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Yang S, Wang X, Huan R, Deng M, Kong Z, Xiong Y, Luo T, Jin Z, Liu J, Chu L, Han G, Zhang J, Tan Y. Machine learning unveils immune-related signature in multicenter glioma studies. iScience 2024; 27:109317. [PMID: 38500821 PMCID: PMC10946333 DOI: 10.1016/j.isci.2024.109317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Revised: 01/11/2024] [Accepted: 02/17/2024] [Indexed: 03/20/2024] Open
Abstract
In glioma molecular subtyping, existing biomarkers are limited, prompting the development of new ones. We present a multicenter study-derived consensus immune-related and prognostic gene signature (CIPS) using an optimal risk score model and 101 algorithms. CIPS, an independent risk factor, showed stable and powerful predictive performance for overall and progression-free survival, surpassing traditional clinical variables. The risk score correlated significantly with the immune microenvironment, indicating potential sensitivity to immunotherapy. High-risk groups exhibited distinct chemotherapy drug sensitivity. Seven signature genes, including IGFBP2 and TNFRSF12A, were validated by qRT-PCR, with higher expression in tumors and prognostic relevance. TNFRSF12A, upregulated in GBM, demonstrated inhibitory effects on glioma cell proliferation, migration, and invasion. CIPS emerges as a robust tool for enhancing individual glioma patient outcomes, while IGFBP2 and TNFRSF12A pose as promising tumor markers and therapeutic targets.
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Affiliation(s)
- Sha Yang
- Guizhou University Medical College, Guiyang 550025, Guizhou Province, China
| | - Xiang Wang
- Department of Neurosurgery, the Affiliated Hospital of Guizhou Medical University, Guiyang 550004, China
| | - Renzheng Huan
- Department of Neurosurgery, The Second Affiliated Hospital of Chongqing Medical University, Chongqing 400010, China
| | - Mei Deng
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Zhuo Kong
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Yunbiao Xiong
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Tao Luo
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Zheng Jin
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Jian Liu
- Guizhou University Medical College, Guiyang 550025, Guizhou Province, China
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Liangzhao Chu
- Department of Neurosurgery, the Affiliated Hospital of Guizhou Medical University, Guiyang 550004, China
| | - Guoqiang Han
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Jiqin Zhang
- Department of Anesthesiology, Guizhou Provincial People’s Hospital, Guiyang, China
| | - Ying Tan
- Department of Neurosurgery, Guizhou Provincial People’s Hospital, Guiyang, China
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Pang X, Gao S, Liu T, Xu FX, Fan C, Zhang JF, Jiang H. Identification of STAT3 as a biomarker for cellular senescence in liver fibrosis: A bioinformatics and experimental validation study. Genomics 2024; 116:110800. [PMID: 38286349 DOI: 10.1016/j.ygeno.2024.110800] [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: 11/09/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 01/31/2024]
Abstract
BACKGROUND Cellular senescence is associated with a dysregulated inflammatory response, which is an important driver of the development of liver fibrosis (LF). This study aimed to investigate the effect of cellular senescence on LF and identify potential key biomarkers through bioinformatics analysis combined with validation experiments in vivo and in vitro. METHODS The Gene Expression Omnibus (GEO) database and GeneCards database were used to download the LF dataset and the aging-related gene set, respectively. Functional enrichment analysis of differential genes was then performed using GO and KEGG. Hub genes were further screened using Cytoscape's cytoHubba. Diagnostic values for hub genes were evaluated with a receiver operating characteristic (ROC) curve. Next, CIBERSORTx was used to estimate immune cell types and ratios. Finally, in vivo and in vitro experiments validated the results of the bioinformatics analysis. Moreover, molecular docking was used to simulate drug-gene interactions. RESULTS A total of 44 aging-related differentially expressed genes (AgDEGs) were identified, and enrichment analysis showed that these genes were mainly enriched in inflammatory and immune responses. PPI network analysis identified 6 hub AgDEGs (STAT3, TNF, MMP9, CD44, TGFB1, and TIMP1), and ROC analysis showed that they all have good diagnostic value. Immune infiltration suggested that hub AgDEGs were significantly associated with M1 macrophages or other immune cells. Notably, STAT3 was positively correlated with α-SMA, COL1A1, IL-6 and IL-1β, and was mainly expressed in hepatocytes (HCs). Validation experiments showed that STAT3 expression was upregulated and cellular senescence was increased in LF mice. A co-culture system of HCs and hepatic stellate cells (HSCs) further revealed that inhibiting STAT3 reduced HCs senescence and suppressed HSCs activation. In addition, molecular docking revealed that STAT3 was a potential drug therapy target. CONCLUSIONS STAT3 may be involved in HCs senescence and promote HSCs activation, which in turn leads to the development of LF. Our findings suggest that STAT3 could be a potential biomarker for LF.
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Affiliation(s)
- Xue Pang
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China; College of Pharmacy, Anhui University of Chinese Medicine, Hefei 230011, Anhui, China
| | - Shang Gao
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China; College of Pharmacy, Anhui University of Chinese Medicine, Hefei 230011, Anhui, China
| | - Tao Liu
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China; College of Pharmacy, Anhui University of Chinese Medicine, Hefei 230011, Anhui, China
| | - Feng Xia Xu
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China; College of Pharmacy, Anhui University of Chinese Medicine, Hefei 230011, Anhui, China
| | - Chang Fan
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China
| | - Jia Fu Zhang
- Department of Pharmacy, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China
| | - Hui Jiang
- Clinical Research Experiment Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230012, Anhui, China; College of Pharmacy, Anhui University of Chinese Medicine, Hefei 230011, Anhui, China.
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Zhou X, Chai K, Zhu H, Luo C, Zou X, Zou J, Zhang G. The role of the methyltransferase METTL3 in prostate cancer: a potential therapeutic target. BMC Cancer 2024; 24:8. [PMID: 38166703 PMCID: PMC10762986 DOI: 10.1186/s12885-023-11741-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 12/11/2023] [Indexed: 01/05/2024] Open
Abstract
The incidence of prostate cancer (PCa), the most prevalent malignancy, is currently at the forefront. RNA modification is a subfield of the booming field of epigenetics. To date, more than 170 types of RNA modifications have been described, and N6-methyladenosine (m6A) is the most abundant and well-characterized internal modification of mRNAs involved in various aspects of cancer progression. METTL3, the first identified key methyltransferase, regulates human mRNA and non-coding RNA expression in an m6A-dependent manner. This review elucidates the biological function and role of METTL3 in PCa and discusses the implications of METTL3 as a potential therapeutic target for future research directions and clinical applications.
