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Zheng R, Pan Y, Liu X, Liu F, Li A, Zheng D, Luo Y. Comprehensive analysis of REST corepressors ( RCORs) in pan-cancer. Front Cell Dev Biol 2023; 11:1162344. [PMID: 37342230 PMCID: PMC10277624 DOI: 10.3389/fcell.2023.1162344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/24/2023] [Indexed: 06/22/2023] Open
Abstract
REST corepressors (RCORs) are the core component of the LSD1/CoREST/HDACs transcriptional repressor complex, which have been revealed differently expressed in various cancers, but the therapeutic and prognostic mechanisms in cancer are still poorly understood. In this study, we analyzed expression, prognostic value, molecular subtypes, genetic alteration, immunotherapy response and drug sensitivity of RCORs in pan-cancer. Clinical correlation, stemness index, immune infiltration and regulatory networks of RCORs in hepatocellular carcinoma (HCC) were detected through TCGA and GSCA database. In-vitro experiments were conducted to explore the role of RCOR1 in HCC cells. The expression of RCORs varied among different cancers, and have prognostic values in several cancers. Cancer subtypes were categorized according to the expression of RCORs with clinical information. RCORs were significantly correlated with immunotherapy response, MSI, drug sensitivity and genetic alteration in pan-cancer. In HCC, RCORs were considered as potential predictor of stemness and also had association with immune infiltration. The ceRNA-TF-kinase regulatory networks of RCORs were constructed. Besides, RCOR1 acts as an oncogene in HCC and promotes the proliferation of HCC cells by inhibiting cell cycle arrest and cell apoptosis. Taken together, our study revealed the potential molecular mechanisms of RCORs in pan-cancer, offering a benchmark for disease-related research.
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Affiliation(s)
- Rong Zheng
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Yingying Pan
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Xinhui Liu
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Feiye Liu
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Aimin Li
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Dayong Zheng
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
| | - Yue Luo
- Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Cancer Center, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
- Department of Hepatology, TCM-Integrated Hospital of Southern Medical University, Guangzhou, China
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Wu J, Ding Y, Wang J, Lyu F, Tang Q, Song J, Luo Z, Wan Q, Lan X, Xu Z, Chen L. Single‐cell RNA
sequencing in oral science: Current awareness and perspectives. Cell Prolif 2022; 55:e13287. [PMID: 35842899 PMCID: PMC9528768 DOI: 10.1111/cpr.13287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 05/10/2022] [Accepted: 05/29/2022] [Indexed: 11/30/2022] Open
Abstract
The emergence of single‐cell RNA sequencing enables simultaneous sequencing of thousands of cells, making the analysis of cell population heterogeneity more efficient. In recent years, single‐cell RNA sequencing has been used in the investigation of heterogeneous cell populations, cellular developmental trajectories, stochastic gene transcriptional kinetics, and gene regulatory networks, providing strong support in life science research. However, the application of single‐cell RNA sequencing in the field of oral science has not been reviewed comprehensively yet. Therefore, this paper reviews the development and application of single‐cell RNA sequencing in oral science, including fields of tissue development, teeth and jaws diseases, maxillofacial tumors, infections, etc., providing reference and prospects for using single‐cell RNA sequencing in studying the oral diseases, tissue development, and regeneration.
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Affiliation(s)
- Jie Wu
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Guanghua School of Stomatology, Hospital of Stomatology, Guangdong Provincial Key Laboratory of Stomatology Sun Yat‐sen University Guangzhou China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
| | - Yumei Ding
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
| | - Jinyu Wang
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
| | - Fengyuan Lyu
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
- Center of Stomatology, Tongji Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
| | - Qingming Tang
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
| | - Jiangyuan Song
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
| | - Zhiqiang Luo
- National Engineering Research Center for Nanomedicine College of Life Science and Technolog Huazhong University of Science and Technology Wuhan China
| | - Qian Wan
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy Huazhong University of Science and Technology Wuhan China
- Institute of Brain Research Huazhong University of Science and Technology Wuhan China
| | - Xiaoli Lan
- Department of Nuclear Medicine, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Key Laboratory of Molecular Imaging Wuhan China
| | - Zhi Xu
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
| | - Lili Chen
- Department of Stomatology, Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- School of Stomatology, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Oral and Maxillofacial Development and Regeneration Wuhan China
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Cui SH, Hu XD, Yan Y. Wnt/β-catenin signaling pathway participates in the effect of miR-626 on oral squamous cell carcinoma by targeting RASSF4. J Oral Pathol Med 2021; 50:1005-1017. [PMID: 34121238 DOI: 10.1111/jop.13216] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 06/08/2021] [Accepted: 06/10/2021] [Indexed: 01/18/2023]
Abstract
BACKGROUND The role of miR-626 in oral squamous cell carcinoma (OSCC) was investigated by targeting RASSF4. METHODS The miR-626 and RASSF4 expression was detected in normal oral mucosa or OSCC tissues and OSCC or normal cells. The methylation status of RASSF4 was analyzed using methylation-specific polymerase chain reaction (PCR). The cytoplasmic/nuclear ratios (C/N ratios) targeted by miR-626 were examined using microarray, followed by a dual-luciferase reporter assay. The subcellular localization of RASSF4 and miR-626 in OSCC cells was determined using RNA fluorescence in situ hybridization (FISH) and immunocytochemistry (ICC), respectively. Ca9-22 and HSC2 cells were divided into mock, inhibitor NC, miR-626 inhibitor, scramble, RASSF4 and miR-626 mimic + RASSF4 groups, and then CCK-8, Annexin V-FITC/PI, wound healing, Transwell, qRT-PCR and western blotting assays were performed. RESULTS OSCC tissues and cells had increased miR-626 expression and decreased RASSF4 expression. Patients with RASSF4 methylation had lower RASSF4 expression than those without methylation. In addition, a negative correlation between miR-626 and RASSF4 was found in OSCC tissues, both of which were correlated with the pathological grade, pathological stage, lymph node metastasis and patient prognosis. MiR-626 targeted RASSF4 in OSCC cells. Overexpressed RASSF4 inhibited the proliferation, invasion, migration and epithelial-mesenchymal transition (EMT) of OSCC cells, promoted cell apoptosis, and blocked the Wnt/β-Catenin pathway, which was reversed by miR-626 overexpression. CONCLUSIONS Inhibiting miR-626 can regulate the biological characteristics of OSCC cells, including proliferation, invasion, migration, EMT and apoptosis, by targeting RASSF4, which may be related to the Wnt/β-Catenin pathway.
