1.Identification of prognosis-related key genes in hepatocellular carcinoma based on bioinformatics analysis.
Qian XIE ; Yingshan ZHU ; Ge HUANG ; Yue ZHAO
Journal of Central South University(Medical Sciences) 2025;50(2):167-180
OBJECTIVES:
Hepatocellular carcinoma is one of the most common primary malignant tumors with the third highest mortality rate worldwide. This study aims to identify key genes associated with hepatocellular carcinoma prognosis using the Gene Expression Omnibus (GEO) database and provide a theoretical basis for discovering novel prognostic biomarkers for hepatocellular carcinoma.
METHODS:
Hepatocellular carcinoma-related datasets were retrieved from the GEO database. Differentially expressed genes (DEGs) were identified using the GEO2R tool. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed using the Database for Annotation, Visualization, and Integrated Discovery (DAVID). A protein-protein interaction (PPI) network was constructed using the Search Tool for the Retrieval of Interacting Genes/Proteins (STRING), and key genes were identified using Cytoscape software. The University of Alabama at Birmingham Cancer Data Analysis Resource (UALCAN) was used to analyze the expression levels of key genes in normal and hepatocellular carcinoma tissues, as well as their associations with pathological grade, clinical stage, and patient survival. The Human Protein Atlas (THPA) was used to further validate the impact of key genes on overall survival. Expression levels of key genes in the blood of hepatocellular carcinoma patients were evaluated using the expression atlas of blood-based biomarkers in the early diagnosis of cancers (BBCancer).
RESULTS:
A total of 78 DEGs were identified from the GEO database. GO and KEGG analyses indicated that these genes may contribute to hepatocellular carcinoma progression by promoting cell division and regulating protein kinase activity. Sixteen key genes were screened via Cytoscape and validated using UALCAN and THPA. These genes were overexpressed in hepatocellular carcinoma tissues and were associated with disease progression and poor prognosis. Finally, BBCancer analysis showed that ASPM and NCAPG were also elevated in the blood of hepatocellular carcinoma patients.
CONCLUSIONS
This study identified 16 key genes as potential prognostic biomarkers for hepatocellular carcinoma, among which ASPM and NCAPG may serve as promising blood-based markers for hepatocellular carcinoma.
Humans
;
Carcinoma, Hepatocellular/mortality*
;
Liver Neoplasms/pathology*
;
Prognosis
;
Computational Biology/methods*
;
Protein Interaction Maps/genetics*
;
Biomarkers, Tumor/genetics*
;
Gene Expression Regulation, Neoplastic
;
Gene Expression Profiling
;
Gene Ontology
;
Databases, Genetic
2.Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm.
Xiao-Jie LI ; Le CHANG ; Yang MI ; Ge ZHANG ; Shan-Shan ZHU ; Yue-Xiao ZHANG ; Hao-Yu WANG ; Yi-Shuang LU ; Ye-Xuan PING ; Peng-Yuan ZHENG ; Xia XUE
Journal of Integrative Medicine 2025;23(4):445-456
OBJECTIVE:
Circadian rhythm disruption (CRD) is a risk factor that correlates with poor prognosis across multiple tumor types, including hepatocellular carcinoma (HCC). However, its mechanism remains unclear. This study aimed to define HCC subtypes based on CRD and explore their individual heterogeneity.
METHODS:
To quantify CRD, the HCC CRD score (HCCcrds) was developed. Using machine learning algorithms, we identified CRD module genes and defined CRD-related HCC subtypes in The Cancer Genome Atlas liver HCC cohort (n = 369), and the robustness of this method was validated. Furthermore, we used bioinformatics tools to investigate the cellular heterogeneity across these CRD subtypes.
RESULTS:
We defined three distinct HCC subtypes that exhibit significant heterogeneity in prognosis. The CRD-related subtype with high HCCcrds was significantly correlated with worse prognosis, higher pathological grade, and advanced clinical stages, while the CRD-related subtype with low HCCcrds had better clinical outcomes. We also identified novel biomarkers for each subtype, such as nicotinamide n-methyltransferase and myristoylated alanine-rich protein kinase C substrate-like 1.
CONCLUSION
We classify the HCC patients into three distinct groups based on circadian rhythm and identify their specific biomarkers. Within these groups greater HCCcrds was associated with worse prognosis. This approach has the potential to improve prediction of an individual's prognosis, guide precision treatments, and assist clinical decision making for HCC patients. Please cite this article as: Li XJ, Chang L, Mi Y, Zhang G, Zhu SS, Zhang YX, et al. Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm. J Integr Med. 2025; 23(4): 445-456.
Humans
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Circadian Rhythm/genetics*
;
Prognosis
;
Male
;
Female
;
Biomarkers, Tumor/genetics*
;
Middle Aged
;
Machine Learning
;
Computational Biology
3.Research progress on ferroptosis regulation in tumor immunity of hepatocellular carcinoma.