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Affiliation(s)
- Xuming Zhou
- First Clinical College, Gannan Medical University, Ganzhou, 341000, China
- Department of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China
| | - Keqiang Chai
- Department of Urology, Third Affiliated Hospital of Gansu University of Chinese Medicine, Baiyin, 730900, China
| | - Hezhen Zhu
- First Clinical College, Gannan Medical University, Ganzhou, 341000, China
- Department of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China
| | - Cong Luo
- First Clinical College, Gannan Medical University, Ganzhou, 341000, China
- Department of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China
| | - Xiaofeng Zou
- Department of Urology, Third Affiliated Hospital of Gansu University of Chinese Medicine, Baiyin, 730900, China
- Institute of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China
- Jiangxi Engineering Technology Research Center of Calculi Prevention, Ganzhou, 341000, China
| | - Junrong Zou
- Department of Urology, Third Affiliated Hospital of Gansu University of Chinese Medicine, Baiyin, 730900, China
- Institute of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China
- Jiangxi Engineering Technology Research Center of Calculi Prevention, Ganzhou, 341000, China
| | - Guoxi Zhang
- Department of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China.
- Institute of Urology, First Affiliated Hospital of Gannan Medical University, Ganzhou, 341000, China.
- Jiangxi Engineering Technology Research Center of Calculi Prevention, Ganzhou, 341000, China.
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Zhuo Y, Zhang W, Du J, Jiang H, Chen G, Feng X, Gu H. Identification of m6A-associated genes as prognostic and immune-associated biomarkers in Wilms tumor. Discov Oncol 2023; 14:201. [PMID: 37938417 PMCID: PMC10632345 DOI: 10.1007/s12672-023-00817-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Accepted: 10/31/2023] [Indexed: 11/09/2023] Open
Abstract
OBJECTIVES Wilms tumor (WT) is a common renal malignant tumor in children. We aimed to investigate the potential prognostic value of m6A-related genes and their relationship to the immune microenvironment in WT. METHODS RNA-seq data and clinical information from 121 WT and 6 normal samples were obtained from the University of California Santa Cruz Xena database. We used various bioinformatics analysis tools to analyze these data and verify the expression level of m6A-related genes by experiments. RESULTS Four m6A-related genes were successfully screened, including ADGRG2, CPD, CTHRC1, and LRTM2. Kaplan-Meier survival curves showed that the four genes were closely related to the prognosis of WT, which was also confirmed by receiver operator characteristic curves. Subsequently, in the immune microenvironment of WT, we discovered that Th1_cells were positively correlated with ADGRG2, CCR was negatively correlated with CPD, CCR was positively correlated with CTHRC1, APC_co_stimulation, CCR, Macrophages, inflammation-promoting cells, Treg, and Type_II_IFN_Reponse were negatively correlated with LRTM2. Finally, qRT-PCR showed that expression levels of the four genes were upregulated in the nephroblastoma cell lines (G-401, SK-NEP-1, and WT-CLS1) compared with the human embryonic kidney cell lines (293T). CONCLUSIONS Taken together, our study first time screened the m6A-related genes and revealed that ADGRG2, CPD, CTHRC1, and LRTM2 are the prognostic and immune-associated biomarkers in WT.
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Affiliation(s)
- Yingquan Zhuo
- Department of Pediatric Surgery, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, 550004, China
| | - Wengqi Zhang
- Department of Anesthesiology, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China
| | - Jun Du
- Department of Pediatric Surgery, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China
| | - Hua Jiang
- Department of Pediatric Surgery, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China
| | - Guangtang Chen
- School of Clinical Medicine, Guizhou Medical University, Guiyang, 550004, China
| | - Xiaoyun Feng
- School of Basic Medicine, Guizhou Medical University, Guiyang, 550004, China
| | - Huajian Gu
- Department of Pediatric Surgery, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China.
- School of Clinical Medicine, Guizhou Medical University, Guiyang, 550004, China.
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Hao Z, Yin X, Ding R, Chen L, Hao C, Duan H. A novel oncolytic virus-based biomarker participates in prognosis and tumor immune infiltration of glioma. Front Microbiol 2023; 14:1249289. [PMID: 37808305 PMCID: PMC10556503 DOI: 10.3389/fmicb.2023.1249289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 09/07/2023] [Indexed: 10/10/2023] Open
Abstract
Background Glioma is the most common central nervous malignancy. Due to its poor survival outcomes, it is essential to identify novel individualized therapy. Oncolytic virus (OV) treatment is a key therapy regulating tumor microenvironment in malignant glioma. Herein, we aim to identify the key genes after OV infection and its role in glioma. Methods Performing an RNA-seq analysis, the differentially expressed genes (DEGs) between EV-A71-infection and mock group were screened with GFold values. DAVID online analysis was performed to identify the functional classification. Overall survival (OS) or disease-free survival (DFS) was evaluated to analyze the relation between PTBP1 expression levels and prognosis of glioma patients. Additionally, the ssGSEA and TIMER algorithms were applied for evaluating immune cell infiltration in glioma. Results Following EV-A71 infection in glioma cells, PTBP1, one of the downregulated DEGs, was found to be associated with multiple categories of GO and KEGG enrichment analysis. We observed elevated expression levels of PTBP1 across various tumor grades of glioma in comparison to normal brain samples. High PTBP1 expression had a notable impact on the OS of patients with low-grade glioma (LGG). Furthermore, we observed an obvious association between PTBP1 levels and immune cell infiltration in LGG. Notably, PTBP1 was regarded as an essential prognostic biomarker in immune cells of LGG. Conclusion Our research uncovered a critical role of PTBP1 in outcomes and immune cell infiltration of glioma patients, particularly in those with LGG.
