Visual gene-network analysis reveals the cancer gene co-expression in human endometrial cancer

被引:87
作者
Chou, Wei-Chun [1 ]
Cheng, An-Lin [2 ,3 ]
Brotto, Marco [2 ,3 ]
Chuang, Chun-Yu [1 ]
机构
[1] Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan
[2] Univ Missouri, Sch Nursing, Muscle Biol Res Grp MUBIG, Kansas City, MO 64110 USA
[3] Univ Missouri, Sch Hlth Studies, Kansas City, MO 64110 USA
来源
BMC GENOMICS | 2014年 / 15卷
关键词
Endometrial cancer; WGCNA; Network analysis; Hub gene; TCA cycle; CROSS-PLATFORM NORMALIZATION; BREAST-CANCER; MICROARRAY ANALYSIS; EXPRESSION DATA; TUMOR-FORMATION; AURORA KINASES; TCA CYCLE; MUTATIONS; CARCINOMA; PATHWAYS;
D O I
10.1186/1471-2164-15-300
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Endometrial cancers (ECs) are the most common form of gynecologic malignancy. Recent studies have reported that ECs reveal distinct markers for molecular pathogenesis, which in turn is linked to the various histological types of ECs. To understand further the molecular events contributing to ECs and endometrial tumorigenesis in general, a more precise identification of cancer-associated molecules and signaling networks would be useful for the detection and monitoring of malignancy, improving clinical cancer therapy, and personalization of treatments. Results: ECs-specific gene co-expression networks were constructed by differential expression analysis and weighted gene co-expression network analysis (WGCNA). Important pathways and putative cancer hub genes contribution to tumorigenesis of ECs were identified. An elastic-net regularized classification model was built using the cancer hub gene signatures to predict the phenotypic characteristics of ECs. The 19 cancer hub gene signatures had high predictive power to distinguish among three key principal features of ECs: grade, type, and stage. Intriguingly, these hub gene networks seem to contribute to ECs progression and malignancy via cell-cycle regulation, antigen processing and the citric acid (TCA) cycle. Conclusions: The results of this study provide a powerful biomarker discovery platform to better understand the progression of ECs and to uncover potential therapeutic targets in the treatment of ECs. This information might lead to improved monitoring of ECs and resulting improvement of treatment of ECs, the 4th most common of cancer in women.
引用
收藏
页数:12
相关论文
共 50 条
[1]  
[Anonymous], OBSTET GYNECOL INT
[2]   The Molecular Biology of Endometrial Cancers and the Implications for Pathogenesis, Classification, and Targeted Therapies [J].
Bansal, Nisha ;
Yendluri, Vimala ;
Wenham, Robert M. .
CANCER CONTROL, 2009, 16 (01) :8-13
[3]   The prognostic role of classical and nonclassical MHC class I expression in endometrial cancer [J].
Bijen, Claudia B. M. ;
Bantema-Loppe, Enja J. ;
de Jong, Renske A. ;
Leffers, Ninke ;
Mourits, Marian J. E. ;
Eggink, Henk F. ;
van der Zee, Ate G. J. ;
Hollema, Harry ;
de Bock, Geertruida H. ;
Nijman, Hans W. .
INTERNATIONAL JOURNAL OF CANCER, 2010, 126 (06) :1417-1427
[4]   CluePedia Cytoscape plugin: pathway insights using integrated experimental and in silico data [J].
Bindea, Gabriela ;
Galon, Jerome ;
Mlecnik, Bernhard .
BIOINFORMATICS, 2013, 29 (05) :661-663
[5]   Dysregulation of glucose transport, glycolysis, TCA cycle and glutaminolysis by oncogenes and tumor suppressors in cancer cells [J].
Chen, Jin-Qiang ;
Russo, Jose .
BIOCHIMICA ET BIOPHYSICA ACTA-REVIEWS ON CANCER, 2012, 1826 (02) :370-384
[6]   Integration of biological networks and gene expression data using Cytoscape [J].
Cline, Melissa S. ;
Smoot, Michael ;
Cerami, Ethan ;
Kuchinsky, Allan ;
Landys, Nerius ;
Workman, Chris ;
Christmas, Rowan ;
Avila-Campilo, Iliana ;
Creech, Michael ;
Gross, Benjamin ;
Hanspers, Kristina ;
Isserlin, Ruth ;
Kelley, Ryan ;
Killcoyne, Sarah ;
Lotia, Samad ;
Maere, Steven ;
Morris, John ;
Ono, Keiichiro ;
Pavlovic, Vuk ;
Pico, Alexander R. ;
Vailaya, Aditya ;
Wang, Peng-Liang ;
Adler, Annette ;
Conklin, Bruce R. ;
Hood, Leroy ;
Kuiper, Martin ;
Sander, Chris ;
Schmulevich, Ilya ;
Schwikowski, Benno ;
Warner, Guy J. ;
Ideker, Trey ;
Bader, Gary D. .
NATURE PROTOCOLS, 2007, 2 (10) :2366-2382
[7]   Endometrial cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up [J].
Colombo, N. ;
Preti, E. ;
Landoni, F. ;
Carinelli, S. ;
Colombo, A. ;
Marini, C. ;
Sessa, C. .
ANNALS OF ONCOLOGY, 2011, 22 :vi35-vi39
[8]   A cell proliferation signature is a marker of extremely poor outcome in a subpopulation of breast cancer patients [J].
Dai, HY ;
van't Veer, L ;
Lamb, J ;
He, YD ;
Mao, M ;
Fine, BM ;
Bernards, R ;
de Vijver, MV ;
Deutsch, P ;
Sachs, A ;
Stoughton, R ;
Friend, S .
CANCER RESEARCH, 2005, 65 (10) :4059-4066
[9]   Aurora kinases A and B are up-regulated by Myc and are essential for maintenance of the malignant state [J].
den Hollander, Juergen ;
Rimpi, Sara ;
Doherty, Joanne R. ;
Rudelius, Martina ;
Buck, Andreas ;
Hoellein, Alexander ;
Kremer, Marcus ;
Graf, Nikolas ;
Scheerer, Markus ;
Hall, Mark A. ;
Goga, Andrei ;
von Bubnoff, Nikolas ;
Duyster, Justus ;
Peschel, Christian ;
Cleveland, John L. ;
Nilsson, Jonas A. ;
Keller, Ulrich .
BLOOD, 2010, 116 (09) :1498-1505
[10]   Microarray analysis after RNA amplification can detect pronounced differences in gene expression using limma [J].
Diboun, Ilhem ;
Wernisch, Lorenz ;
Orengo, Christine Anne ;
Koltzenburg, Martin .
BMC GENOMICS, 2006, 7 (1)