Yuqian MO ; Zhilin ZOU ; Erbao CHEN
Journal of Zhejiang University. Medical sciences 2024;53(6):715-725
Ferroptosis is a form of regulated cell death, which is dependent on iron metabolism imbalance and characterized by lipid peroxidation. Ferroptosis plays a crucial role in various pathological processes. Studies have shown that the occurrence of ferroptosis is closely associated with the progression of hepatocellular carcinoma (HCC). Ferroptosis is involved in regulating the lipid metabolism, iron homeostasis, mitochondrial metabolism, and redox processes in HCC. Additionally, ferroptosis plays a key role in HCC tumor immunity by modulating the phenotype and function of various immune cells in the tumor microenvironment, affecting tumor immune escape and progression. Ferroptosis-induced lipid peroxidation and oxidative stress can promote the polarization of M1 macrophages and enhance the pro-inflammatory response in tumors, inhibiting immune suppressive cells such as myeloid-derived suppressor cells and regulatory T cells to disrupt their immune suppression function. The regulation of expression of ferroptosis-related molecules such as GPX4 and SLC7A11 not only affects the sensitivity of tumor cells to immunotherapy but also directly influences the activity and survival of effector cells such as T cells and dendritic cells, further enhancing or weakening host antitumor immune response. Targeting ferroptosis has demonstrated significant clinical potential in HCC treatment. Induction of ferroptosis by nanomedicines and molecular targeting strategies can directly kill tumor cells or enhance antitumor immune responses. The integration of multimodal therapies with immunotherapy further expands the application of ferroptosis targeting as a cancer therapy. This article reviews the relationship between ferroptosis and antitumor immune responses and the role of ferroptosis in HCC progression from the perspective of tumor immune microenvironment, to provide insights for the development of antitumor immune therapies targeting ferroptosis.
Ferroptosis
;
Humans
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/metabolism*
;
Tumor Microenvironment/immunology*
;
Lipid Peroxidation
;
Immunotherapy
;
Oxidative Stress
;
Iron/metabolism*
;
Lipid Metabolism
;
Phospholipid Hydroperoxide Glutathione Peroxidase/metabolism*
;
Macrophages/immunology*
;
Amino Acid Transport System y+
4.Ferroptosis and liver diseases.
Xin LI ; Liang TAO ; Meijuan ZHONG ; Qian WU ; Junjia MIN ; Fudi WANG
Journal of Zhejiang University. Medical sciences 2024;53(6):747-755
As the central organ of metabolism, the liver plays a pivotal role in the regulation of the synthesis and metabolism of various nutrients within the body. Ferroptosis, as a newly discovered type of programmed cell death caused by the accumulation of iron-dependent lipid peroxides, is involved in the physiological and pathological processes of a variety of acute and chronic liver diseases. Ferroptosis can accelerate the pathogenetic process of acute liver injury, metabolic associated fatty liver disease, alcoholic liver disease, viral hepatitis, and autoimmune hepatitis; while it can slower disease progression in advanced liver fibrosis and hepatocellular carcinoma. This suggests that targeted regulation of ferroptosis may impact the occurrence and development of various liver diseases. This article reviews the latest research progress of ferroptosis in various liver diseases, including acute liver injury, metabolic associated fatty liver disease, alcoholic liver disease, viral hepatitis, autoimmune hepatitis, liver fibrosis and hepatocellular carcinoma. It aims to provide insights for the prevention and treatment of acute and chronic liver diseases through targeting ferroptosis.
Humans
;
Liver Diseases/etiology*
;
Ferroptosis/physiology*
;
Liver Neoplasms/pathology*
;
Carcinoma, Hepatocellular/pathology*
;
Liver Cirrhosis/etiology*
;
Liver/pathology*
;
Hepatitis, Autoimmune/metabolism*
;
Liver Diseases, Alcoholic/metabolism*
5.Jiedu recipe, a compound Chinese herbal medicine, suppresses hepatocellular carcinoma metastasis by inhibiting the release of tumor-derived exosomes in a hypoxic microenvironment.
Wen-Tao JIA ; Shuang XIANG ; Jin-Bo ZHANG ; Jia-Ying YUAN ; Yu-Qian WANG ; Shu-Fang LIANG ; Wan-Fu LIN ; Xiao-Feng ZHAI ; Yan SHANG ; Chang-Quan LING ; Bin-Bin CHENG
Journal of Integrative Medicine 2024;22(6):696-708
OBJECTIVE:
Tumor-derived exosomes (TDEs) play crucial roles in intercellular communication. Hypoxia in the tumor microenvironment enhances secretion of TDEs and accelerates tumor metastasis. Jiedu recipe (JR), a traditional Chinese medicinal formula, has demonstrated efficacy in preventing the metastasis of hepatocellular carcinoma (HCC). However, the underlying mechanism remains largely unknown.