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Affiliation(s)
- Zheng Hao
- Department of Neurosurgery, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Xiaofeng Yin
- Department of Neurosurgery, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Rui Ding
- Department of Neurosurgery, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Laizhao Chen
- Department of Neurosurgery, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Chunyan Hao
- Department of Geriatrics, First Hospital of Shanxi Medical University, Taiyuan, China
| | - Hubin Duan
- Department of Neurosurgery, First Hospital of Shanxi Medical University, Taiyuan, China
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Saito T, Muragaki Y, Komori A, Nitta M, Tsuzuki S, Koriyama S, Ro B, Kawamata T. Increase in serum vimentin levels in patients with glioma and its correlation with prognosis of patients with glioblastoma. Neurosurg Rev 2023; 46:202. [PMID: 37584729 DOI: 10.1007/s10143-023-02112-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 07/23/2023] [Accepted: 08/07/2023] [Indexed: 08/17/2023]
Abstract
Early diagnosis of glioma is of great value to improve prognosis. We focused on serum vimentin levels as a useful biomarker for preoperative diagnosis. The aim of this study was to determine whether serum vimentin levels in patients with glioma are significantly higher than those of healthy adult volunteer and whether the serum vimentin level is associated with overall survival (OS) in patients with glioblastoma (GBM). This study included 52 consecutive patients with newly diagnosed glioma and a control group of 13 healthy adult volunteers. We measured serum vimentin levels in blood samples obtained from patients with glioma preoperatively and a control group. Furthermore, we investigated the correlation between serum vimentin levels and OS in patients with GBM. The serum vimentin levels of patients with glioma were significantly higher than those of the control group. The serum vimentin level of 2.9 ng/ml was the optimal value for differentiating patients with glioma from the control group with a sensitivity of 92.3% and specificity of 88.5%. The serum vimentin levels correlated significantly with immunoreactivity for survivin. In 27 patients with GBM, serum vimentin levels (cutoff value, median value 53.3 ng/ml) correlated with OS in univariate and multivariate analyses. Our study revealed that serum vimentin levels of patients with glioma are significantly higher than those of the control group. Therefore, we believe that serum vimentin level might be a useful and practical biomarker for preoperative diagnosis of glioma. Furthermore, high serum vimentin levels correlated significantly with shorter OS in patients with GBM.
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Affiliation(s)
- Taiichi Saito
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan.
| | - Yoshihiro Muragaki
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
- Center for Advanced Medical Engineering Research and Development (CAMED), Kobe University, Kobe City, Japan
| | - Asuka Komori
- Department of Central Clinical Laboratory, Tokyo Women's Medical University, Tokyo, Japan
| | - Masayuki Nitta
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
| | - Shunsuke Tsuzuki
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
| | - Shunichi Koriyama
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
| | - Bunto Ro
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
| | - Takakazu Kawamata
- Department of Neurosurgery, Tokyo Women's Medical University, 8-1 Kawada-Cho, Shinjuku-Ku, Tokyo, 162-8666, Japan
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Deacon S, Walker L, Radhi M, Smith S. The Regulation of m6A Modification in Glioblastoma: Functional Mechanisms and Therapeutic Approaches. Cancers (Basel) 2023; 15:3307. [PMID: 37444417 DOI: 10.3390/cancers15133307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 06/18/2023] [Accepted: 06/20/2023] [Indexed: 07/15/2023] Open
Abstract
Glioblastoma is the most prevalent primary brain tumour and invariably confers a poor prognosis. The immense intra-tumoral heterogeneity of glioblastoma and its ability to rapidly develop treatment resistance are key barriers to successful therapy. As such, there is an urgent need for the greater understanding of the tumour biology in order to guide the development of novel therapeutics in this field. N6-methyladenosine (m6A) is the most abundant of the RNA modifications in eukaryotes. Studies have demonstrated that the regulation of this RNA modification is altered in glioblastoma and may serve to regulate diverse mechanisms including glioma stem-cell self-renewal, tumorigenesis, invasion and treatment evasion. However, the precise mechanisms by which m6A modifications exert their functional effects are poorly understood. This review summarises the evidence for the disordered regulation of m6A in glioblastoma and discusses the downstream functional effects of m6A modification on RNA fate. The wide-ranging biological consequences of m6A modification raises the hope that novel cancer therapies can be targeted against this mechanism.
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Affiliation(s)
- Simon Deacon
- Children's Brain Tumour Research Centre, University of Nottingham, Nottingham NG7 2RD, UK
- Nottingham University Hospitals NHS Trust, Nottingham NG7 2UH, UK
| | - Lauryn Walker
- Children's Brain Tumour Research Centre, University of Nottingham, Nottingham NG7 2RD, UK
| | - Masar Radhi
- Children's Brain Tumour Research Centre, University of Nottingham, Nottingham NG7 2RD, UK
| | - Stuart Smith
- Children's Brain Tumour Research Centre, University of Nottingham, Nottingham NG7 2RD, UK
- Nottingham University Hospitals NHS Trust, Nottingham NG7 2UH, UK
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Pan J, Huang T, Deng Z, Zou C. Roles and therapeutic implications of m6A modification in cancer immunotherapy. Front Immunol 2023; 14:1132601. [PMID: 36960074 PMCID: PMC10028070 DOI: 10.3389/fimmu.2023.1132601] [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: 12/27/2022] [Accepted: 02/23/2023] [Indexed: 03/09/2023] Open
Abstract
Recent studies have demonstrated that N6-methyladenosine (m6A), the most abundant, dynamic, and reversible epigenetic RNA modification in eukaryotes, is regulated by a series of enzymes, including methyltransferases (writers), demethylases (erasers), and m6A recognition proteins (readers). Aberrant regulation of m6A modification is pivotal for tumorigenesis, progression, invasion, metastasis, and apoptosis of malignant tumors. Immune checkpoint inhibitors (ICIs) has revolutionized cancer treatment, as recognized by the 2018 Nobel Prize in Medicine and Physiology. However, not all cancer patients response to ICI therapy, which is thought to be the result of intricate immune escape mechanisms. Recently, numerous studies have suggested a novel role for m6A epigenetic modification in the regulation of tumor immune evasion. Herein, we review the relevant mechanisms of m6A regulators in regulating various key signaling pathways in cancer biology and how m6A epigenetic modifications regulate the expression of immune checkpoints, opening a new window to understand the roles and mechanisms of m6A epigenetic modifications in regulating tumor immune evasion. In addition, we highlight the prospects and development directions of future combined immunotherapy strategies based on m6A modification targeting, providing directions for promoting the treatment outcomes of immune checkpoint inhibitors.
