Mitochondrial-Related Transcriptome Feature Correlates with Prognosis, Vascular Invasion, Tumor Microenvironment, and Treatment Response in Hepatocellular Carcinoma

被引:14
|
作者
Wang, Yizhou [1 ]
Song, Feihong [2 ]
Zhang, Xiaofeng [1 ]
Yang, Cheng [2 ]
机构
[1] Second Mil Med Univ, Dept Hepat Surg 4, Affiliated Hosp 3, Shanghai 200438, Peoples R China
[2] Second Mil Med Univ, Dept Special Treatment, Affiliated Hosp 3, Shanghai 200438, Peoples R China
基金
中国国家自然科学基金;
关键词
HCC PROGRESSION; CANCER; MUTATIONS; IDENTIFICATION; SURVIVAL; CELLS; BIOSYNTHESIS; ANGIOGENESIS; DYSFUNCTION; METASTASIS;
D O I
10.1155/2022/1592905
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Background. Hepatocellular carcinoma (HCC) is the most common subtype of primary liver cancer, which was highly correlated with metabolic dysfunction. Nevertheless, the association between nuclear mitochondrial-related transcriptome and HCC remained unclear. Materials and Methods. A total of 147 nuclear mitochondrial-related genes (NMRGs) were downloaded from the MITOMAP: A Human Mitochondrial Genome Database. The training dataset was downloaded from The Cancer Genome Atlas (TCGA), while validation datasets were retrieved from the International Cancer Genome Consortium (ICGC) and Gene Expression Omnibus (GEO). The univariate and multivariate, and least absolute shrinkage and selection operator (LASSO) Cox regression analyses were applied to construct a NMRG signature, and the value of area under receiver operating characteristic curve (AUC) was utilized to assess the signature and nomogram. Then, data from the Genomics of Drug Sensitivity in Cancer (GDSC) were used for the evaluation of chemotherapy response in HCC. Results. Functional enrichment of differentially expressed genes (DEGs) between HCC and paired normal tissue samples demonstrated that mitochondrial dysfunction was significantly associated with HCC development. Survival analysis showed a total of 35 NMRGs were significantly correlated with overall survival (OS) of HCC, and the LASSO Cox regression analysis further identified a 25-NMRG signature and corresponding prognosis score based on their transcriptional profiling. HCC patients were divided into high- and low-risk groups according to the median prognosis score, and high-risk patients had significantly worse OS (median OS: 27.50 vs. 83.18 months, P < 0.0001). The AUC values for OS at 1, 3, and 5 years were 0.79, 0.77, and 0.77, respectively. The prognostic capacity of NMRG signature was verified in the GSE14520 dataset and ICGC-HCC cohort. Besides, the NMRG signature outperformed each NMRG and clinical features in prognosis prediction and could also differentiate whether patients presented with vascular invasions (VIs) or not. Subsequently, a prognostic nomogram (C-index: 0.753, 95% CI: 0.703~0.804) by the integration of age, tumor metastasis, and NMRG prognosis score was constructed with the AUC values for OS at 1, 3, and 5 years were 0.82, 0.81, and 0.82, respectively. Notably, significant enrichment of regulatory and follicular helper T cells in high-risk group indicated the potential treatment of immune checkpoint inhibitors for these patients. Interestingly, the NMRG signature could also identify the potential responders of sorafenib or transcatheter arterial chemoembolization (TACE) treatment. Additionally, HCC patients in high-risk group appeared to be more sensitive to cisplatin, vorinostat, and methotrexate, reversely, patients in low-risk group had significantly higher sensitivity to paclitaxel and bleomycin instead. Conclusions. In summary, the development of NMRG signature provided a more comprehensive understanding of mitochondrial dysfunction in HCC, helped predict prognosis and tumor microenvironment, and provided potential targeted therapies for HCC patients with different NMRG prognosis scores.
