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Qiu Y, Wu X, Luo Y, Shen L, Guo A, Jiang J, Zhu L, Zhang Y, Han F, Yu E. Identification and validation a novel kinase-related gene signature for predicting prognosis and responsiveness to immunotherapy in hepatocellular carcinoma. Clin Exp Med 2025; 25:170. [PMID: 40394340 PMCID: PMC12092527 DOI: 10.1007/s10238-025-01556-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Accepted: 01/02/2025] [Indexed: 05/22/2025]
Abstract
Liver cancer research highlights the kinome's critical role in disease initiation and progression. However, comprehensive data analysis on the kinome's impact on hepatocellular carcinoma (HCC) prognosis is limited. We used the TCGA-LIHC mRNA expression profiles, analyzing them with various R packages. Key methods included univariate Cox regression for prognostic gene identification, consensus clustering for subtype classification, Gene Set Enrichment Analysis (GSEA), and immune landscape evaluation. A prognostic model was developed using LASSO Cox regression, and chemotherapy drug sensitivity was assessed using the pRRophetic package. We identified 45 kinases-related differentially expressed genes (DEGs), with 27 linked to HCC prognosis. Cluster analysis divided these genes into two subtypes, with distinct prognoses. We discovered 157 DEGs between kinase-related subtypes, 120 of which were prognostically relevant. A kinase-related gene signature (KRS) was developed for prognostic prediction. The high-KRS group showed poorer survival in TCGA-LIHC and validation cohorts, with notable differences in immune cell infiltration and checkpoint gene expression. This group also showed varying sensitivity to common drugs and anti-PD-L1 treatment. In contrast, the low-KRS group might respond better to anti-PD-1 immunotherapy. Our study introduces a kinase-related gene signature as a novel tool for predicting HCC prognosis. This signature aids in tailoring personalized treatment strategies, potentially improving clinical outcomes in HCC patients.
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Affiliation(s)
- Yaju Qiu
- The Second School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, 310053, Zhejiang, China
| | - Xitian Wu
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Yang Luo
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Lianqiang Shen
- Department of General Surgery, The First People's Hospital of Linping District, Hangzhou, 311100, Zhejiang, China
| | - Anyang Guo
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Jing Jiang
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Lijuan Zhu
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Yuhua Zhang
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China
| | - Fang Han
- Hepatobiliary and Pancreatic Surgery Department, The Zhejiang Cancer Hospital, Hangzhou, 310022, Zhejiang, China.
| | - Enyan Yu
- Department of Clinical Psychology, Zhejiang Cancer Hospital, Hangzhou, 310012, Zhejiang, China.
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Firouzi-Farsani K, Dehghani-Samani M, Gerami R, Sadat Moosavi R, Gerami M, Mahdevar M. Exploring non-coding RNA expression profiles of AKR1B10P1, RP11-465B22.3, WASH8P, and NPM1P25 as a predictive model for hepatocellular carcinoma patient survival. Discov Oncol 2025; 16:771. [PMID: 40372570 PMCID: PMC12081793 DOI: 10.1007/s12672-025-02475-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Accepted: 04/23/2025] [Indexed: 05/16/2025] Open
Abstract
The primary aim of the study was to analyze novel long non-coding RNAs (lncRNAs) in hepatocellular carcinoma (HCC) to assess their roles as potential oncogenes and tumor suppressors and to develop a survival prediction model based on their expression levels. Data from The Cancer Genome Atlas, GSE135631, and GSE214846, were utilized to evaluate changes in lncRNA expression in HCC and their associations with patient prognosis. A risk model was created based on lncRNA expression to predict patient mortality. The co-expression network was employed to identify associated pathways, and the results were subsequently validated using the RT-qPCR method. The findings indicated that 14 lncRNAs were down-regulated in HCC, and their increased expression was associated with a favorable prognosis. Additionally, eight lncRNAs were overexpressed and correlated with poorer patient outcomes. The multivariate Cox regression analysis demonstrated that overexpression of AKR1B10P1, RP11-465B22.3, WASH8P, and the downregulation of NPM1P25 could independently predict patient survival, irrespective of clinical variables. The risk score model based on these lncRNAs effectively stratified patients by their mortality risk. Furthermore, the co-expression network analysis revealed that the identified lncRNAs might be involved in various pathways, including fatty acid metabolism, mTOR signaling, glycolysis, angiogenesis, Wnt-β-catenin pathway, and DNA repair. RT-qPCR results validated the significant increase in the expression level of WASH8P in cancer specimens compared to normal tissues. Our results unveiled that changes in the expression levels of AKR1B10P1, RP11-465B22.3, WASH8P, and NPM1P25 were significantly and independently associated with prognosis. Moreover, the patient mortality risk model constructed using these four lncRNAs exhibited a robust capacity to accurately predict patients' survival rates.