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Affiliation(s)
- Juan Pan
- National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Talent Highland of Bio-targeting Theranostics, Guangxi Medical University, Nanning, Guangxi, China
- Department of Clinical Medical Research Center, The 2nd Clinical Medical College (Shenzhen People’s Hospital) of Jinan University, The First Affiliated Hospital of Southern University of Science and Technology, Shenzhen, China
| | - Tuxiong Huang
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Department of Pharmacology and International Cancer Center, Shenzhen University Health Science Center, Shenzhen, China
| | - Zhenjun Deng
- Department of Dermatology, The Second Clinical Medical College, Jinan University (Shenzhen People’s Hospital), Shenzhen, China
- The First Affiliated Hospital, Jinan University, Guangzhou, China
| | - Chang Zou
- National Center for International Research of Bio-targeting Theranostics, Guangxi Key Laboratory of Bio-targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Talent Highland of Bio-targeting Theranostics, Guangxi Medical University, Nanning, Guangxi, China
- Department of Clinical Medical Research Center, The 2nd Clinical Medical College (Shenzhen People’s Hospital) of Jinan University, The First Affiliated Hospital of Southern University of Science and Technology, Shenzhen, China
- Shenzhen Public Service Platform On Tumor Precision Medicine and Molecular Diagnosis, The Second Clinical Medical College of Jinan University, Shenzhen People’s Hospital, Shenzhen, China
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Kuang Y, Jiang B, Zhu H, Zhou Y, Huang H, Li C, Zhang W, Li X, Cao Y. Classification related to immunogenic cell death predicts prognosis, immune microenvironment characteristics, and response to immunotherapy in lower-grade gliomas. Front Immunol 2023; 14:1102094. [PMID: 37153540 PMCID: PMC10154552 DOI: 10.3389/fimmu.2023.1102094] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 04/04/2023] [Indexed: 05/09/2023] Open
Abstract
Background Immunogenic cell death (ICD) is a form of cell death that elicits immune responses against the antigens found in dead or dying tumor cells. Growing evidence implies that ICD plays a significant role in triggering antitumor immunity. The prognosis for glioma remains poor despite many biomarkers being reported, and identifying ICD-related biomarkers is imminent for better-personalized management in patients with lower-grade glioma (LGG). Materials and methods We identified ICD-related differentially expressed genes (DEGs) by comparing gene expression profiles obtained across Genotype-Tissue Expression (GTEx) and The Cancer Genome Atlas (TCGA) cohorts. On the foundation of ICD-related DEGs, two ICD-related clusters were identified through consensus clustering. Then, survival analysis, functional enrichment analysis, somatic mutation analysis, and immune characteristics analysis were performed in the two ICD-related subtypes. Additionally, we developed and validated a risk assessment signature for LGG patients. Finally, we selected one gene (EIF2AK3) from the above risk model for experimental validation. Results 32 ICD-related DEGs were screened, dividing the LGG samples from the TCGA database into two distinct subtypes. The ICD-high subgroup showed worse overall survival (OS), greater immune infiltration, more active immune response process, and higher expression levels of HLA genes than the ICD-low subgroup. Additionally, nine ICD-related DEGs were identified to build the prognostic signature, which was highly correlated with the tumor-immune microenvironment and could unambiguously be taken as an independent prognostic factor and further verified in an external dataset. The experimental results indicated that EIF2AK3 expression was higher in tumors than paracancerous tissues, and high-expression EIF2AK3 was enriched in WHO III and IV gliomas by qPCR and IHC, and Knockdown of EIF2AK3 suppressed cell viability and mobility in glioma cells. Conclusion We established novel ICD-related subtypes and risk signature for LGG, which may be beneficial to improving clinical outcome prediction and guiding individualized immunotherapy.
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Affiliation(s)
- Yirui Kuang
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Bincan Jiang
- Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Hecheng Zhu
- Department of Oncology Radiology, Changsha Kexin Cancer Hospital, Changsha, Hunan, China
| | - Yi Zhou
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Haoxuan Huang
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Can Li
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Wenlong Zhang
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xuewen Li
- Department of Oncology Radiology, Changsha Kexin Cancer Hospital, Changsha, Hunan, China
| | - Yudong Cao
- Department of Neurosurgery, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- *Correspondence: Yudong Cao,
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Guo Y, Heng Y, Chen H, Huang Q, Wu C, Tao L, Zhou L. Prognostic Values of METTL3 and Its Roles in Tumor Immune Microenvironment in Pan-Cancer. J Clin Med 2022; 12:jcm12010155. [PMID: 36614956 PMCID: PMC9821157 DOI: 10.3390/jcm12010155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 12/09/2022] [Accepted: 12/23/2022] [Indexed: 12/28/2022] Open
Abstract
Background: N6-methyladenosine (m6A) is among the most prevalent RNA modifications regulating RNA metabolism. The roles of methyltransferase-like 3 (METTL3), a core catalytic subunit, in various cancers remain unclear. Methods: The expression levels of METTL3 in pan-cancer were profiled and their prognostic values were examined. We assessed the relationships between METTL3 expression levels and tumor immune infiltration levels, immune checkpoint gene expression, immune neoantigens, tumor mutation burden, microsatellite instability, and DNA mismatch repair gene expression. Furthermore, a protein-protein interaction network was drawn, and gene set enrichment analysis was conducted to explore the functions of METTL3. Results: METTL3 expression levels were elevated in most cancers, with high expression associated with poorer overall and disease-free survival. METTL3 levels were significantly related to immune cell infiltration, tumor mutation burden, microsatellite instability, mismatch repair genes, and immune checkpoint gene levels. METTL3 was enriched in pathways related to RNA modification and metabolism and correlated with epithelial-mesenchymal transition. Conclusions: METTL3 serves as an oncogene in most cancer types and shows potential as a prognostic biomarker. Additionally, our comprehensive pan-cancer analysis suggested that METTL3 is involved in regulating the tumor immune microenvironments and epithelial-mesenchymal transition via modulating RNA modification and metabolism, making it a potential therapeutic target.
