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Chen Y, Zhong D. Mendelian randomization reveals immune cell composition as a key determinant of cervical cancer prognosis. Discov Oncol 2025; 16:635. [PMID: 40299140 PMCID: PMC12040804 DOI: 10.1007/s12672-025-02455-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2025] [Accepted: 04/21/2025] [Indexed: 04/30/2025] Open
Abstract
BACKGROUND Cervical cancer is still a major public health problem, and understanding the complex interplays in the tumor microenvironment is essential to implementing better clinical outcome measures. In this study, we used a Mendelian Randomization-based strategy to assess the causal roles of immune cell composition and disease prognosis in cervical cancer. METHODS The authors employed genetic natural experiments to measure the relationship between monocyte absolute counts, CD4-CD8-T cell ratios, and CD24 levels on memory B cells and indicators of cervical cancer prognosis. RESULTS Mendelian Randomization analysis showed that higher monocyte absolute counts were associated with a better prognosis, implying a protective role of these cells. In contrast, compared to individuals with good prognosis, high CD4-CD8-T cell ratios and low CD24 expression on memory B cells associated with bad prognosis suggest a risk-promoting role of these immune cell subsets. These observations were also further supported by additional analyses, such as scatter plots and linear regression models, which revealed further nuances in the intricate relationship between the immune microenvironment and the disease. CONCLUSION Our study utilizing the Mendelian Randomization approach provides novel insights into the causal relationships between the immune microenvironment of cervical cancer and its prognosis. The identified immune cell markers (monocyte counts, T cell ratios) have the potential to serve as prognostic biomarkers and to inform the design of targeted immunotherapeutic approaches in cervical cancer.
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Affiliation(s)
- Yangyang Chen
- Obstetrics and Gynecology Department, The People's Hospital of Pingyang, WenZhou, 325400, China
| | - Dongdong Zhong
- Obstetrics and Gynecology Department, The People's Hospital of Pingyang, WenZhou, 325400, China.
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Li P, Lin Y, Ma H, Zhang J, Zhang Q, Yan R, Fan Y. Epigenetic regulation in female reproduction: the impact of m6A on maternal-fetal health. Cell Death Discov 2025; 11:43. [PMID: 39904996 PMCID: PMC11794895 DOI: 10.1038/s41420-025-02324-z] [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: 09/02/2024] [Revised: 01/09/2025] [Accepted: 01/24/2025] [Indexed: 02/06/2025] Open
Abstract
With the development of public health, female diseases have become the focus of current concern. The unique reproductive anatomy of women leads to the development of gynecological diseases gradually become an important part of the socio-economic burden. Epigenetics plays an irreplaceable role in gynecologic diseases. As an important mRNA modification, m6A is involved in the maturation of ovum cells and maternal-fetal microenvironment. At present, researchers have found that m6A is involved in the regulation of gestational diabetes and other reproductive system diseases, but the specific mechanism is not clear. In this manuscript, we summarize the components of m6A, the biological function of m6A, the progression of m6A in the maternal-fetal microenvironment and a variety of gynecological diseases as well as the progression of targeted m6A treatment-related diseases, providing a new perspective for clinical treatment-related diseases.
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Affiliation(s)
- Peipei Li
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Yumeng Lin
- Health Management Center, Nanjing Tongren Hospital, School of Medicine, Southeast University, Nanjing, China
| | - Hongyun Ma
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Jiao Zhang
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Qiaorui Zhang
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Ruihua Yan
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Yang Fan
- Department of Obstetrics and Gynecology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China.