METHODS:
Animal experiments were performed to investigate the metastasis-preventing effects of JR. Bioinformatics analysis and in vitro assays were conducted to explore the potential targets and active components of JR. TDEs were assessed using nanoparticle tracking analysis (NTA) and Western blotting (WB). Exosomes derived from normoxic or hypoxic HCC cells (H-TDEs) were collected to establish premetastatic mouse models. JR was intragastrically administered to evaluate its metastasis-preventive effects. WB and lysosomal staining were performed to investigate the effects of JR on lysosomal function and autophagy. Bioinformatics analysis, WB, NTA, and immunofluorescence staining were used to identify the active components and potential targets of JR.
RESULTS:
JR effectively inhibited subcutaneous-tumor-promoted lung premetastatic niche development and tumor metastasis. It inhibited the release of exosomes from tumor cells under hypoxic condition. JR treatment promoted both lysosomal acidification and suppressed secretory autophagy, which were dysregulated in hypoxic tumor cells. Quercetin was identified as the active component in JR, and the epidermal growth factor receptor (EGFR) was identified as a potential target. Quercetin inhibited EGFR phosphorylation and promoted the nuclear translocation of transcription factor EB (TFEB). Hypoxia-impaired lysosomal function was restored, and secretory autophagy was alleviated by quercetin treatment.
CONCLUSION
JR suppressed HCC metastasis by inhibiting hypoxia-stimulated exosome release, restoring lysosomal function, and suppressing secretory autophagy. Quercetin acted as a key component of JR and regulated TDE release through EGFR-TFEB signaling. Our study provides a potential strategy for retarding tumor metastasis by targeting H-TDE secretion. Please cite this article as: Jia WT, Xiang S, Zhang JB, Yuan JY, Wang YQ, Liang SF, Lin WF, Zhai XF, Shang Y, Ling CQ, Cheng BB. Jiedu recipe, a compound Chinese herbal medicine, suppresses hepatocellular carcinoma metastasis by inhibiting the release of tumor-derived exosomes in a hypoxic microenvironment through the EGFR-TFEB signaling pathway. J Integr Med. 2024; 22(6): 697-709.
Exosomes/drug effects*
;
Animals
;
Carcinoma, Hepatocellular/genetics*
;
Drugs, Chinese Herbal/pharmacology*
;
Liver Neoplasms/pathology*
;
Tumor Microenvironment/drug effects*
;
Mice
;
Humans
;
Cell Line, Tumor
;
Mice, Inbred BALB C
;
Neoplasm Metastasis
;
Male
;
Mice, Nude
7.Chinese expert consensus on neoadjuvant therapy for hepatocellular carcinoma (2023 edition).
Chinese Journal of Surgery 2023;61(12):1035-1045
Recurrence of hepatocellular carcinoma (HCC) after surgery is a major factor affecting the efficacy of the treatment of patients. Neoadjuvant treatment is an effective therapeutic method to reduce postoperative recurrence and prolong patient survival. However,there is no generally accepted neoadjuvant treatment regimen that has been proven to be effective so far. Recently,with the progress in systemic antitumor therapies,represented by targeted molecular agents and immune checkpoint inhibitors,and the improvement in local regional therapies,these treatment approaches have shown promising efficacy and safety in the field of neoadjuvant treatment for HCC. Under the organizational leadership of Committee of Digestive Surgery of Chinese Research Hospital Association and Committee of Liver Cancer of Chinese Anti-Cancer Association,Alliance of Chinese Expert Consensus on Neoadjuvant Therapy for Hepatocellular Carcinoma has discussed and revised several times and finally formulated the Chinese expert consensus on neoadjuvant therapy for hepatocellular carcinoma (2023 edition). This consensus aimed to review the Chinese characteristics of the diagnosis and treatment of HCC,to provide specific guidance and suggestions for preoperative treatment strategies for HCC,and further promote the management of the clinical pathway for neoadjuvant treatment of HCC.
Humans
;
Antineoplastic Agents/therapeutic use*
;
Carcinoma, Hepatocellular/surgery*
;
China
;
Consensus
;
Liver Neoplasms/pathology*
;
Neoadjuvant Therapy
8.Expert consensus on precise diagnosis and management of primary hepatocellular carcinoma in advanced stage (2023 version).
Chinese Journal of Hepatology 2023;31(9):910-920
not matching with chinese abstract stage in China. By adopting the "Delphi" consensus formation method, a set of precise staging criteria and corresponding preferred treatment protocols were agreed upon for Chinese patients with hepatocellular carcinoma in advanced stage, taking into account different tumor characteristics, vascular embolism grading, distant metastasis and liver function status, portal hypertension, hepatitis B virus replication status, etc., as well as the prognosis of the patients. This consensus is intended to provide a more detailed, scientific, and reasonable reference basis for the selection of individualized diagnosis and treatment plans for frontline clinicians.