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Affiliation(s)
| | | | | | | | | | - Lei Tao
- Correspondence: (L.T.); (L.Z.)
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Jia J, Han Z, Wang X, Zheng X, Wang S, Cui Y. H2B gene family: A prognostic biomarker and correlates with immune infiltration in glioma. Front Oncol 2022; 12:966817. [PMID: 36387186 PMCID: PMC9641242 DOI: 10.3389/fonc.2022.966817] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Accepted: 09/28/2022] [Indexed: 11/02/2023] Open
Abstract
The current prognosis of glioma is unfavorable and effective treatments remain limited. However, bioinformatics has created new opportunities for improving glioma treatment. Research indicates that H2B is involved in the pathological process of cancer. Thus, this study conducted bioinformatic analyses of the H2B gene family to evaluate whether these genes can play a role in predicting prognosis and are associated with immune infiltration. High expression of H2B genes was observed in cholangiocarcinoma, esophageal carcinoma, glioblastoma multiforme (GBM), head and neck squamous cell carcinoma, and other cancers. In addition, a rise in H2B gene expression was correlated with an increase in glioma grade. In the Cancer Genome Atlas (TCGA), the Chinese Glioma Genome Atlas (CGGA) database and multiple datasets from the Gene Expression Omnibus (GEO), high expression of H2B gene family members predicted poor prognosis of a variety of tumors including glioma. In particular, high H2BC5, H2BC9, H2BC11, and H2BC21 expression was associated with poor glioma prognosis. H2BC9, H2BC11, and H2BC12 expression were also positively correlated with both immune and stromal scores. Enrichment analysis indicated that H2B family genes may be involved in the pathological process of glioma using various pathways including the cell cycle and immune response. H2B-specific siRNAs were used to verify the role of H2BC5, H2BC9, H2BC11, and H2BC21 expression on cell cycle distribution. In summary, H2BC5, H2BC9, H2BC11, and H2BC21 were independent prognostic indicators of glioma, and H2BC9 and H2BC11 may correlate with tumor immunity.
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Affiliation(s)
- Jingnan Jia
- The Second Clinical Medical School, Henan University of Chinese Medicine, Zhengzhou, China
| | - Zhaocheng Han
- Department of Chinese Medicine, JiRen Hospital of Chinese Medicine, Zhengzhou, China
| | - Xueke Wang
- The Second Clinical Medical School, Henan University of Chinese Medicine, Zhengzhou, China
| | | | - Shurui Wang
- Department of Encephalopathy, Henan Province Hospital of Traditional Chinese Medicine, Zhengzhou, China
| | - Yinglin Cui
- The Second Clinical Medical School, Henan University of Chinese Medicine, Zhengzhou, China
- Department of Encephalopathy, Henan Province Hospital of Traditional Chinese Medicine, Zhengzhou, China
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12
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Huang C, Qiu O, Mao C, Hu Z, Qu S. An integrated analysis of C5AR2 related to malignant properties and immune infiltration of gliomas. CANCER INNOVATION 2022; 1:240-251. [PMID: 38089762 PMCID: PMC10686109 DOI: 10.1002/cai2.29] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 08/01/2022] [Accepted: 08/09/2022] [Indexed: 10/15/2024]
Abstract
Background C5AR2 is recognized as a proinflammatory molecule and activates the inflammatory response in multiple disorders. However, little has been reported on C5AR2 in glioma. This study sought to explore its expression, biological function, and association with clinical pathological indicators, prognosis, and immune infiltration levels in glioma through glioma cohorts. Methods A cohort of 657 patients was screened from the Chinese Glioma Genome Atlas (CGGA). χ 2 test was performed to calculate the difference of classified variables. Cox proportional hazard regression modeling was used to identify independent prognostic indicators of glioma patients. A survival plot was generated by the Kaplan-Meier method. The immune cell infiltration score of glioma patients was calculated by TIMER algorithm. Results We observed that high expression of C5AR2 was strongly associated with malignant clinical indicators in 657 patients with glioma, and patients with high C5AR2 expression had worse prognoses. Multivariate Cox analysis showed that C5AR2 could be a new independent prognostic indicator for glioma patients. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis revealed that C5AR2 overexpression correlated with multiple inflammatory and immune biological processes. Additionally, high C5AR2 expression was strongly associated with higher abundance and marker gene expression of multiple tumor immune cells in low-grade glioma. Finally, a model was constructed to improve the prognostic evaluation of glioma patients. Conclusions The C5AR2 gene is highly expressed in gliomas and is significantly associated with clinical indicators of malignant progression in glioma patients. In glioma, patients with high C5AR2 expression displayed a worse outcome. In glioma tissues, the expression level of C5AR2 highly correlated with the abundance of tumor immune cell infiltration. Additionally, GO and KEGG enrichment analysis revealed that C5AR2 expression may be involved in a variety of immune and inflammatory biological processes.