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Geeitha S, Prabha KPR, Cho J, Easwaramoorthy SV. Bidirectional recurrent neural network approach for predicting cervical cancer recurrence and survival. Sci Rep 2024; 14:31641. [PMID: 39738223 PMCID: PMC11685496 DOI: 10.1038/s41598-024-80472-5] [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: 09/22/2024] [Accepted: 11/19/2024] [Indexed: 01/01/2025] Open
Abstract
Cervical cancer is a deadly disease in women globally. There is a greater chance of getting rid of cervical cancer in case of earliest diagnosis. But for some patients, there is a chance of recurrence. The chances of treating the Recurrence of cervical carcinoma arelimited. The main objective of a research is to find the key features that will predict the cervical cancer recurrence and survival rates accurately by utilizing a neural network that is bidirectionally recurrent. The goal is to reduce risk factors of cervical cancer recurrence by identifying genes with positive coefficients and targeting them for preventive interventions. First step is identification of risk factors for cervical carcinoma recurrence by utilising clinical attributes. This research uses following Random forest, Logistic regression, Gradient boosting and support vector machine algorithms are applied for classification. Random forest offers the maximum precision of these four techniques at 91.2%. The second step is identifying long noncoding RNA (lnRNA) gene signatures among people with cervical carcinomaby implementingHSIC model. Intended to discover biomarkers in initial cervical carcinoma clinical data from people who experienced a distant repetition that could be connected to lnRNA gene signatures and utilized for forecasting survival rates using a bidirectional recurrent neural network(Bi-RNN). The results shows that Bi-RNN model effectively forecast the cervical cancer recurrence and survival.
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Affiliation(s)
- S Geeitha
- Department of Information Technology, M. Kumarasamy College of Engineering, Thalavapalayam, Karur, Tamil Nadu, India
| | - K P Rama Prabha
- School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, Tamil Nadu, India
| | - Jaehyuk Cho
- Department of Software Engineering & Division of Electronics and Information Engineering, Jeonbuk National University, Jeonju-si, 54896, Republic of Korea.
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Zhang X, Cao J, Li X, Zhang Y, Yan W, Ding B, Hu J, Liu H, Chen X, Nie Y, Liu F, Lin N, Wang S. Comprehensive Analysis of the SUMO-related Signature: Implication for Diagnosis, Prognosis, and Immune Therapeutic Approaches in Cervical Cancer. Biochem Genet 2024; 62:4654-4678. [PMID: 38349439 DOI: 10.1007/s10528-024-10728-2] [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: 08/30/2023] [Accepted: 01/30/2024] [Indexed: 11/29/2024]
Abstract
SUMOylation, an important post-translational protein modification, plays a critical role in cancer development and immune processes. This study aimed to construct diagnostic and prognostic models for cervical cancer (CC) using SUMOylation-related genes (SRGs) and explore their implications for novel clinical therapies. We analyzed the expression profiles of SRGs in CC patients and identified 15 SRGs associated with CC occurrence. After the subsequent qPCR verification of 20 cases of cancer and adjacent tissues, 13 of the 15 SRGs were differentially expressed in cancer tissues. Additionally, we identified molecular markers associated with the prognosis and recurrence of CC patients, based on SRGs. Next, a SUMOScore, based on SRG expression patterns, was generated to stratify patients into different subgroups. The SUMOScore showed significant associations with the tumor microenvironment, immune function features, immune checkpoint expression, and immune evasion score in CC patients, highlighting the strong connection between SUMOylation factors and immune processes. In terms of immune therapy, our analysis identified specific chemotherapy drugs with higher sensitivity in the subgroups characterized by high and low SUMOScore, indicating potential treatment options. Furthermore, we conducted drug sensitivity analysis to evaluate the response of different patient subgroups to conventional chemotherapy drugs. Our findings revealed enrichment of immune-related pathways in the low-risk subgroup identified by the prognostic model. In conclusion, this study presents diagnostic and prognostic models based on SRGs, accompanied by a comprehensive index derived from SRGs expression patterns. These findings offer valuable insights for CC diagnosis, prognosis, treatment, and immune-related analysis.