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Affiliation(s)
- Sheng-Hai Cui
- Department of Oral and Maxillofacial Surgery, Yantai Stomatological Hospital, Yantai, China
| | - Xiao-Di Hu
- Department of Stomatology, Yantaishan Hospital, Yantai, China
| | - Yan Yan
- Department of Stomatology, Yantaishan Hospital, Yantai, China
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Development and validation of a nomogram with an epigenetic signature for predicting survival in patients with lung adenocarcinoma. Aging (Albany NY) 2020; 12:23200-23216. [PMID: 33221751 PMCID: PMC7746339 DOI: 10.18632/aging.104090] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 08/25/2020] [Indexed: 02/07/2023]
Abstract
Epigenetic factors play crucial roles in carcinogenesis by modifying chromatin architecture. Here, we established an epigenetic biosignature-based model for examining survival in patients with lung adenocarcinoma (LUAD). We retrieved gene-expression profiles and clinical data from The Cancer Genome Atlas and Gene Expression Omnibus and clustered the data into training (n = 490) and Validation (n = 226) datasets, respectively. To establish an epigenetic model, we identified prognostic epigenetic regulation-related genes by LASSO and Cox regression analyses, and established a novel 11-gene signature, including EPC1, GADD45A, HCFC2, RCOR1, SMARCAL1, TLE2, TRIM28, and ZNF516, for predicting LUAD overall survival (OS). The biosignature performed optimally in both the training and validation sets according to receiver operating characteristic and calibration plots. Moreover, the biosignature classified patients into high- and low-risk clusters with distinct survival times, with Cox regression analysis revealing the biosignature as an independent LUAD prognostic index. Furthermore, the generated nomogram integrating the prognostic gene biosignature and clinical indices predicted LUAD OS with high efficiency and outperformed tumor-node-metastasis staging in LUAD survival prediction. These results demonstrated the efficacy of the epigenetic signature prognostic nomogram for reliably predicting LUAD OS and its potential application for informing clinical decision making and individualized treatment.
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Gao F, Li C, Zhao X, Xie J, Fang G, Li Y. CKS2 modulates cell-cycle progression of tongue squamous cell carcinoma cells partly via modulating the cellular distribution of DUTPase. J Oral Pathol Med 2020; 50:175-182. [PMID: 33107644 DOI: 10.1111/jop.13116] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 09/18/2020] [Accepted: 10/07/2020] [Indexed: 12/21/2022]
Abstract
BACKGROUND CKS2 (CDC28 Protein Kinase Regulatory Subunit 2) is a gene that encodes CKS2 protein that has been characterized as a binding partner of the catalytic subunit of the cyclin-dependent kinases. However, its expression profile and regulatory effects in tongue squamous cell carcinoma has not yet been explored. METHODS Bioinformatic analysis was conducted using bulk-seq data from The Cancer Genome Atlas and single-cell RNA-seq data from GSE103322. SCC9 and CAL27 cells were used as in vitro cell models for cellular and molecular studies. RESULTS CKS2 expression was significantly upregulated in tongue squamous cell carcinoma tissues (N = 128) compared with adjacent normal tissues (N = 13). Its upregulation was associated with significantly shorter disease-specific survival and progression-free survival. Cellular status estimation in tumor cells indicated that CKS2 expression was moderately and positively correlated with cell-cycle progression. CKS2 inhibition in SCC9 and CAL27 cells resulted in decreased proliferation, weakened colony formation capability, and cell-cycle arrest at the G2/M phase. Immunofluorescence staining and co-Immunoprecipitation (co-IP) assay confirmed co-localization and interaction between CKS2 and DUTPase. CKS2 knockdown did not alter DUTPase expression but reduced its nuclear distribution. Both CKS2 and DUT expression were moderately correlated with their gene-level copy number. CONCLUSION CKS2 expression is associated with unfavorable survival of patients with tongue squamous cell carcinoma. Inhibiting its expression could reduce tongue squamous cell carcinoma cell growth and induce G2/M arrest. CKS2 may interact with DUTPase and regulate its nuclear localization. Gene-level copy amplification might be an important mechanism of upregulated CKS2 and DUT in the tumor.
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Affiliation(s)
- Fei Gao
- Operation Room, Jinan Stomatological Hospital, Jinan, China
| | - Chong Li
- Department of Outpatient Nursing, Jinan Stomatological Hospital, Jinan, China
| | - Xiqun Zhao
- Department of Pediatric Dentistry, Jinan Stomatological Hospital, Jinan, China
| | - Jianli Xie
- Department of Prosthodontics, Jinan Stomatological Hospital, Jinan, China
| | - Guiqing Fang
- Clinical laboratory, Jinan Stomatological Hospital, Jinan, China
| | - Ying Li
- Department of Outpatient Nursing, Jinan Stomatological Hospital, Jinan, China
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