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Affiliation(s)
- Chengying Huang
- Department of Obstetrics and Gynecology, Nanfang HospitalSouthern Medical UniversityGuangzhouChina
- Department of Obstetrics and Gynecology, Baiyun Branch, Nanfang HospitalSouthern Medical UniversityGuangzhouChina
| | - Ouwen Qiu
- Department of Neurosurgery, Brain Injury Center, Ren Ji HospitalShanghai Jiao Tong University School of MedicineShanghaiChina
| | - Chaofu Mao
- Department of Neurosurgery, Nanfang HospitalSouthern Medical UniversityGuangzhouGuangdongChina
| | - Zhicheng Hu
- Department of Burn Surgery, First Affiliated HospitalSun Yat‐sen UniversityGuangzhouChina
| | - Shanqiang Qu
- Department of Neurosurgery, Nanfang HospitalSouthern Medical UniversityGuangzhouGuangdongChina
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13
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Xu W, Geng R, Zhao Y, Ma X, Bai Y, Jiang Y, Zhao L, Li Y. Microfibrillar-associated protein 2 is a prognostic marker that correlates with the immune microenvironment in glioma. Front Genet 2022; 13:989521. [PMID: 36204318 PMCID: PMC9531167 DOI: 10.3389/fgene.2022.989521] [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: 07/08/2022] [Accepted: 09/05/2022] [Indexed: 11/29/2022] Open
Abstract
Aims: microfibrillar-associated protein 2 (MFAP2), a component of the extracellular matrix, plays key roles in regulating growth factor signal transduction and various malignant tumors. However, the clinicopathological features of microfibrillar-associated protein 2 in gliomas have not been elucidated to date. Methods: TCGA and CGGA databases were used to study the expression of microfibrillar-associated protein 2 in glioma and its relationship with clinicopathological features of patients with glioma. Western blotting was performed to detect the expression of microfibrillar-associated protein 2 protein in tissue samples from glioma patients. Gene set enrichment analysis (GSEA) was applied to detect biological processes and signal pathways related to microfibrillar-associated protein 2. Single-sample gene set enrichment analysis, TIMER 2.0, and TISIDB databases were used to evaluate the role of microfibrillar-associated protein 2 in tumor immune characteristics. The prognostic role of microfibrillar-associated protein 2 in glioma was analyzed using the Kaplan-Meier method and Cox regression. Survival data were used to establish a nomogram prediction model. Results: microfibrillar-associated protein 2 expression was significantly elevated in gliomas. receiver operating characteristic analysis revealed good discrimination of microfibrillar-associated protein 2 between glioma and normal tissues. High expression of microfibrillar-associated protein 2 was associated with malignant phenotypes, such as histological type. Based on gene set enrichment analysis, we identified pathways associated with high microfibrillar-associated protein 2 expression. High microfibrillar-associated protein 2 expression was related to the infiltration of tumor immune cells, including Th2 cells and macrophages, and correlated with key markers of T-cell exhaustion. Based on the TISIDB database, microfibrillar-associated protein 2 was observed to be associated with chemokines, chemokine receptors, and multiple immunoinhibitors in glioma. Kaplan–Meier survival analyses revealed that high microfibrillar-associated protein 2 expression predicted poor overall survival, DSS, and PFS in patients with glioma. By combining microfibrillar-associated protein 2 and other prognostic factors, a nomogram prognostic prediction model was constructed, which demonstrated an ideal prediction effect. Conclusion: microfibrillar-associated protein 2 is a potential prognostic marker that plays a key role in glioma development given its association with malignant phenotypes, cancer-related pathways and tumor immunity.
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Affiliation(s)
- Wanzhen Xu
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Ren Geng
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Yao Zhao
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Xiaoshan Ma
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Yang Bai
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Yining Jiang
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Liyan Zhao
- Department of Clinical Laboratory, Second Hospital of Jilin University, Changchun, China
- *Correspondence: Liyan Zhao, ; Yunqian Li,
| | - Yunqian Li
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
- *Correspondence: Liyan Zhao, ; Yunqian Li,
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14
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Li X, Xiong K, Bi D, Zhao C. A Novel CRISPR/Cas9 Screening Potential Index for Prognostic and Immunological Prediction in Low-Grade Glioma. Front Genet 2022; 13:839884. [PMID: 35586564 PMCID: PMC9109250 DOI: 10.3389/fgene.2022.839884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Accepted: 03/18/2022] [Indexed: 12/05/2022] Open
Abstract
Glioma is a malignancy with the highest mortality in central nervous system disorders. Here, we implemented the computational tools based on CRISPR/Cas9 to predict the clinical outcomes and biological characteristics of low-grade glioma (LGG). The transcriptional expression profiles and clinical phenotypes of LGG patients were retrieved from The Cancer Genome Atlas and Chinese Glioma Genome Atlas. The CERES algorithm was used to screen for LGG-lethal genes. Cox regression and random survival forest were adopted for survival-related gene selection. Nonnegative matrix factorization distinguished patients into different clusters. Single-sample gene set enrichment analysis was employed to create a novel CRISPR/Cas9 screening potential index (CCSPI), and patients were stratified into low- and high-CCSPI groups. Survival analysis, area under the curve values (AUCs), nomogram, and tumor microenvironment exploration were included for the model validation. A total of 20 essential genes in LGG were used to classify patients into two clusters and construct the CCSPI system. High-CCSPI patients were associated with a worse prognosis of both training and validation set (p < 0.0001) and higher immune fractions than low-CCSPI individuals. The CCSPI system had a promising performance with 1-, 3-, and 5-year AUCs of 0.816, 0.779, 0.724, respectively, and the C-index of the nomogram model reached 0.743 (95% CI = 0.725–0.760). Immune-infiltrating cells and immune checkpoints such as PD-1/PD-L1 and POLD3 were positively associated with CCSPI. In conclusion, the CCSPI had prognostic value in LGG, and the model will deepen our cognition of the interaction between the CNS and immune system in different LGG subtypes.