Humans
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Consensus
;
Prognosis
;
China
9.Procine recombinant NK-lysin inhibits hepatocellular carcinoma metastasis by downregulating FKBP3 and inhibiting oxidative phosphorylation and glycolysis: a proteomic analysis.
Yifan FAN ; Zhiwei FENG ; Kuohai FAN ; Wei YIN ; Na SUN ; Panpan SUN ; Yaogui SUN ; Hongquan LI
Journal of Southern Medical University 2023;43(7):1116-1126
OBJECTIVE:
To investigate the potential mechanisms that mediate the inhibitory effect of porcine recombinant NKlysin (prNK-lysin) against liver cancer cell metastasis.
METHODS:
HPLC-tandem mass spectrometry was used to identify the differentially expressed proteins in prNK-lysin-treated hepatocellular carcinoma SMMOL/LC-7721 cells in comparison with the control and PBS-treated cells. GO functional annotation and KEGG pathway analysis of the differentially expressed proteins were performed using GO and KEGG databases. RT-qPCR was used to determine the mRNA expression levels of polypeptide-N-acetylgalactosaminotransferase 13 (GALNT13), transmembrane protein 51 (TMEM51) and FKBP prolyl isomerase 3 (FKBP3) in the cells, and the protein expression of FKBP3 was verified using Western blotting.
RESULTS:
Proteomic analysis identified 1989 differentially expressed proteins in prNK-lysin-treated cells compared with the control cells, and 2753 compared with PBS-treated cells. Fifteen proteins were differentially expressed between PBS-treated and the control cells, and 1909 were differentially expressed in prNK- lysin group compared with both PBS and control groups. These differentially expressed proteins were involved mainly in the viral process, translational initiation and RNA binding and were enriched mainly in ribosome, protein process in endoplasmic reticulum, and RNA transport pathways. RT-qPCR showed that compared with the control group, prNK-lysin treatment significantly increased the mRNA expressions of GALNT13 (P < 0.05) and TMEM51 (P < 0.01) and lowered FKBP3 mRNA expression (P < 0.05). Western blotting also showed a significantly decreased expression of FKBP3 protein in prNK-lysin-treated cells (P < 0.001).
CONCLUSION
Treatment with prNK-lysin causes significant changes in protein expression profile of SMMOL/LC-7721 cells and inhibits hepatocellular carcinoma metastasis by downregulating FKBP3 protein and affecting the cellular oxidative phosphorylation and glycolysis pathways.
Animals
;
Swine
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Oxidative Phosphorylation
;
Proteomics
;
Glycolysis
;
RNA, Messenger
10.5'-tiRNA-Gln inhibits hepatocellular carcinoma progression by repressing translation through the interaction with eukaryotic initiation factor 4A-I.
Chengdong WU ; Dekai LIU ; Lufei ZHANG ; Jingjie WANG ; Yuan DING ; Zhongquan SUN ; Weilin WANG
Frontiers of Medicine 2023;17(3):476-492
tRNA-derived small RNAs (tsRNAs) are novel non-coding RNAs that are involved in the occurrence and progression of diverse diseases. However, their exact presence and function in hepatocellular carcinoma (HCC) remain unclear. Here, differentially expressed tsRNAs in HCC were profiled. A novel tsRNA, tRNAGln-TTG derived 5'-tiRNA-Gln, is significantly downregulated, and its expression level is correlated with progression in patients. In HCC cells, 5'-tiRNA-Gln overexpression impaired the proliferation, migration, and invasion in vitro and in vivo, while 5'-tiRNA-Gln knockdown yielded opposite results. 5'-tiRNA-Gln exerted its function by binding eukaryotic initiation factor 4A-I (EIF4A1), which unwinds complex RNA secondary structures during translation initiation, causing the partial inhibition of translation. The suppressed downregulated proteins include ARAF, MEK1/2 and STAT3, causing the impaired signaling pathway related to HCC progression. Furthermore, based on the construction of a mutant 5'-tiRNA-Gln, the sequence of forming intramolecular G-quadruplex structure is crucial for 5'-tiRNA-Gln to strongly bind EIF4A1 and repress translation. Clinically, 5'-tiRNA-Gln expression level is negatively correlated with ARAF, MEK1/2, and STAT3 in HCC tissues. Collectively, these findings reveal that 5'-tiRJNA-Gln interacts with EIF4A1 to reduce related mRNA binding through the intramolecular G-quadruplex structure, and this process partially inhibits translation and HCC progression.
Humans
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Eukaryotic Initiation Factor-4A/genetics*
;
Cell Line
;
RNA, Transfer/metabolism*
;
RNA
;
Cell Proliferation

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