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Affiliation(s)
| | - Mina Dehghani-Samani
- Department of Bioinformatics, School of Advanced Technologies in Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Razieh Gerami
- Independent Researcher, Graduated of PhD Pharmacology from Department of Basic Sciences, School of Veterinary Medicine, Shiraz University, Shiraz, Iran
| | - Reihaneh Sadat Moosavi
- Department of Genetics, Faculty of Basic Sciences, Shahrekord University, Shahrekord, Iran
| | - Marzieh Gerami
- Department of Computer Engineering, Shahrekord Branch, Islamic Azad University, Shahrekord, Iran.
| | - Mohammad Mahdevar
- Department of Genetics and Molecular Biology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
- Genius Gene, Genetics and Biotechnology Company, Isfahan, Iran
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Jiang F, Zhou S, Xia C, Lu J, Wang B, Wang X, Shen J, Ding W, Yin M, Dai F, Fu S. Downregulation of GLYAT correlates with tumour progression and poor prognosis in hepatocellular carcinoma. J Cell Mol Med 2024; 28:e70197. [PMID: 39495775 PMCID: PMC11534071 DOI: 10.1111/jcmm.70197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Revised: 10/19/2024] [Accepted: 10/26/2024] [Indexed: 11/06/2024] Open
Abstract
Glycine N-acyltransferase (GLYAT), known to influence glycine metabolism, has been implicated in the progression of various malignant tumours. However, its clinical relevance in hepatocellular carcinoma (HCC) remains unexplored. Here, GLYAT expression levels in HCC tissues were significantly reduced compared to normal liver tissues. Similarly, GLYAT expression levels in Huh 7, HepG2, PLC and SK-HEP1 were lower than those in LO2. Receiver operating characteristic curve analysis demonstrated that GLYAT exhibited good diagnostic performance for HCC. Kaplan-Meier analyses suggested that decreased GLYAT expression was correlated with poorer progress in HCC. Low GLYAT expression was significantly associated with gender and histologic grade. Multivariate Cox regression analysis identified low GLYAT expression and T stage as independent prognostic factors. Nomograms based on GLYAT mRNA expression and T stage showed good concordance with actual survival rates at 1, 2, 3 and 5 years. Moreover, GLYAT downregulation in the Huh 7 cell line enhanced cell proliferation, invasion and migration abilities, while GLYAT overexpression in the HepG2 cell line inhibited these abilities. HCC patients with low GLYAT expression exhibited a predisposition to immune escape and poor response to immunotherapy. This research revealed that GLYAT holds promise as both a prognostic biomarker and a potential therapeutic target in HCC.