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Affiliation(s)
- Xiangpan Li
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Kewei Xiong
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, China.,School of Mathematics and Statistics, Central China Normal University, Wuhan, China
| | - Dong Bi
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Chen Zhao
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, China
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15
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Ren SH, Qin YF, Qin H, Wang HD, Li GM, Zhu YL, Sun CL, Shao B, Zhang JY, Hao JP, Wang H. N6-Methyladenine-Related Signature for Immune Microenvironment and Response to Immunotherapy in Hepatocellular Carcinoma. Int J Gen Med 2022; 15:3525-3540. [PMID: 35386863 PMCID: PMC8978579 DOI: 10.2147/ijgm.s351815] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 02/21/2022] [Indexed: 12/31/2022] Open
Abstract
Background The prognostic value of m6A-related genes in hepatocellular carcinoma (HCC) and its correlation with the immune microenvironment still requires further investigation. Methods Consensus clustering by m6A related genes was used to classify 374 patients with HCC from The Cancer Genome Atlas (TCGA) database. Then we performed the least absolute shrinkage and selection operator (LASSO) to construct the m6A related genes model. The International Cancer Genome Consortium (ICGC) and Gene Expression Omnibus (GEO) datasets were used to verify and evaluate the model. ESTIMATE, CIBERSORTx, the expression levels of immune checkpoint genes, and TIDE were used to investigate the tumor microenvironment (TME) and the response to immunotherapy. Gene set enrichment analyses (GSEA), tumor-associated macrophages (TAMs), and gene-drug sensitivity were also analyzed. Results By expression value and regression coefficient of five m6A related genes, we constructed the risk score of each patient. The patients with a higher risk score had a considerably poorer prognosis in the primary and validated cohort. For further discussing TME and the response to immunotherapy, we divided the entire set into two groups based on the risk score. Our findings implied that the tumor-infiltrating lymphocytes (TILs) were proportional to the risk scores, which seemed to contradict that patients with higher scores had a poor prognosis. Further, we found that the high-risk group had higher expression of PD-L1, CTLA-4, and PDCD1, indicating immune dysfunction, which may be a fundamental reason for poor prognosis. This was further reinforced by the fact that the low-risk group responded better than the high-risk group to monotherapy and combination therapy. Conclusion The m6A related risk score is a new independent prognostic factor that correlates with immunotherapy response. It can provide a new therapeutic strategy for improving individual immunotherapy in HCC.
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Affiliation(s)
- Shao-Hua Ren
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Ya-Fei Qin
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Hong Qin
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Hong-da Wang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Guang-Ming Li
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Yang-Lin Zhu
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Cheng-Lu Sun
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Bo Shao
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Jing-Yi Zhang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
| | - Jing-Peng Hao
- Department of Anorectal Surgery, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Hao Wang
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin, People's Republic of China.,Tianjin General Surgery Institute, Tianjin Medical University General Hospital, Tianjin, People's Republic of China
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16
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Chen Y, Miao L, Lin H, Zhuo Z, He J. The role of m6A modification in pediatric cancer. Biochim Biophys Acta Rev Cancer 2022; 1877:188691. [PMID: 35122883 DOI: 10.1016/j.bbcan.2022.188691] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Revised: 01/25/2022] [Accepted: 01/28/2022] [Indexed: 02/07/2023]
Abstract
With the development of RNA modification research, the importance of N6-methyladenosine (m6A) in tumors cannot be ignored. m6A promotes the self-renewal of tumor stem cells and the proliferation of tumor cells. It affects post-transcriptional gene expression through epigenetic mechanisms, combining various factors to determine proteins' fate and altering the biological function. This modification process runs through the entire tumors, and genes affected by m6A modification may be the critical targets for cancers breakthroughs. Though generally less dangerous than adult cancer, pediatric cancer accounts for a significant proportion of child deaths. What is more alarming is that the occurrences of adult tumors are highly associated with the poor prognoses of pediatric tumors. Therefore, it is necessary to pay attention to the importance of pediatric cancer and discover new therapeutic targets, which will help improve the therapeutic effect and prognoses of the diseases. We collected and investigated m6A modification in pediatric cancers based on mRNA and non-coding RNA, finding that m6A factors were involved in glioma, hepatoblastoma, nephroblastoma, neuroblastoma, osteosarcoma, medulloblastoma, retinoblastoma, and acute lymphoblastic leukemia. Consequently, we summarized the relationships between the m6A factors and these pediatric cancers.
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Affiliation(s)
- Yongping Chen
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China
| | - Lei Miao
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China
| | - Huiran Lin
- Faculty of Medicine, Macau University of Science and Technology, Macau 999078, China
| | - Zhenjian Zhuo
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China; Laboratory Animal Center, School of Chemical Biology and Biotechnology, Peking University Shenzhen Graduate School, Shenzhen 518055, China.
| | - Jing He
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China.
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17
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Tanzhu G, Li N, Li Z, Zhou R, Shen L. Molecular Subtypes and Prognostic Signature of Pyroptosis-Related lncRNAs in Glioma Patients. Front Oncol 2022; 12:779168. [PMID: 35237509 PMCID: PMC8884250 DOI: 10.3389/fonc.2022.779168] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Accepted: 01/21/2022] [Indexed: 01/09/2023] Open
Abstract
The relationship between pyroptosis-related long non-coding RNAs (pyroptosis-related lncRNAs) and glioma prognosis have not been studied clearly. Basing on The Cancer Genome Atlas and The Chinese Glioma Genome Atlas datasets, we firstly identified 23 pyroptosis-related lncRNAs with Pearson coefficient |r| > 0.5 and p < 0.001. The survival probability was lower in cluster 1. 13 lncRNAs was included into signature and divided all the glioma patients into two groups, among which survival probability of the high-risk group was lower than that in low-risk group (P<0.001). The risk score was higher in the age>60, dead grade 3, cluster 1 and immune score high groups. Furthermore, subgroup analysis showed patients with different grades, IDH and 1p19ql state distinguished by the median of risk score had different survival probability. Risk score was one of independent factors for glioma prognosis, and 1-, 3-, 5-years survival were calculated in nomogram. Meanwhile, the same as the median risk score in TCGA cohort, the glioma patients from CGGA were categorized into two groups and validated the outcome mentioned above(P<0.01). GO and KEGG analysis revealed the immunity process of the targeted genes. Thus, the immune filtration we compared showed naive B cell, resting dendritic cells, activated NK cells, activated Mast cells, monocytes are higher in low-risk group. Moreover, level of the activated NK cells, M0-and M1 Macrophages was in positive relationship with the risk score. Besides, competing endogenous RNA (ceRNA) network display interaction among microRNA, lncRNAs and their targeted genes. Pyroptosis-related lncRNAs could be a dependent prognosis factor and maybe linked to the immune response in glioma. This prognosis signature had potential value in estimate the survival of the patients with glioma.
