Identification of Hub Genes Using Co-Expression Network Analysis in Breast Cancer as a Tool to Predict Different Stages

被引:21
作者
Fu, Yun [1 ]
Zhou, Qu-Zhi [2 ]
Zhang, Xiao-Lei [3 ]
Wang, Zhen-Zhen [4 ]
Wang, Peng [1 ]
机构
[1] Luoyang First Peoples Hosp, Dept Gen Surg, Luoyang, Henan, Peoples R China
[2] Guangdong Prov Chinese Tradit Med Hosp, Dept Breast Surg, Guangzhou, Guangdong, Peoples R China
[3] Luoyang Orthoped Traumatol Hosp, Dept Hand Surg, Luoyang, Henan, Peoples R China
[4] Luoyang First Peoples Hosp, Dept Pathol, Luoyang, Henan, Peoples R China
来源
MEDICAL SCIENCE MONITOR | 2019年 / 25卷
关键词
Biological Markers; Genes; abl; Triple Negative Breast Neoplasms; EXPRESSION; APOPTOSIS; CELLS; AURKA;
D O I
10.12659/MSM.919046
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background: Breast cancer has a high mortality rate and is the most common cancer of women worldwide. Our gene co-expression network analysis identified the genes closely related to the pathological stage of breast cancer. Material/Methods: We performed weighted gene co-expression network analysis (WGCNA) from the Gene Expression Omnibus (GEO) database, and performed pathway enrichment analysis on genes from significant modules. Results: A non-metastatic sample (374) of breast cancer from GSE102484 was used to construct the gene co-expression network. All 49 hub genes have been shown to be upregulated, and 19 of the 49 hub genes are significantly upregulated in breast cancer tissue. The roles of the genes CASC5, CKAP2L, FAM83D, KIF18B, KIF23, SKA1, GINS1, CDCA5, and MCM6 in breast cancer are unclear, so in order to better reveal the staging of breast cancer markers, it is necessary to study those hub genes. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes indicated that 49 hub genes were enriched to sister chromatid cohesion, spindle midzone, microtubule motor activity, cell cycle, and something else. Additionally, there is an independent data set - GSE20685 - for module preservation analysis, survival analysis, and gene validation. Conclusions: This study identified 49 hub genes that were associated with pathologic stage of breast cancer, 19 of which were significantly upregulated in breast cancer. Risk stratification, therapeutic decision making, and prognosis predication might be improved by our study results. This study provides new insights into biomarkers of breast cancer, which might influence the future direction of breast cancer research.
引用
收藏
页码:8873 / 8890
页数:18
相关论文
共 39 条
[1]   Balsamin induces apoptosis in breast cancer cells via DNA fragmentation and cell cycle arrest [J].
Ajji, Parminder K. ;
Binder, Marley J. ;
Walder, Ken ;
Puri, Munish .
MOLECULAR AND CELLULAR BIOCHEMISTRY, 2017, 432 (1-2) :189-198
[2]   Awareness and current knowledge of breast cancer [J].
Akram, Muhammad ;
Iqbal, Mehwish ;
Daniyal, Muhammad ;
Khan, Asmat Ullah .
BIOLOGICAL RESEARCH, 2017, 50
[3]   The role of STAG2 in bladder cancer [J].
Aquila, Lanni ;
Ohm, Joyce ;
Woloszynska-Read, Anna .
PHARMACOLOGICAL RESEARCH, 2018, 131 :143-149
[4]   Identification of five hub genes as monitoring biomarkers for breast cancer metastasis in silico [J].
Cai, Yun ;
Mei, Jie ;
Xiao, Zhuang ;
Xu, Bujie ;
Jiang, Xiaozheng ;
Zhang, Yongjie ;
Zhu, Yichao .
HEREDITAS, 2019, 156 (1)
[5]  
Cao J, 2019, CANC RES TREAT
[6]   Enrichr: interactive and collaborative HTML']HTML5 gene list enrichment analysis tool [J].
Chen, Edward Y. ;
Tan, Christopher M. ;
Kou, Yan ;
Duan, Qiaonan ;
Wang, Zichen ;
Meirelles, Gabriela Vaz ;
Clark, Neil R. ;
Ma'ayan, Avi .
BMC BIOINFORMATICS, 2013, 14
[7]   Validation of the 18-gene classifier as a prognostic biomarker of distant metastasis in breast cancer [J].
Cheng, Skye Hung-Chun ;
Huang, Tzu-Ting ;
Cheng, Yu-Hao ;
Tan, Tee Benita Kiat ;
Horng, Chen-Fang ;
Wang, Yong Alison ;
Brian, Nicholas Shannon ;
Shih, Li-Sun ;
Yu, Ben-Long .
PLOS ONE, 2017, 12 (09)
[8]   Cohesin Mutations in Cancer [J].
De Koninck, Magali ;
Losada, Ana .
COLD SPRING HARBOR PERSPECTIVES IN MEDICINE, 2016, 6 (12)
[9]  
Duffy MJ, 2015, ADV CLIN CHEM, V71, P1, DOI [10.1016/bs.acc.2015.05.001, 10.1016/B978-0-12-801401-1.00001-3]
[10]   Cancer incidence and mortality patterns in Europe: Estimates for 40 countries in 2012 [J].
Ferlay, J. ;
Steliarova-Foucher, E. ;
Lortet-Tieulent, J. ;
Rosso, S. ;
Coebergh, J. W. W. ;
Comber, H. ;
Forman, D. ;
Bray, F. .
EUROPEAN JOURNAL OF CANCER, 2013, 49 (06) :1374-1403