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Affiliation(s)
- Fengchen Jiang
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
- Comparative Medicine Institution, Nantong UniversityNantongChina
| | - Shuiping Zhou
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
- Comparative Medicine Institution, Nantong UniversityNantongChina
- School of MedicineNantong UniversityNantongChina
| | - Chuanlong Xia
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
- School of MedicineNantong UniversityNantongChina
| | - Jiale Lu
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
- School of MedicineNantong UniversityNantongChina
| | - Bin Wang
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Xiaowei Wang
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Jiandong Shen
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Wei Ding
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Mengjie Yin
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Feng Dai
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
| | - Shouzhong Fu
- Department of Interventional AngiologyAffiliated Nantong Hospital 3 of Nantong UniversityNantongChina
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Romano A, Brocca A, Mariño Z, Pérez-del-Pulgar S, Lens S, Boix L, Reig M, Bruix J, Ceolotto G, Calvino V, Zilio G, Romero PP, Vukotic R, Guarneri V, Andreone P, Parisi SG, Russo FP, Piano S, Cillo U, Angeli P. miRNA Expression and HCC Occurrence in HCV Cirrhotic Patients Treated with Direct Acting Antivirals. LIVERS 2024; 4:275-286. [DOI: 10.3390/livers4020020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/09/2025] Open
Abstract
Background: The risk of hepatocarcinoma in HCV cirrhotic patient responders after treatment with DAAs decrease, but HCC still occurs. A correlation between specific miRNAs and the development of hepatocarcinoma have been highlighted. Aim: To investigate miRNA expression in HCV-infected cirrhotic patients treated with DAAs, regarding whether or not they developed HCC at follow-up. Methods: A total of 73 outpatients with HCV-related cirrhosis treated with DAAs were enrolled, 28 of which had HCC. Samples were collected at the start and at the end of treatment. In the screening phase, 172 miRNAs were analyzed at baseline. Differentially expressed miRNAs were validated in the entire cohort. Results: In the validation phase, at baseline and in patients treated for 12 weeks, miR-28-5p was confirmed to be more highly expressed in the HCC group compared to the non-HCC group. In all of the patients treated for 12 weeks, at end of the treatment we found a significant downregulation in miR-132-3p, miR-133b-3p, miR-221-3p and miR-324-3p. In the HCC group, miR-28-5p was significantly downregulated after DAA therapy as well as in HCC patients treated for 24 weeks. Conclusion: In the HCC group, miR28-5p was differently expressed both at baseline and at the end of therapy with DAAs. This difference in expression should suggest its involvement in HCC development.
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Affiliation(s)
- Antonietta Romano
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | - Alessandra Brocca
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | - Zoe Mariño
- Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - Sofía Pérez-del-Pulgar
- Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - Sabela Lens
- Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - Loreto Boix
- Barcelona Clinic Liver Cancer (BCLC) Group, Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - María Reig
- Barcelona Clinic Liver Cancer (BCLC) Group, Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - Jordi Bruix
- Barcelona Clinic Liver Cancer (BCLC) Group, Liver Unit, Hospital Clinic Barcelona, Universitat de Barcelona, IDIBAPS, CIBEREHD, 08036 Barcelona, Spain
| | - Giulio Ceolotto
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | - Valeria Calvino
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | - Gianluca Zilio
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | | | - Ranka Vukotic
- Department of Medical and Surgical Sciences, DIMEC, University of Bologna, 40138 Bologna, Italy
| | - Valeria Guarneri
- Department of Medical and Surgical Sciences, DIMEC, University of Bologna, 40138 Bologna, Italy
| | - Pietro Andreone
- Internal and Metabolic Medicine, Department of Medical and Surgical Sciences, Maternal-Infantile and Adult, AOU di Modena, University of Modena and Reggio Emilia, 41126 Modena, Italy
| | | | - Francesco Paolo Russo
- Gastroenterology and Multivisceral Transplant Unit, Department of Surgery, Oncology, and Gastroenterology, University of Padova, 35121 Padova, Italy
| | - Salvatore Piano
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
| | - Umberto Cillo
- Hepatobiliary Surgery and Liver Transplantation Center, Department of Surgery, Oncology, and Gastroenterology, Padova University Hospital, 35128 Padova, Italy
| | - Paolo Angeli
- Unit of Internal Medicine and Hepatology, Department of Medicine, University of Padova, 35128 Padova, Italy
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Tang Z, Li X, Zheng Y, Liu J, Liu C, Li X. The role of competing endogenous RNA network in the development of hepatocellular carcinoma: potential therapeutic targets. Front Cell Dev Biol 2024; 12:1341999. [PMID: 38357004 PMCID: PMC10864455 DOI: 10.3389/fcell.2024.1341999] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 01/16/2024] [Indexed: 02/16/2024] Open
Abstract
The current situation of hepatocellular carcinoma (HCC) management is challenging due to its high incidence, mortality, recurrence and metastasis. Recent advances in gene genetic and expression regulation have unveiled the significant role of non-coding RNA (ncRNA) in various cancers. This led to the formulation of the competing endogenous RNA (ceRNA) hypothesis, which posits that both coding RNA and ncRNA, containing miRNA response elements (MRE), can share the same miRNA sequence. This results in a competitive network between ncRNAs, such as lncRNA and mRNA, allowing them to regulate each other. Extensive research has highlighted the crucial role of the ceRNA network in HCC development, impacting various cellular processes including proliferation, metastasis, cell death, angiogenesis, tumor microenvironment, organismal immunity, and chemotherapy resistance. Additionally, the ceRNA network, mediated by lncRNA or circRNA, offers potential in early diagnosis and prevention of HCC. Consequently, ceRNAs are emerging as therapeutic targets for HCC. The complexity of these gene networks aligns with the multi-target approach of traditional Chinese medicine (TCM), presenting a novel perspective for TCM in combating HCC. Research is beginning to show that TCM compounds and prescriptions can affect HCC progression through the ceRNA network, inhibiting proliferation and metastasis, and inducing apoptosis. Currently, the lncRNAs TUG1, NEAT1, and CCAT1, along with their associated ceRNA networks, are among the most promising ncRNAs for HCC research. However, this field is still in its infancy, necessitating advanced technology and extensive basic research to fully understand the ceRNA network mechanisms of TCM in HCC treatment.