引用
收藏
页数:28
相关论文
共 50 条
  • [1] Decreased expression of SERPINB1 correlates with tumor invasion and poor prognosis in hepatocellular carcinoma
    Cui, Xiaopeng
    Liu, Yanhua
    Wan, Chunhua
    Lu, Cuihua
    Cai, Jing
    He, Song
    Ni, Tingting
    Zhu, Junya
    Wei, Lixian
    Zhang, Yixin
    Qian, Haixin
    JOURNAL OF MOLECULAR HISTOLOGY, 2014, 45 (01) : 59 - 68
  • [2] Aquaporin 5 expression correlates with tumor multiplicity and vascular invasion in hepatocellular carcinoma
    Vireak, Chhun
    Seo, An Na
    Han, Man-Hoon
    Park, Tae-In
    Kim, Yong Jin
    Jeong, Ji Yun
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL PATHOLOGY, 2019, 12 (02): : 516 - 527
  • [3] Ahypoxia-related signature enhances the prediction of the prognosis in hepatocellular carcinoma patients and correlates with sorafenib treatment response
    Jiang, Hong-Ye
    Ning, Gang
    Wang, Yen-Sheng
    Lv, Wei-Biao
    AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH, 2020, 12 (12): : 7762 - 7781
  • [4] Effects of Glycolysis-Related Genes on Prognosis and the Tumor Microenvironment of Hepatocellular Carcinoma
    Zheng, Ju-Yan
    Liu, Jun-Yan
    Zhu, Tao
    Liu, Chong
    Gao, Ying
    Dai, Wen-Ting
    Zhuo, Wei
    Mao, Xiao-Yuan
    He, Bai-Mei
    Liu, Zhao-Qian
    FRONTIERS IN PHARMACOLOGY, 2022, 13
  • [5] BCL10 correlates with bad prognosis and immune infiltration of tumor microenvironment in hepatocellular carcinoma
    Chen, Hao
    Li, Zhenhan
    Wu, Fei
    Ji, Wenyan
    Lu, Linming
    Wu, Zhihao
    Huang, Yujin
    Wang, Wenxiang
    Li, Shu
    IUBMB LIFE, 2023, 75 (03) : 207 - 224
  • [6] A Novel Mitochondrial-Related Gene Signature for the Tumor Immune Microenvironment Evaluation and Prognosis Prediction in Lung Adenocarcinoma
    Li, Yin-ping
    Liu, Gui-xia
    Wu, Zhan-ling
    Tu, Ping-hua
    Wei, Guang
    Yuan, Man
    Zhong, Min-hua
    Deng, Ke-lan
    JOURNAL OF IMMUNOLOGY RESEARCH, 2022, 2022
  • [7] Analysis of angiogenesis-related subtypes of hepatocellular carcinoma and tumor microenvironment infiltration feature in hepatocellular carcinoma
    Li, Wang
    Wu, Ruichao
    Zhang, Shengning
    Zhao, Yingpeng
    Li, Laibang
    Hu, Zongqiang
    Su, Qiuming
    Mang, Yuanyi
    Zhang, Xibing
    Dong, Yun
    Zheng, Kepu
    Ran, Jianghua
    Li, Li
    CLINICAL & TRANSLATIONAL ONCOLOGY, 2023, 25 (07) : 2099 - 2115
  • [8] A Glycolysis-Related Gene Signature Correlates With the Characteristics of the Tumor Immune Microenvironment and Predicts Prognosis in Patients With Hepatocellular Carcinoma
    Yang, Jun
    Zhang, Yuening
    Duan, Jin
    Huang, Xiaojie
    Yu, Haibin
    Hu, Zhongjie
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2022, 9
  • [9] Mitochondrial cholesterol metabolism related gene model predicts prognosis and treatment response in hepatocellular carcinoma
    Guo, Xuna
    Wang, Feng
    Li, Xuejing
    Luo, Qiuqian
    Liu, Bihan
    Yuan, Jianhui
    TRANSLATIONAL CANCER RESEARCH, 2024, 13 (12)
  • [10] Identification and Validation of a Tumor Microenvironment-Related Gene Signature in Hepatocellular Carcinoma Prognosis
    Huang, Changjing
    Zhang, Chenyue
    Sheng, Jie
    Wang, Dan
    Zhao, Yingke
    Qian, Ling
    Xie, Lin
    Meng, Zhiqiang
    FRONTIERS IN GENETICS, 2021, 12