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Affiliation(s)
- Guilong Tanzhu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
| | - Na Li
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
| | - Zhanzhan Li
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- *Correspondence: Zhanzhan Li,
| | - Rongrong Zhou
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
| | - Liangfang Shen
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
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18
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Lin Q, Chen JW, Yin H, Li MA, Zhou CR, Hao TF, Pan T, Wu C, Li ZR, Zhu D, Wang HF, Huang MS. DNA N6-methyladenine involvement and regulation of hepatocellular carcinoma development. Genomics 2022; 114:110265. [PMID: 35032618 DOI: 10.1016/j.ygeno.2022.01.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 12/09/2021] [Accepted: 01/08/2022] [Indexed: 11/30/2022]
Abstract
DNA N6-methyladenine (6 mA) is a new type of DNA methylation identified in various eukaryotic cells. However, its alteration and genomic distribution features in hepatocellular carcinoma (HCC) remain elusive. In this study, we found that N6AMT1 overexpression increased HCC cell viability, suppressed apoptosis, and enhanced migration and invasion, whereas ALKBH1 overexpression induced the opposite effects. Further, 23,779 gain-of-6 mA regions and 11,240 loss-of-6 mA regions were differentially identified in HCC tissues. The differential gain and loss of 6 mA regions were considerably enriched in intergenic regions. Moreover, 7% of the differential 6 mA modifications were associated with tumors, with 60 associated with oncogenes and 57 with tumor suppressor genes (TSGs), and 17 were common to oncogenes and TSGs. The candidate genes affected by 6 mA were filtered by gene ontology (GO) and RNA-seq. Using quantitative polymerase chain reaction (qPCR), BCL2 and PARTICL were found to be correlated with DNA 6 mA in certain HCC processes.
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Affiliation(s)
- Qu Lin
- Department of Medical Oncology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China; Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China
| | - Jun-Wei Chen
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Hao Yin
- Department of Project, Forevergen Biosciences Co., Guangzhou 510300, China
| | - Ming-An Li
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Chu-Ren Zhou
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Tao-Fang Hao
- Department of Project, Forevergen Biosciences Co., Guangzhou 510300, China
| | - Tao Pan
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Chun Wu
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Zheng-Ran Li
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Duo Zhu
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Hao-Fan Wang
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China
| | - Ming-Sheng Huang
- Department of Guangdong Key Laboratory of Liver Disease Research, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Interventional Radiology, the Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou 510630, China.
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19
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Targeting N6-methyladenosine RNA modification combined with immune checkpoint Inhibitors: A new approach for cancer therapy. Comput Struct Biotechnol J 2022; 20:5150-5161. [PMID: 36187919 PMCID: PMC9508382 DOI: 10.1016/j.csbj.2022.09.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 09/07/2022] [Accepted: 09/08/2022] [Indexed: 11/20/2022] Open
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20
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Guo L, Yang H, Zhou C, Shi Y, Huang L, Zhang J. N6-Methyladenosine RNA Modification in the Tumor Immune Microenvironment: Novel Implications for Immunotherapy. Front Immunol 2021; 12:773570. [PMID: 34956201 PMCID: PMC8696183 DOI: 10.3389/fimmu.2021.773570] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 11/25/2021] [Indexed: 01/24/2023] Open
Abstract
N6-methyladenosine (m6A) methylation is one of the most common modifications of RNA in eukaryotic cells, and is mainly regulated by m6A methyltransferases (writers), m6A demethylases (erasers), and m6A binding proteins (readers). Recently, accumulating evidence has shown that m6A methylation plays crucial roles in the regulation of the tumor immune microenvironment, greatly impacting the initiation, progression, and metastasis processes of various cancers. In this review we first briefly summarizes the m6A-related concepts and detection methods, and then describes in detail the associations of m6A methylation modification with various tumor immune components especially immune cells (e.g., regulatory T cells, dendritic cells, macrophages, and myeloid-derived suppressor cells) in a variety of cancers. We discuss the relationship between m6A methylation and cancer occurrence and development with the involvement of tumor immunity highlighted, suggesting novel markers and potential targets for molecular pathological diagnosis and immunotherapy of various cancers.
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Affiliation(s)
- Liting Guo
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hui Yang
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Chenfei Zhou
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yan Shi
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lei Huang
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Zhang
- Department of Oncology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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21
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Qu S, Qiu O, Hu Z. The prognostic factors and nomogram for patients with high-grade gliomas. FUNDAMENTAL RESEARCH 2021. [DOI: 10.1016/j.fmre.2021.07.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
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Zhang Z, Huang Y, Wu P, Chen H, Deng Z, Deng G, Zheng Y, Li G, Yuan L, Li L. Association of LINC00673 rs11655237 polymorphism with pediatric glioma susceptibility in a Chinese population. Transl Pediatr 2021; 10:1890-1895. [PMID: 34430437 PMCID: PMC8349947 DOI: 10.21037/tp-21-291] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/14/2021] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Previous researches have suggested that LINC00673 rs11655237 C>T polymorphism might be correlated to cancer susceptibility. However, its correlation with pediatric glioma is unknown. Therefore, this study aimed to determine whether LINC00673 rs11655237 C>T polymorphism is correlated with pediatric glioma. METHODS In total, we included 399 subjects from South China. The Student's t-test was performed to evaluate age differences between glioma cases and controls. Differences in the categorical variables between the two groups were assessed using the χ2 test. A logistic regression was conducted to calculate the odds ratio (OR) and the 95% confidence interval (CI). RESULTS We conducted this case-control study to investigate the association between LINC00673 polymorphism and pediatric glioma susceptibility. Our results revealed that LINC00673 rs11655237 C>T polymorphism was not correlated to pediatric glioma susceptibility in a Chinese population (CC/CT compared with TT: adjusted OR =2.49, 95% CI: 0.87-7.15, P=0.091). Furthermore, a stratified analysis also indicated LINC00673 rs11655237 C>T polymorphism did not increase the risk of glioma in different subgroups. CONCLUSIONS Our study revealed that LINC00673 rs11655237 C>T polymorphism was not correlated to pediatric glioma susceptibility in a Chinese population. In the future, further exploration of this genetic factor in relation to glioma susceptibility will require a larger sample size to verify the current findings.
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Affiliation(s)
- Zhuorong Zhang
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Yihuan Huang
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Ping Wu
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Honghao Chen
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Zhijian Deng
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Gaoyan Deng
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Yongqin Zheng
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Guoyuan Li
- Department of Comprehensive and Emergency Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Li Yuan
- Department of Pathology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Le Li
- Department of Thoracic Surgery, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
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