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Affiliation(s)
- Ziwei Tang
- The Ninth People’s Hospital of Chongqing, Chongqing, China
| | - Xue Li
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Yanfeng Zheng
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
- Chongqing Medical and Pharmaceutical College, Chongqing, China
| | - Jin Liu
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Chao Liu
- Chongqing Chemical Industry Vocational College, Chongqing, China
| | - Xia Li
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Yue Y, Tao J, An D, Shi L. A prognostic exosome-related long non-coding RNAs risk model related to the immune microenvironment and therapeutic responses for patients with liver hepatocellular carcinoma. Heliyon 2024; 10:e24462. [PMID: 38293480 PMCID: PMC10826312 DOI: 10.1016/j.heliyon.2024.e24462] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 01/02/2024] [Accepted: 01/09/2024] [Indexed: 02/01/2024] Open
Abstract
Background Liver hepatocellular carcinoma (LIHC) is the third largest cause of cancer mortality. Exosomes are vital regulators in the development of cancer. However, the mechanisms regarding the association of exosome-related long non-coding RNAs (lncRNAs) in LIHC are not clear. Methods LIHC RNA sequences and exosome-associated genes were collected according to The Cancer Genome Atlas (TCGA), Hepatocellular Carcinoma Cell DataBase (HCCDB) and ExoBCD databases, and exosome-related lncRNAs with prognostic differential expression were screened as candidate lncRNAs using Spearman's method and univariate Cox regression analysis. Candidate lncRNAs were then used to construct a prognostic model and mRNA-lncRNA co-expression network. Differentially expressed genes (DEGs) in low- and high-risk groups were identified and enrichment analysis was performed for up- and down-regulated DEGs, respectively. The expression of immune checkpoint-related genes, immune escape potential and microsatellite instability among different risk groups were further analyzed. Quantitative real-time polymerase chain reaction (qRT-PCR) and transwell assay were applied for detecting gene expression levels and invasion and migration ability. Results Based on 17 prognostical exosome-associated lncRNAs, four hub lncRNAs (BACE1_AS, DSTNP2, PLGLA, and SNHG3) were selected for constructing a prognostic model, which was demonstrated to be an independent prognostic variable for LIHC. High risk score was indicative of poorer overall survival, lower anti-tumor immune cells, higher genomic instability, higher immune escape potential, and less benefit for immunotherapy. The qRT-PCR test verified the expression level of the lncRNAs in LIHC cells, and the inhibitory effect of BACE1_AS on immune checkpoint genes levels. BACE1_AS silence also depressed the ability of migration and invasion of LIHC cells. Conclusion The Risk model constructed by exosome-associated lncRNAs could well predict immunotherapy response and prognostic outcomes for LIHC patients. We comprehensively reveal the clinical features of prognostical exosome-related lncRNAs and their potential ability to predict immunotherapeutic response of patients with LIHC and their prognosis.