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Affiliation(s)
- Xing Zhang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Jian Cao
- Department of Gynecology, Nanjing Maternity and Child Health Care Hospital, Women's Hospital of Nanjing Medical University, Nanjing, 210004, China
| | - Xiuting Li
- School of Health Management and Basic Science, Jiangsu Health Vocational College, Nanjing, 210029, China
| | - Yan Zhang
- School of Medicine, Shihezi University, Xinjiang, 832003, China
| | - Wenjing Yan
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Bo Ding
- Department of Gynecology and Obstetrics, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China
| | - Jing Hu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Haohan Liu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Xue Chen
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Yamei Nie
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Fengying Liu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China
| | - Ning Lin
- Jiangsu Institute of Planned Parenthood Research, Nanjing, 210036, China.
| | - Shizhi Wang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China.
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Modi AD, Zahid H, Southerland AC, Modi DM. Epitranscriptomics and cervical cancer: the emerging role of m 6A, m 5C and m 1A RNA modifications. Expert Rev Mol Med 2024; 26:e20. [PMID: 39377535 PMCID: PMC11488341 DOI: 10.1017/erm.2024.20] [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: 07/01/2023] [Revised: 04/18/2024] [Accepted: 06/25/2024] [Indexed: 10/09/2024]
Abstract
Cervical cancer (CC), one of the most prevalent and detrimental gynaecologic cancers, evolves through genetic and epigenetic alterations resulting in the promotion of oncogenic activity and dysfunction of tumour-suppressing mechanisms. Despite medical advancement, the prognosis for advanced-stage patients remains extremely low due to high recurrence rates and resistance to existing treatments. Thereby, the search for potential prognostic biomarkers is heightened to unravel new modalities of CC pathogenesis and to develop novel anti-cancer therapies. Epitranscriptomic modifications, reversible epigenetic RNA modifications, regulate various biological processes by deciding RNA fate to mediating RNA interactions. This narrative review provides insight into the cellular and molecular roles of endogenous RNA-editing proteins and their associated epitranscriptomic modifications, especially N6-methyladenosine (m6A), 5-methylcytosine (m5C) and N1-methyladenosine (m1A), in governing the development, progression and metastasis of CC. We discussed the in-depth epitranscriptomic mechanisms underlying the regulation of over 50 RNAs responsible for tumorigenesis, proliferation, migration, invasion, survival, autophagy, stemness, epithelial-mesenchymal transition, metabolism (glucose, lipid, glutamate and glutamine), resistance (drug and radiation), angiogenesis and recurrence of CC. Additionally, we provided a concise overview of the therapeutic potential of targeting the altered expression of endogenous RNA-editing proteins and aberrant deposition of RNA modifications on both coding and non-coding RNAs in CC.
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Affiliation(s)
- Akshat D. Modi
- Department of Biological Sciences, University of Toronto, Scarborough, Canada
| | - Hira Zahid
- Department of Biology, University of Toronto, Mississauga, Canada
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Zhang X, Yan W, Chen X, Li X, Yu B, Zhang Y, Ding B, Hu J, Liu H, Nie Y, Liu F, Zheng Y, Lu Y, Wang J, Wang S. Long-term 4-nonylphenol exposure drives cervical cell malignancy through MAPK-mediated ferroptosis inhibition. JOURNAL OF HAZARDOUS MATERIALS 2024; 471:134371. [PMID: 38657513 DOI: 10.1016/j.jhazmat.2024.134371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 04/11/2024] [Accepted: 04/19/2024] [Indexed: 04/26/2024]
Abstract
4-NP (4-nonylphenol), a prevalent environmental endocrine disruptor with estrogenic properties, is commonly detected in drinking water and food sources. It poses a significant risk of endocrine disruption, thereby influencing the onset and progression of diverse diseases, including tumorigenesis. However, its specific impact on cervical cancer remains to be fully elucidated. Our study focused on the biological effects of sustained exposure to low-dose 4-NP on human normal cervical epithelial cells (HcerEpic). After a continuous 30-week exposure to 4-NP, the treated cells exhibited a significant malignant transformation, whereas the solvent control group showed limited malignant phenotypes. Subsequent analyses of the metabolomic profiles of the transformed cells unveiled marked irregularities in glutathione metabolism and unsaturated fatty acid metabolism. Analyses of transcriptomic profiles revealed significant activation of the MAPK signaling pathway and suppression of ferroptosis processes in these cells. Furthermore, the expression of MT2A was significantly upregulated following 4-NP exposure. Knockdown of MT2A restored the aberrant activation of the MAPK signaling pathway, elevated antioxidant capacity, ferroptosis inhibition, and ultimately the development of malignant phenotypes that induced by 4-NP in the transformed cells. Mechanistically, MT2A increased cellular antioxidant capabilities and facilitated the removal of toxic iron ions by enhancing the phosphorylation of ERK1/2 and JNK MAPK pathways. The administration of activators and inhibitors of the MAPK pathway confirmed that the MAPK pathway mediated the 4-NP-induced suppression of ferroptosis and, ultimately, the malignant transformation of cervical epithelial cells. Overall, our findings elucidated a dynamic molecular transformation induced by prolonged exposure to 4-NP, and delineated comprehensive biological perspectives underlying 4-NP-induced cervical carcinogenesis. This offers novel theoretical underpinnings for the assessment of the carcinogenic risks associated with 4-NP.
