Volume 45 Issue 4
Apr.  2024
Turn off MathJax
Article Contents
Lizhu ZHAO, Ying DONG, Yue DENG, Lihua YANG. Correlation between Epithelial Cell Related Genes and Prognosis of Patients with Ovarian Cancer based on Single Cell Sequencing[J]. Journal of Kunming Medical University, 2024, 45(4): 9-16. doi: 10.12259/j.issn.2095-610X.S20240402
Citation: Lizhu ZHAO, Ying DONG, Yue DENG, Lihua YANG. Correlation between Epithelial Cell Related Genes and Prognosis of Patients with Ovarian Cancer based on Single Cell Sequencing[J]. Journal of Kunming Medical University, 2024, 45(4): 9-16. doi: 10.12259/j.issn.2095-610X.S20240402

Correlation between Epithelial Cell Related Genes and Prognosis of Patients with Ovarian Cancer based on Single Cell Sequencing

doi: 10.12259/j.issn.2095-610X.S20240402
  • Received Date: 2024-01-04
    Available Online: 2024-03-22
  • Publish Date: 2024-04-29
  •   Objective  To construct a polygenic risk score based on the expression of epithelial cell markers to evaluate the prognosis of patients with ovarian cancer.   Methods  The single cell sequencing data of ovarian cancer were reduced and clustered to identify epithelial cell markers, malignant and non-malignant markers. Regression analysis was used to screen epithelial marker genes related to prognosis to construct a risk score model. Based on the risk score, patients were divided into high risk group and low risk group (H.Risk, L.Risk) to predict the prognosis of patients with ovarian cancer.  Results  A risk scoring model with four genes (EPCAM, CLDN4, CXCR4 and TIMP3) was constructed. Survival analysis showed that the OS of patients in H.Risk group was worse than that in L.Risk group in trial cohort and verification cohort (P < 0.05). Pathway enrichment analysis showed that the differential genes between high and low risk groups were associated with immunosuppression and malignant progression, including cell adhesion, extracellular matrix, neuroactive ligand-receptor interaction, calcium signal pathway, transforming growth factor-β.  Conclusion  Through the comprehensive analysis of bulkRNA-seq and scRNA-seq data, a risk scoring model based on epithelial cell subsets marker genes is proposed, which may provide potential therapeutic targets for patients with ovarian cancer.
  • loading
  • [1]
    Menon U,Karpinskyj C,Gentry-Maharaj A. Ovarian cancer prevention and screening[J]. Obstetrics & Gynecology,2018,131(5):909-927.
    [2]
    Jemal A,Siegel R,Ward E,et al. Cancer statistics,2008[J]. CA:A Cancer Journal for Clinicians,2008,58(2):71-96. doi: 10.3322/CA.2007.0010
    [3]
    Karantza V. Keratins in health and cancer: More than mere epithelial cell markers[J]. Oncogene,2011,30(2):127-138. doi: 10.1038/onc.2010.456
    [4]
    Tanimura N, Fujita Y. Epithelial defense against cancer (EDAC)[C]. Seminars in Cancer Biology, 2020, 63(6): 44-48.
    [5]
    Royer C,Lu X. Epithelial cell polarity: A major gatekeeper against cancer?[J]. Cell Death & Differentiation,2011,18(9):1470-1477.
    [6]
    Bai Z,Woodhouse S,Zhao Z,et al. Single-cell antigen-specific landscape of CAR T infusion product identifies determinants of CD19-positive relapse in patients with ALL[J]. Science Advances,2022,8(23):eabj2820. doi: 10.1126/sciadv.abj2820
    [7]
    Parker K R,Migliorini D,Perkey E,et al. Single-cell analyses identify brain mural cells expressing CD19 as potential off-tumor targets for CAR-T immunotherapies[J]. Cell,2020,183(1):126-142.e17. doi: 10.1016/j.cell.2020.08.022
    [8]
    Varga J,Greten F R. Cell plasticity in epithelial homeostasis and tumorigenesis[J]. Nature Cell Biology,2017,19(10):1133-1141. doi: 10.1038/ncb3611
    [9]