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Affiliation(s)
- Yuan Yue
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710003, China
| | - Jie Tao
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710003, China
| | - Dan An
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710003, China
| | - Lei Shi
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710003, China
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Hao J, Liu Y, Guo F, Fu G, Ning J, Ruan X, Zheng X, Gao M. Lnc-SNHG5 Promoted Hepatocellular Carcinoma Progression Through the RPS3-NFκB Pathway. Int J Gen Med 2023; 16:5651-5664. [PMID: 38059157 PMCID: PMC10697148 DOI: 10.2147/ijgm.s442937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 11/27/2023] [Indexed: 12/08/2023] Open
Abstract
Background We planned to explore the underlying mechanism and clinical significance of lnc-SNHG5 and RPS3 in hepatocellular carcinoma in this current study. Methods The expression of Lnc-SNHG5 and RPS3 in HCC tissues and several cell lines were affirmed, respectively, using UALCAN, TIMER, TCGA and RT-qPCR assay. Cell proliferation ability was detected by colony formation assay and CCK8 assay. Cell apoptosis was monitored by flow cytometry assay. Next, the RPS3 expression levels and the related proteins in NFκB pathway were examined using Western blot analysis. The role of lnc-SNHG5 and RPS3 in vivo was identified by subcutaneous tumor bearing experiment. Results Lnc-SNHG5 was significantly increased in hepatocellular carcinoma tissues and in hepatocellular carcinoma cells. Further investigation showed that up-regulated lnc-SNHG5 promoted cell viability and cell proliferation ability of SMMC-7721 cells by regulating the cell apoptosis, while down-regulation of lnc-SNHG5 revealed opposite results in QGY-7703 cells. In terms of mechanism, we found that lnc-SNHG5 interacted with RPS3. Lnc-SNHG5 regulated the NFκB pathway through RPS3 in vitro and in vivo. Conclusion This study suggested that lnc-SNHG5 expression was signally up-regulated in hepatocellular carcinoma, and lnc-SNHG5 promoted the malignant phenotypes in vitro and in vivo via directly regulating RPS3-NFκB pathway. Lnc-SNHG5 might be a target for molecular targeted therapy, a potential and novel diagnostic marker for HCC patients.
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Affiliation(s)
- Jie Hao
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
- Department of Breast and Thyroid Surgery, Tianjin Union Medical Center of Nankai University, Tianjin, People’s Republic of China
- Tianjin Key Laboratory of General Surgery in Construction, Tianjin Union Medical Center Nankai University, Tianjin, People’s Republic of China
| | - Yu Liu
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
| | - Fengli Guo
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
- Department of Thyroid and Breast Surgery, Binzhou Medical University Hospital, Binzhou, People’s Republic of China
| | - Guiming Fu
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
- Thyroid-Otolaryngology Department, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center School of Medicine, University of Electronic Science and Technology of China, Chengdu, People’s Republic of China
| | - Junya Ning
- Department of Breast and Thyroid Surgery, Tianjin Union Medical Center of Nankai University, Tianjin, People’s Republic of China
- Tianjin Key Laboratory of General Surgery in Construction, Tianjin Union Medical Center Nankai University, Tianjin, People’s Republic of China
| | - Xianhui Ruan
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
| | - Xiangqian Zheng
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
| | - Ming Gao
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin, People’s Republic of China
- Department of Breast and Thyroid Surgery, Tianjin Union Medical Center of Nankai University, Tianjin, People’s Republic of China
- Tianjin Key Laboratory of General Surgery in Construction, Tianjin Union Medical Center Nankai University, Tianjin, People’s Republic of China
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Liang HQ, Liao NK, Yang SB, Wei QJ, Tan ST, Zhai GQ, Lu JT, Huang YC, Deng XB, Mo LJ, Cheng JW. Identification of tumor immunophenotypes associated with immunotherapy response in bladder cancer. Int J Urol 2023; 30:1122-1132. [PMID: 37602677 DOI: 10.1111/iju.15276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 08/03/2023] [Indexed: 08/22/2023]
Abstract
OBJECTIVES This study aims to reveal immunophenotypes associated with immunotherapy response in bladder cancer, identify the signature genes of immune subtypes, and provide new molecular targets for improving immunotherapy response. METHODS Bladder cancer immunophenotypes were characterized in the bulk RNA sequencing dataset GSE32894 and Imvigor210, and gene expression signatures were established to identify the immunophenotypes. Expression of gene signatures were validated in single-cell RNA sequencing dataset GSE145140 and human proteins expression data source. Investigation of Immunotherapy Response was performed in IMvigor210 dataset. Prognosis of tumor immunophenotypes was further analyzed. RESULTS Inflamed and immune-excluded immunophenotypes were characterized based on the tumor immune cell scores. Risk score models that were established rely on RNA sequencing profiles and overall survival of bladder cancer cohorts. The inflamed tumors had lower risk scores, and the low-risk tumors were more likely to respond to atezolizumab, receiving complete response/partial response (CR/PR). Patients who responded to atezolizumab had higher SRRM4 and lower NPHS1 and TMEM72 expression than the non-responders. SRRM4 expression was a protective factor for bladder cancer prognosis, while the NPHS1 and TMEM72 showed the opposite pattern. CONCLUSION This study provided a novel classification method for tumor immunophenotypes. Bladder cancer immunophenotypes can predict the response to immune checkpoint blockade. The immunophenotypes can be identified by the expression of signature genes.