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Affiliation(s)
- Xing Zhang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Wenjing Yan
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Xue Chen
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Xiuting Li
- School of Health Management and Basic Science, Jiangsu Health Vocational College, Nanjing, China
| | - Bingjia Yu
- School of Health Management and Basic Science, Jiangsu Health Vocational College, Nanjing, China
| | - Yan Zhang
- School of Medicine, Shihezi University, Xinjiang, China
| | - Bo Ding
- Department of Gynecology and Obstetrics, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
| | - Jing Hu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Haohan Liu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Yamei Nie
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Fengying Liu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Yun Zheng
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Yiran Lu
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Jin Wang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Shizhi Wang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China.
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Hu J, Wang S, Li X. A comprehensive review of m 6A research in cervical cancer. Epigenomics 2024; 16:753-773. [PMID: 38639713 PMCID: PMC11318741 DOI: 10.2217/epi-2024-0002] [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: 01/03/2024] [Accepted: 03/27/2024] [Indexed: 04/20/2024] Open
Abstract
Cervical cancer (CC) remains one of the most common malignancies among women worldwide, posing a serious threat to women's health. N6-methyladenosine (m6A) modification, as the most abundant type of RNA methylation modification, and has been found to play a crucial role in various cancers. Current research suggests a close association between RNA m6A modification and the occurrence and progression of CC, encompassing disruptions in m6A levels and its regulatory machinery. This review summarizes the current status of m6A modification research in CC, explores the mechanisms underlying m6A levels and regulators (methyltransferases, demethylases, reader proteins) in CC and examines the application of small-molecule inhibitors of m6A regulators in disease treatment. The findings provide new insights into the future treatment of CC.
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Affiliation(s)
- Jing Hu
- Key Laboratory of Environmental Medicine & Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Shizhi Wang
- Key Laboratory of Environmental Medicine & Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, China
| | - Xiuting Li
- Department of Public Health, Jiangsu Health Vocational College, Nanjing, 210000, China
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Gao Y, Guo Q, Yu L. m6A modification of RNA in cervical cancer: role and clinical perspectives. RNA Biol 2024; 21:49-61. [PMID: 39344658 PMCID: PMC11445900 DOI: 10.1080/15476286.2024.2408707] [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] [Revised: 08/30/2024] [Accepted: 09/17/2024] [Indexed: 10/01/2024] Open
Abstract
N6-methyladenosine (m6A) is widely recognized as the predominant form of RNA modification in higher organisms, with the capability to finely regulate RNA metabolism, thereby influencing a series of crucial physiological and pathological processes. These processes include regulation of gene expression, cell proliferation, invasion and metastasis, cell cycle control, programmed cell death, interactions within the tumour microenvironment, energy metabolism, and immune regulation. With advancing research into the mechanisms of RNA methylation, the pivotal role of m6A modification in the pathophysiology of reproductive system tumours, particularly cervical cancer, has been progressively unveiled. This discovery has opened new research avenues and presented significant potential for the diagnosis, prognostic evaluation, and treatment of diseases. This review delves deeply into the biological functions of m6A modification and its mechanisms of action in the onset and progression of cervical cancer. Furthermore, it explores the prospects of m6A modification in the precision diagnosis and treatment of cervical cancer, aiming to provide new perspectives and a theoretical basis for innovative and advanced treatment strategies for cervical cancer.