    Chen Z,Zhang H,Bai Y,et al. Single cell transcriptomic analysis identifies novel vascular smooth muscle subsets under high hydrostatic pressure[J]. Science China Life Sciences,2021,64(1):1677-1690.
    [10]
    Pan J,Zhou H,Cooper L,et al. LAYN is a prognostic biomarker and correlated with immune infiltrates in gastric and colon cancers[J]. Frontiers in Immunology,2019,10(1):6.
    [11]
    Lombardo G,Gili M,Grange C,et al. IL-3R-alpha blockade inhibits tumor endothelial cell-derived extracellular vesicle (EV)-mediated vessel formation by targeting the β-catenin pathway[J]. Oncogene,2018,37(9):1175-1191. doi: 10.1038/s41388-017-0034-x
    [12]
    Ichimiya H,Maeda K,Enomoto A,et al. Girdin/GIV regulates transendothelial permeability by controlling VE-cadherin trafficking through the small GTPase,R-Ras[J]. Biochemical and Biophysical Research Vommunications,2015,461(2):260-267. doi: 10.1016/j.bbrc.2015.04.012
    [13]
    Gires O,Pan M,Schinke H,et al. Expression and function of epithelial cell adhesion molecule EpCAM: Where are we after 40 years?[J]. Cancer and Metastasis Reviews,2020,39(6):969-987.
    [14]
    Corso G,Figueiredo J,De Angelis S P,et al. E‐cadherin deregulation in breast cancer[J]. Journal of Cellular and Molecular Medicine,2020,24(11):5930-5936. doi: 10.1111/jcmm.15140
    [15]
    Fang L,Yu G,Yu W,et al. The correlation of WDR76 expression with survival outcomes and immune infiltrates in lung adenocarcinoma[J]. Peer J,2021,9(10):12277.
    [16]
    Liu Y,Wang Y,Sun S,et al. Understanding the versatile roles and applications of EpCAM in cancers: From bench to bedside[J]. Experimental Hematology & Oncology,2022,11(1):1-19.
    [17]
    Yahyazadeh Mashhadi S M,Kazemimanesh M,Arashkia A,et al. Shedding light on the EpCAM: An overview[J]. Journal of Cellular Physiology,2019,234(8):12569-12580. doi: 10.1002/jcp.28132
    [18]
    Driemel C,Kremling H,Schumacher S,et al. Context-dependent adaption of EpCAM expression in early systemic esophageal cancer[J]. Oncogene,2014,33(41):4904-4915.
    [19]
    Yoon S M,Gerasimidou D,Kuwahara R,et al. Epithelial cell adhesion molecule (EpCAM) marks hepatocytes newly derived from stem/progenitor cells in humans[J]. Hepatology,2011,53(3):964-973.
    [20]
    Uthayanan L,El-Bahrawy M. Potential roles of claudin-3 and claudin-4 in ovarian cancer management[J]. Journal of the Egyptian National Cancer Institute,2022,34(1):1-9. doi: 10.1186/s43046-021-00099-9
    [21]
    Hicks D A,Galimanis C E,Webb P G,et al. Claudin-4 activity in ovarian tumor cell apoptosis resistance and migration[J]. BMC Cancer,2016,16(1):1-11. doi: 10.1186/s12885-015-2026-y
    [22]
    Yamamoto T M,Webb P G,Davis D M,et al. Loss of claudin-4 reduces DNA damage repair and increases sensitivity to PARP inhibitors[J]. Molecular Cancer Therapeutics,2022,21(4):647-657.
    [23]
    English D P,Santin A D. Claudins overexpression in ovarian cancer: potential targets for Clostridium Perfringens Enterotoxin (CPE) based diagnosis and therapy[J]. International Journal of Molecular Sciences,2013,14(5):10412-10437.
    [24]
    Jacobson O,Weiss I D. CXCR4 chemokine receptor overview: Biology,pathology and applications in imaging and therapy[J]. Theranostics,2013,3(1):1. doi: 10.7150/thno.5760
    [25]
    Zhou Y,Zhang T,Wang S,et al. Targeting of HBP1/TIMP3 axis as a novel strategy against breast cancer[J]. Pharmacological Research,2023,194(8):106846.
    [26]
    Pol M,Gao H,Zhang H,et al. Dynamic modulation of matrix adhesiveness induces epithelial-to-mesenchymal transition in prostate cancer cells in 3D[J]. Biomaterials,2023,299(16):122180.
    [27]
    陈鑫磊,余永波,李鹏,等. 转化生长因子β1对膀胱癌细胞增殖与迁移能力的影响及其机制[J]. 精准医学杂志,2023,38(2):111-115.
  • Relative Articles