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Affiliation(s)
- Hai-Qi Liang
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Nai-Kai Liao
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Shu-Bo Yang
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Qiu-Ju Wei
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Shu-Ting Tan
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Gao-Qiang Zhai
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jiang-Ting Lu
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yi-Cheng Huang
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Xiao-Bin Deng
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Lin-Jian Mo
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Ji-Wen Cheng
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
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Liu P, Luo J, Tan N, Li C, Xu J, Yang X. Establishing a prognostic model of chromatin modulators and identifying potential drug candidates in renal clear cell patients. BMC Bioinformatics 2023; 24:104. [PMID: 36941564 PMCID: PMC10029171 DOI: 10.1186/s12859-023-05229-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 03/14/2023] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND Renal carcinoma is a common malignant tumor of the urinary system. Advanced renal carcinoma has a low 5-year survival rate and a poor prognosis. More and more studies have confirmed that chromatin regulators (CRs) can regulate the occurrence and development of cancer. This article investigates the functional and prognostic value of CRs in renal carcinoma patients. METHODS mRNA expression and clinical information were obtained from The Cancer Genome Atlas database. Univariate Cox regression analysis and LASSO regression analysis were used to select prognostic chromatin-regulated genes and use them to construct a risk model for predicting the prognosis of renal cancer. Differences in prognosis between high-risk and low-risk groups were compared using Kaplan-Meier analysis. In addition, we analyzed the relationship between chromatin regulators and tumor immune infiltration, and explored differences in drug sensitivity between risk groups. RESULTS We constructed a model consisting of 11 CRs to predict the prognosis of renal cancer patients. We not only successfully validated its feasibility, but also found that the 11 CR-based model was an independent prognostic factor. Functional analysis showed that CRs were mainly enriched in cancer development-related signalling pathways. We also found through the TIMER database that CR-based models were also associated with immune cell infiltration and immune checkpoints. At the same time, the genomics of drug sensitivity in cancer database was used to analyze the commonly used drugs of renal clear cell carcinoma patients. It was found that patients in the low-risk group were sensitive to medicines such as axitinib, pazopanib, sorafenib, and gemcitabine. In contrast, those in the high-risk group may be sensitive to sunitinib. CONCLUSION The chromatin regulator-related prognostic model we constructed can be used to assess the prognostic risk of patients with clear cell renal cell carcinoma. The results of this study can bring new ideas for targeted therapy of clear cell renal carcinoma, helping doctors to take corresponding measures in advance for patients with different risks.
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Affiliation(s)
- Puyu Liu
- Department of Clinical Pathology, Affiliated Hospital of Zunyi Medical University, No.149 Dalian Road, Zunyi City, 563000, Guizhou Province, China
| | - Jihang Luo
- Department of Infectious Diseases, Affiliated Hospital of Zunyi Medical University, Zunyi, China
| | - Na Tan
- Department of Clinical Pathology, Affiliated Hospital of Zunyi Medical University, No.149 Dalian Road, Zunyi City, 563000, Guizhou Province, China
| | - Chengfang Li
- Department of Clinical Pathology, Affiliated Hospital of Zunyi Medical University, No.149 Dalian Road, Zunyi City, 563000, Guizhou Province, China
| | - Jieyu Xu
- Department of Clinical Pathology, Affiliated Hospital of Zunyi Medical University, No.149 Dalian Road, Zunyi City, 563000, Guizhou Province, China
| | - Xiaorong Yang
- Department of Clinical Pathology, Affiliated Hospital of Zunyi Medical University, No.149 Dalian Road, Zunyi City, 563000, Guizhou Province, China.
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