Derek ;
Lo, Regina Cheuk-Lam ;
Wong, Chun-Ming ;
Ng, Irene Oi-Lin ;
Wong, Carmen Chak-Lui .
HEPATOLOGY, 2016, 64 (03) :797-813