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Affiliation(s)
- Yajuan Gao
- Department of Gynecology and Obstetrics, Hangzhou Women’s Hospital (Hangzhou Maternity and Child Health Care Hospital), Hangzhou, Zhejiang, China
| | - Qi Guo
- Department of Gynecology and Obstetrics, Hangzhou Women’s Hospital (Hangzhou Maternity and Child Health Care Hospital), Hangzhou, Zhejiang, China
| | - Liming Yu
- Department of Gynecology and Obstetrics, Hangzhou Women’s Hospital (Hangzhou Maternity and Child Health Care Hospital), Hangzhou, Zhejiang, China
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Qu X, Xu C, Yang W, Li Q, Tu S, Gao C. KLF5 inhibits the migration and invasion in cervical cancer cell lines by regulating SNAI1. Cancer Biomark 2024; 39:231-243. [PMID: 38217587 PMCID: PMC11191462 DOI: 10.3233/cbm-230175] [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: 05/19/2023] [Accepted: 11/21/2023] [Indexed: 01/15/2024]
Abstract
BACKGROUND Epithelial-mesenchymal transition (EMT) is an important biological process by which malignant tumor cells to acquire migration and invasion abilities. This study explored the role of KLF5 in the EMT process of in cervical cancer cell lines. OBJECTIVE Krüpple-like factor 5 (KLF5) is a basic transcriptional factor that plays a key role in cell-cycle arrest and inhibition of apoptosis. However, the molecular mechanism by which KLF5 mediates the biological functions of cervical cancer cell lines has not been elucidated. Here, we focus on the potential function of ELF5 in regulating the EMT process in in vitro model of cervical cancer cell lines. METHOD Western-blot and real-time quantitative PCR were used to detect the expression of EMT-related genes in HeLa cells. MTT assays, cell scratch and Transwell assays were used to assess HeLa cells proliferation and invasion capability. Using the bioinformatics tool JASPAR, we identified a high-scoring KLF5-like binding sequence in the SNAI1 gene promoter. Luciferase reporter assays was used to detect transcriptional activity for different SNAI1 promoter truncates. RESULT After overexpressing the KLF5 gene in HeLa cells, KLF5 not only significantly inhibited the invasion and migration of HeLa cells, but also increased the expression of E-cadherin and decreased the expression of N-cadherin and MMP9. In addition, the mRNA expression of upstream regulators of E-cadherin, such as SNAI1, SLUG, ZEB1/2 and TWIST1 was also decreased. Furthermore, KLF5 inhibiting the expression of the SNAI1 gene via binding its promoter region, and the EMT of Hela cells was promoted after overexpression of the SNAI1 gene. CONCLUSION These results indicate that KLF5 can downregulate the EMT process of HeLa cells by decreasing the expression of the SNAI1 gene, thereby inhibiting the migration and invasion of HeLa cervical cancer cells.
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Affiliation(s)
- Xinjian Qu
- Institute of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
- Guangxi Key Laboratory of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | - Chang Xu
- Institute of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
- Guangxi Key Laboratory of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | - Wenbo Yang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Dalian, Liaoning, China
| | - Qianqian Li
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Dalian, Liaoning, China
| | - Simei Tu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, Dalian, Liaoning, China
| | - Chenghai Gao
- Institute of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
- Guangxi Key Laboratory of Marine Drugs, Guangxi University of Chinese Medicine, Nanning, Guangxi, China
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