Hub Genes Identification in Brain Cancer with Gene Expression Data

被引:0
作者
Senadheera, S. P. B. M. [1 ]
Weerasinghe, A. R. [1 ]
机构
[1] Univ Colombo, Sch Comp, Colombo, Sri Lanka
来源
2020 20TH INTERNATIONAL CONFERENCE ON ADVANCES IN ICT FOR EMERGING REGIONS (ICTER-2020) | 2020年
关键词
PPI networks; Hub genes; Clustering; NETWORKS;
D O I
10.1109/ICTer51097.2020.9325446
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Central nervous system (CNS) cancers are one of the leading cancer types in the world. Analysing gene hubs involved in CNS cancer is important for predicting therapies. We have used gene expression data from one of the common brain cancer type (Pheochromocytoma/paraganglioma (PCPG)) for hub gene identification. We have used density-based (MCODE and ClusterOne) algorithms and cytohubba tool to identify hub genes and, R and Cytoscape for data analysis. According to results, RPS4X and RPL37A are common hub genes in all networks. There are three hub gene networks (identified using MCODE and ClusterOne hub gene networks which can be used as a classification feature in future studies. HNRNPA2B1 gene is connecting major PPI complexes in PCPG cancers. Ribosomal protein S4 genes as hub genes play a significant role in PCPG protein interaction networks.
引用
收藏
页码:125 / 130
页数:6
相关论文
共 22 条
[1]   An automated method for finding molecular complexes in large protein interaction networks [J].
Bader, GD ;
Hogue, CW .
BMC BIOINFORMATICS, 2003, 4 (1)
[2]   UniProt: a worldwide hub of protein knowledge [J].
Bateman, Alex ;
Martin, Maria-Jesus ;
Orchard, Sandra ;
Magrane, Michele ;
Alpi, Emanuele ;
Bely, Benoit ;
Bingley, Mark ;
Britto, Ramona ;
Bursteinas, Borisas ;
Busiello, Gianluca ;
Bye-A-Jee, Hema ;
Da Silva, Alan ;
De Giorgi, Maurizio ;
Dogan, Tunca ;
Castro, Leyla Garcia ;
Garmiri, Penelope ;
Georghiou, George ;
Gonzales, Daniel ;
Gonzales, Leonardo ;
Hatton-Ellis, Emma ;
Ignatchenko, Alexandr ;
Ishtiaq, Rizwan ;
Jokinen, Petteri ;
Joshi, Vishal ;
Jyothi, Dushyanth ;
Lopez, Rodrigo ;
Luo, Jie ;
Lussi, Yvonne ;
MacDougall, Alistair ;
Madeira, Fabio ;
Mahmoudy, Mahdi ;
Menchi, Manuela ;
Nightingale, Andrew ;
Onwubiko, Joseph ;
Palka, Barbara ;
Pichler, Klemens ;
Pundir, Sangya ;
Qi, Guoying ;
Raj, Shriya ;
Renaux, Alexandre ;
Lopez, Milagros Rodriguez ;
Saidi, Rabie ;
Sawford, Tony ;
Shypitsyna, Aleksandra ;
Speretta, Elena ;
Turner, Edward ;
Tyagi, Nidhi ;
Vasudev, Preethi ;
Volynkin, Vladimir ;
Wardell, Tony .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D506-D515
[3]   mentha: a resource for browsing integrated protein-interaction networks [J].
Calderone, Alberto ;
Castagnoli, Luisa ;
Cesareni, Gianni .
NATURE METHODS, 2013, 10 (08) :690-691
[4]   The cBio Cancer Genomics Portal: An Open Platform for Exploring Multidimensional Cancer Genomics Data [J].
Cerami, Ethan ;
Gao, Jianjiong ;
Dogrusoz, Ugur ;
Gross, Benjamin E. ;
Sumer, Selcuk Onur ;
Aksoy, Buelent Arman ;
Jacobsen, Anders ;
Byrne, Caitlin J. ;
Heuer, Michael L. ;
Larsson, Erik ;
Antipin, Yevgeniy ;
Reva, Boris ;
Goldberg, Arthur P. ;
Sander, Chris ;
Schultz, Nikolaus .
CANCER DISCOVERY, 2012, 2 (05) :401-404
[5]   cytoHubba: identifying hub objects and sub-networks from complex interactome [J].
Chin, Chia-Hao ;
Chen, Shu-Hwa ;
Wu, Hsin-Hung ;
Ho, Chin-Wen ;
Ko, Ming-Tat ;
Lin, Chung-Yen .
BMC SYSTEMS BIOLOGY, 2014, 8
[6]   Diagnostic and prognostic implications of ribosomal protein transcript expression patterns in human cancers [J].
Dolezal, James M. ;
Dash, Arie P. ;
Prochownik, Edward V. .
BMC CANCER, 2018, 18
[7]   What properties characterize the hub proteins of the protein-protein interaction network of Saccharomyces cerevisiae? [J].
Ekman, Diana ;
Light, Sara ;
Bjorklund, Asa K. ;
Elofsson, Arne .
GENOME BIOLOGY, 2006, 7 (06)
[8]   Hallmarks of Cancer: The Next Generation [J].
Hanahan, Douglas ;
Weinberg, Robert A. .
CELL, 2011, 144 (05) :646-674
[9]   Architecture of the human interactome defines protein communities and disease networks [J].
Huttlin, Edward L. ;
Bruckner, Raphael J. ;
Paulo, Joao A. . ;
Cannon, Joe R. ;
Ting, Lily ;
Baltier, Kurt ;
Colby, Greg ;
Gebreab, Fana ;
Gygi, Melanie P. ;
Parzen, Hannah ;
Szpyt, John ;
Tam, Stanley ;
Zarraga, Gabriela ;
Pontano-Vaites, Laura ;
Swarup, Sharan ;
White, Anne E. ;
Schweppe, Devin K. ;
Rad, Ramin ;
Erickson, Brian K. ;
Obar, Robert A. . ;
Guruharsha, K. G. ;
Li, Kejie ;
Rtavanis-Tsakonas, Spyros A. ;
Gygi, Steven P. ;
Harper, J. Wade .
NATURE, 2017, 545 (7655) :505-+
[10]   CytoCluster: A Cytoscape Plugin for Cluster Analysis and Visualization of Biological Networks [J].
Li, Min ;
Li, Dongyan ;
Tang, Yu ;
Wu, Fangxiang ;
Wang, Jianxin .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2017, 18 (09)