Identification of Prognostic Genes in Leiomyosarcoma by Gene Co-Expression Network Analysis

被引:3
作者
Yang, Jun [1 ]
Li, Cuili [1 ]
Zhou, Jiaying [1 ]
Liu, Xiaoquan [1 ]
Wang, Shaohua [2 ]
机构
[1] Univ Hong Kong, Dept Pediat, Shenzhen Hosp, Shenzhen, Peoples R China
[2] Univ South China, Women & Children Hlth Inst FuTian, Dept Pediat, Shenzhen, Peoples R China
关键词
leiomyosarcoma; prognosis; weighted gene co-expression network analysis (WGCNA); TCGA; recurrence; SOFT-TISSUE SARCOMA; OPEN-LABEL; EXPRESSION; UTERINE; CANCER; MULTICENTER; CHEMOTHERAPY; CYTOSCAPE; STANDARD; MUTATION;
D O I
10.3389/fgene.2019.01408
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background/Aims Leiomyosarcoma (LMS) is a tumor derived from malignant mesenchymal tissue associated with poor prognosis. Determining potential prognostic markers for LMS can provide clues for early diagnosis, recurrence, and treatment. Methods RNA sequence data and clinical features of 103 LMS were obtained from the Cancer Genome Atlas (TCGA) database. Application Weighted Gene Co-Expression Network Analysis (WGCNA) was used to construct a free-scale gene co-expression network, to study the interrelationship between its potential modules and clinical features, and to identify hub genes in the module. The hub gene function was verified by an external database. Results Twenty-four co-expression modules were constructed using WGCNA. A dark red co-expression module was found to be significantly associated with disease recurrence. Functional enrichment analysis and GEPIA and ONCOMINE database analyses demonstrated that hub genes CDK4, CCT2, and MGAT1 may play an important role in LMS recurrence. Conclusion Our study constructed an LMS co-expressing gene module and identified prognostic markers for LMS recurrence detection and treatment.
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页数:12
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共 40 条
[1]   MGAT1 is a novel transcriptional target of Wnt/β-catenin signaling pathway [J].
Akiva, Izzet ;
Iyison, Necla Birgul .
BMC CANCER, 2018, 18
[2]   Equivalent Mutations in the Eight Subunits of the Chaperonin CCT Produce Dramatically Different Cellular and Gene Expression Phenotypes [J].
Amit, Maya ;
Weisberg, Sarah J. ;
Nadler-Holly, Michal ;
McCormack, Elizabeth A. ;
Feldmesser, Ester ;
Kaganovich, Daniel ;
Willison, Keith R. ;
Horovitz, Amnon .
JOURNAL OF MOLECULAR BIOLOGY, 2010, 401 (03) :532-543
[3]   Subtype-specific genomic alterations define new targets for soft-tissue sarcoma therapy [J].
Barretina, Jordi ;
Taylor, Barry S. ;
Banerji, Shantanu ;
Ramos, Alexis H. ;
Lagos-Quintana, Mariana ;
DeCarolis, Penelope L. ;
Shah, Kinjal ;
Socci, Nicholas D. ;
Weir, Barbara A. ;
Ho, Alan ;
Chiang, Derek Y. ;
Reva, Boris ;
Mermel, Craig H. ;
Getz, Gad ;
Antipin, Yevgenyi ;
Beroukhim, Rameen ;
Major, John E. ;
Hatton, Charles ;
Nicoletti, Richard ;
Hanna, Megan ;
Sharpe, Ted ;
Fennell, Tim J. ;
Cibulskis, Kristian ;
Onofrio, Robert C. ;
Saito, Tsuyoshi ;
Shukla, Neerav ;
Lau, Christopher ;
Nelander, Sven ;
Silver, Serena J. ;
Sougnez, Carrie ;
Viale, Agnes ;
Winckler, Wendy ;
Maki, Robert G. ;
Garraway, Levi A. ;
Lash, Alex ;
Greulich, Heidi ;
Root, David E. ;
Sellers, William R. ;
Schwartz, Gary K. ;
Antonescu, Cristina R. ;
Lander, Eric S. ;
Varmus, Harold E. ;
Ladanyi, Marc ;
Sander, Chris ;
Meyerson, Matthew ;
Singer, Samuel .
NATURE GENETICS, 2010, 42 (08) :715-U103
[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]  
Bohm Michael J, 2019, Sarcoma, V2019, P3914232, DOI 10.1155/2019/3914232
[6]   Validated prediction of clinical outcome in sarcomas and multiple types of cancer on the basis of a gene expression signature related to genome complexity [J].
Chibon, Frederic ;
Lagarde, Pauline ;
Salas, Sebastien ;
Perot, Gaelle ;
Brouste, Veronique ;
Tirode, Franck ;
Lucchesi, Carlo ;
de Reynies, Aurelien ;
Kauffmann, Audrey ;
Bui, Binh ;
Terrier, Philippe ;
Bonvalot, Sylvie ;
Le Cesne, Axel ;
Vince-Ranchere, Dominique ;
Blay, Jean-Yves ;
Collin, Francoise ;
Guillou, Louis ;
Leroux, Agnes ;
Coindre, Jean-Michel ;
Aurias, Alain .
NATURE MEDICINE, 2010, 16 (07) :781-U81
[7]   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
[8]   MED12 and uterine smooth muscle oncogenesis: State of the art and perspectives [J].
Croce, Sabrina ;
Chibon, Frederic .
EUROPEAN JOURNAL OF CANCER, 2015, 51 (12) :1603-1610
[9]   Analysis of hypoxia-related gene expression in sarcomas and effect of hypoxia on RNA interference of vascular endothelial cell growth factor A [J].
Detwiller, KY ;
Fernando, NT ;
Segal, NH ;
Ryeom, SW ;
D'Amore, PA ;
Yoon, SS .
CANCER RESEARCH, 2005, 65 (13) :5881-5889
[10]   MDM2 and CDK4 immunohistochemistry is a valuable tool in the differential diagnosis of low-grade osteosarcomas and other primary fibro-osseous lesions of the bone [J].
Dujardin, Fanny ;
Matthieu Bui Nguyen Binh ;
Bouvier, Corinne ;
Gomez-Brouchet, Anne ;
Larousserie, Frederique ;
de Muret, Anne ;
Louis-Brennetot, Caroline ;
Aurias, Alain ;
Coindre, Jean-Michel ;
Guillou, Louis ;
Pedeutour, Florence ;
Duval, Helene ;
Collin, Christine ;
de Pinieux, Gonzague .
MODERN PATHOLOGY, 2011, 24 (05) :624-637