Literature DB >> 33553172

Integrated Profiles Analysis Identified a Coding-Non-Coding Signature for Predicting Lymph Node Metastasis and Prognosis in Cervical Cancer.

Yu Zhang1, Di Sun2, Jiayu Song3, Nan Yang3, Yunyan Zhang3.   

Abstract

Accumulating evidence has shown that lymph node metastasis (LNM) is not only an important prognostic factor but also an indicator of the need for postoperative chemoradiotherapy. Therefore, identifying risk factors or molecular markers related to LNM is critical for predicting the prognosis and guiding individualized treatment of patients with cervical cancer. In this study, we used the machine learning-based feature selection approach to identify eight optimal biomarkers from the list of 250 differentially expressed protein-coding genes and long non-coding RNAs (lncRNAs) in the TCGA cohort. Then a coding-non-coding signature (named CNC8SIG) was developed using the elastic-net logistic regression approach based on the expression levels of eight optimal biomarkers, which is useful in discriminating patients with LNM from those without LNM in the discovery cohort. The predictive performance of the CNC8SIG was further validated in two independent patient cohorts. Moreover, the CNC8SIG was significantly associated with patient's survival in different patient cohorts. In silico functional analysis suggested that the CNC8SIG-associated mRNAs are enriched in known cancer-related biological pathways such as the Wnt signaling pathway, the Ras signaling pathway, Rap1 signaling pathway, and PI3K-Akt signaling pathway.
Copyright © 2021 Zhang, Sun, Song, Yang and Zhang.

Entities:  

Keywords:  biomarker; cervical cancer; lymph node metastasis; machine learning; signature

Year:  2021        PMID: 33553172      PMCID: PMC7859285          DOI: 10.3389/fcell.2020.631491

Source DB:  PubMed          Journal:  Front Cell Dev Biol        ISSN: 2296-634X


  26 in total

Review 1.  Long non-coding RNA in cervical cancer: From biology to therapeutic opportunity.

Authors:  Jiaxing He; Bingyu Huang; Kun Zhang; Mubiao Liu; Tianmin Xu
Journal:  Biomed Pharmacother       Date:  2020-05-20       Impact factor: 6.529

2.  Leukocyte Differentiation by Histidine-Rich Glycoprotein/Stanniocalcin-2 Complex Regulates Murine Glioma Growth through Modulation of Antitumor Immunity.

Authors:  Ilkka Pietilä; Hiroshi Kaito; Francis P Roche; Elisabet O Sjöström; Nadine Sobotzki; Oriol Noguer; Tor Persson Skare; Magnus Essand; Bernd Wollscheid; Michael Welsh; Lena Claesson-Welsh
Journal:  Mol Cancer Ther       Date:  2018-06-26       Impact factor: 6.261

3.  Cancer statistics, 2020.

Authors:  Rebecca L Siegel; Kimberly D Miller; Ahmedin Jemal
Journal:  CA Cancer J Clin       Date:  2020-01-08       Impact factor: 508.702

Review 4.  Clinical Significance and Prognosis Value of Wnt Signaling Pathway in Cervical Cancer.

Authors:  Afsane Bahrami; Malihe Hasanzadeh; Soodabeh ShahidSales; Zohre Yousefi; Sima Kadkhodayan; Marjaneh Farazestanian; Mona Joudi Mashhad; Masoumeh Gharib; Seyed Mahdi Hassanian; Amir Avan
Journal:  J Cell Biochem       Date:  2017-05-03       Impact factor: 4.429

Review 5.  Histidine rich glycoprotein and cancer: a multi-faceted relationship.

Authors:  Lisa D S Johnson; Hadi A Goubran; Rami R Kotb
Journal:  Anticancer Res       Date:  2014-02       Impact factor: 2.480

6.  Predicting diabetes mellitus using SMOTE and ensemble machine learning approach: The Henry Ford ExercIse Testing (FIT) project.

Authors:  Manal Alghamdi; Mouaz Al-Mallah; Steven Keteyian; Clinton Brawner; Jonathan Ehrman; Sherif Sakr
Journal:  PLoS One       Date:  2017-07-24       Impact factor: 3.240

7.  Recurrence-Associated Long Non-coding RNA Signature for Determining the Risk of Recurrence in Patients with Colon Cancer.

Authors:  Meng Zhou; Long Hu; Zicheng Zhang; Nan Wu; Jie Sun; Jianzhong Su
Journal:  Mol Ther Nucleic Acids       Date:  2018-06-26       Impact factor: 8.886

8.  LINC00636 promotes lymph node metastasis and cervical cancer through targeting NM23.

Authors:  Yue Zhong; Qiang Lu; Wei Qiu; Yan Luo
Journal:  Biosci Rep       Date:  2020-10-30       Impact factor: 3.840

9.  Identification of key pathways and genes in the progression of cervical cancer using bioinformatics analysis.

Authors:  Kejia Wu; Yuexiong Yi; Fulin Liu; Wanrong Wu; Yurou Chen; Wei Zhang
Journal:  Oncol Lett       Date:  2018-05-22       Impact factor: 2.967

10.  Identification of tumor immune infiltration-associated lncRNAs for improving prognosis and immunotherapy response of patients with non-small cell lung cancer.

Authors:  Jie Sun; Zicheng Zhang; Siqi Bao; Congcong Yan; Ping Hou; Nan Wu; Jianzhong Su; Liangde Xu; Meng Zhou
Journal:  J Immunother Cancer       Date:  2020-02       Impact factor: 13.751

View more
  3 in total

1.  DNA Damage Repair-Related Genes Signature for Immune Infiltration and Outcome in Cervical Cancer.

Authors:  Xinghao Wang; Chen Xu; Hongzan Sun
Journal:  Front Genet       Date:  2022-03-03       Impact factor: 4.599

2.  Necroptosis-related lncRNA signature predicts prognosis and immune response for cervical squamous cell carcinoma and endocervical adenocarcinomas.

Authors:  Zhiheng Lin; Jiani Zou; Jiuling Wang; Junde Zhao; Xiaohui Sui; Shujuan Yao; Lidong Lin
Journal:  Sci Rep       Date:  2022-09-29       Impact factor: 4.996

3.  Overexpression of LINC00673 Promotes the Proliferation of Cervical Cancer Cells.

Authors:  Sheng-Kai Huang; Ruo-Xuan Ni; Wen-Jie Wang; Di Wang; Mei Zhao; Cheng-Zhi Lei; Xiao-Jie Sun; Chang-Zhi Huang; Ping Bai; Yi-Qun Che; Jian-Ping Xu
Journal:  Front Oncol       Date:  2021-05-21       Impact factor: 6.244

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.