    [1] Xinyi MEN, Jing ZHAO, Yongchun SHEN, Hui JI, Xiuxia WANG. The Relationship between Peripheral Blood Immunoglobulin,Erythrocyte Sedimentation Rate,Homocysteine and the Degree of Central Nervous System Vasculitis in Children and Their Influence on Prognosis. Journal of Kunming Medical University, 2024, 45(): 1-7.
    [2] Chunyan LIU, Bingqing CHANG, Chao LI, Xin REN, Xiaoqin LIU. The Relationship between T Lymphocyte Subsets and Pathological Characteristics of Acute Myeloid Leukemia and the Value of Predicting Chemotherapy Prognosis. Journal of Kunming Medical University, 2024, 45(5): 1-7.
    [3] Yijun AN, Lidan YU, Meisu ZHAO, Dongmei MA, Chunhua YANG, Yao KONG. The Application of Prognostic Model of Lysosomal Related Genes in Bladder Cancer. Journal of Kunming Medical University, 2024, 45(5): 1-7.
    [4] Xingfen WANG, Yue DENG, Lihua YANG. Construction of Lipid Metabolism-Related Gene Prognostic Model and Immunoinfiltration Analysis of Ovarian Cancer. Journal of Kunming Medical University, 2024, 45(4): 17-25.  doi: 10.12259/j.issn.2095-610X.S20240403
    [5] Xiaohua LU, Hongxin YUAN. The Analysis of the Correlation between BTLA,CTLA-4 Gene Polymorphisms and the Efficacy and Prognosis of TACE Combined Targeted Therapy for Liver Cancer. Journal of Kunming Medical University, 2023, 44(9): 126-135.  doi: 10.12259/j.issn.2095-610X.S20230927
    [6] Yangyang LIAN, Hongping YUE, Ya DUAN, Hongwen HU, Fang LUO. The Role of miRNA-15a/16 in Regulating Bmi-1 Protein in Ovarian Cancer Resistance to Cisplatin Chemotherapy. Journal of Kunming Medical University, 2023, 44(12): 25-31.  doi: 10.12259/j.issn.2095-610X.S20231204
    [7] Jiefu TANG, Dexing YANG, Shengzhe LIU, Qiang WANG, Kai FU, Zhenfang WANG, Ying LUAN, Min LI, Rong LIU. A Study on Prognostic Value of Cellular Immunological Indicators in Omicron Variant Infected Elderly Severe Patients. Journal of Kunming Medical University, 2023, 44(12): 87-94.  doi: 10.12259/j.issn.2095-610X.S20231214
    [8] Yaping JIANG, Hongying YANG, Haohan WANG, Xianling Ning, Xielan YANG. Effect of Different Intestinal Surgical Methods on Prognosis of Patients with Intestinal Invasive Epithelial Ovarian Cancer. Journal of Kunming Medical University, 2023, 44(1): 85-90.  doi: 10.12259/j.issn.2095-610X.S20230109
    [9] Yao ZOU, Ziyu WANG, Jiao LI, Xingxin LI, Yaqiong SHEN, Jing XU, Yan JIN. Association between LOXL2 and Snail Expression Levels and Overall Survival Rate after Surgery in Patients with Cholangiocarcinoma. Journal of Kunming Medical University, 2022, 43(12): 81-87.  doi: 10.12259/j.issn.2095-610X.S20221215
    [10] Honglan CHEN, Yi WU, Tao HU, Yuming WANG. Potential Value of G6PD Activity Detection in the Peripheral Blood for the Diagnosis and Prognosis of Cervical Cancer Patients with High Risk Human Papillomavirus Infection. Journal of Kunming Medical University, 2022, 43(2): 89-95.  doi: 10.12259/j.issn.2095-610X.S20220203
    [11] Yue DENG, Dan ZOU, Abdelkerim Barh TOUNA, Lihua YANG. Expression of PDE4D Gene in Ovarian Cancer Based on Oncomine and the Regulation of Sanguinarine. Journal of Kunming Medical University, 2022, 43(3): 1-6.  doi: 10.12259/j.issn.2095-610X.S20220303
    [12] Shizhou LI, Xiaoguang HE, Yan LIN, Yuxiao LI, Xi YANG, Xiaoyu WANG, Shenghao YANG. Clinical Analysis of Cervical Lymph Node Metastatic Squamous Cell Carcinoma of Unknown Primary Site. Journal of Kunming Medical University, 2022, 43(7): 80-85.  doi: 10.12259/j.issn.2095-610X.S20220710
    [13] Xiaoyan YANG, Chunguang HAO, Zhijian ZHANG. Mechanisms of Progesterone on Proliferation and Migration of Human Ovarian Cancer Cells via HOXA9. Journal of Kunming Medical University, 2022, 43(10): 35-42.  doi: 10.12259/j.issn.2095-610X.S20221022
    [14] Lixiu XU, TUERXUN Meiliban, YAKUFU Kereman. Studies on Cisplatin Resistance of miR-181a in Ovarian Cancer Cells. Journal of Kunming Medical University, 2022, 43(1): 20-25.  doi: 10.12259/j.issn.2095-610X.S20220131
    [15] Ma Guo Yu , Xiong Qing , Jiang Guo Qing , Yang Jia Tian , Mu Yun Zhen . . Journal of Kunming Medical University, 2020, 41(07): 30-37.
    [16] Tan Hua , Ren Hong , Zhao Ling , You Ding Yun , Yang Ya Chen . Prognostic Factors of Patients with Primary Hepatocellular Carcinoma Treated with TACE. Journal of Kunming Medical University, 2019, 40(03): 29-34.
    [17] Zhang Ai Ling . Conventional Segmentation and Large Fractionated Three-dimensional Conformal Radiotherapy in the Treatment of Non Small Cell Lung Cancer with Superior Vena Cava Syndrome. Journal of Kunming Medical University,
    [18] Nie Bo . Clinical Characteristic of 34 Patients with Extranodal Nasal Type NK/T-Cell Lymphoma. Journal of Kunming Medical University,
    [19] Chen Bo . . Journal of Kunming Medical University,
    [20] Yang Jie . . Journal of Kunming Medical University,
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(5)

    Article Metrics

    Article views (419) PDF downloads(17) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return