Systems Biology Approaches to Investigate Genetic and Epigenetic Molecular Progression Mechanisms for Identifying Gene Expression Signatures in Papillary Thyroid Cancer

被引:10
作者
Yeh, Shan-Ju [1 ]
Lin, Chien-Yu [1 ]
Li, Cheng-Wei [1 ]
Chen, Bor-Sen [1 ]
机构
[1] Natl Tsing Hua Univ, Dept Elect Engn, Lab Automat Control Signal Proc & Syst Biol, Hsinchu 30013, Taiwan
关键词
papillary thyroid cancer; genetic and epigenetic network; next-generation sequencing (NGS) data; carcinogenic biomarkers; genetic and epigenetic drug targets; drug data mining; LUNG-CANCER; PROTEIN; PHOSPHORYLATION; ACTIVATION; CARCINOMA; ALPHA; BETA; MICROENVIRONMENT; OVEREXPRESSION; METHYLATION;
D O I
10.3390/ijms20102536
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Thyroid cancer is the most common endocrine cancer. Particularly, papillary thyroid cancer (PTC) accounts for the highest proportion of thyroid cancer. Up to now, there are few researches discussing the pathogenesis and progression mechanisms of PTC from the viewpoint of systems biology approaches. In this study, first we constructed the candidate genetic and epigenetic network (GEN) consisting of candidate protein-protein interaction network (PPIN) and candidate gene regulatory network (GRN) by big database mining. Secondly, system identification and system order detection methods were applied to prune candidate GEN via next-generation sequencing (NGS) and DNA methylation profiles to obtain the real GEN. After that, we extracted core GENs from real GENs by the principal network projection (PNP) method. To investigate the pathogenic and progression mechanisms in each stage of PTC, core GEN was denoted in respect of KEGG pathways. Finally, by comparing two successive core signaling pathways of PTC, we not only shed light on the causes of PTC progression, but also identified essential biomarkers with specific gene expression signature. Moreover, based on the identified gene expression signature, we suggested potential candidate drugs to prevent the progression of PTC with querying Connectivity Map (CMap).
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页数:23
相关论文
共 89 条
[11]   NKX2.5 is expressed in papillary thyroid carcinomas and regulates differentiation in thyroid cells [J].
Cardoso Penha, Ricardo Cortez ;
Buexm, Luisa Aguirre ;
Rodrigues, Fabiana Resende ;
de Castro, Taciana Padilha ;
Santos, Maria Carolina S. ;
Fortunato, Rodrigo Soares ;
Carvalho, Denise P. ;
Cardoso-Weide, Luciene C. ;
Ferreira, Andrea C. F. .
BMC CANCER, 2018, 18
[12]   High IL-17 expression is associated with an unfavorable prognosis in thyroid cancer [J].
Carvalho, Denise Faria Galano ;
Zanetti, Bruna Riedo ;
Miranda, Lydianne ;
Hassumi-Fukasawa, Marcela Kazue ;
Miranda-Camargo, Fabiana ;
Crispim, Janaina Cristiana Oliveira ;
Soares, Edson Garcia .
ONCOLOGY LETTERS, 2017, 13 (03) :1925-1931
[13]  
Chen Bor-Sen, 2013, Cells, V2, P635, DOI 10.3390/cells2040635
[14]   Clinical significance of miR-34a expression in thyroid diseases - an 18F-FDG PET-CT study [J].
Chen, Long ;
Yang, Conghui ;
Feng, Jun ;
Liu, Xin ;
Tian, Yadong ;
Zhao, Lei ;
Xie, Ran ;
Liu, Chao ;
Zhao, Sheng ;
Sun, Hua .
CANCER MANAGEMENT AND RESEARCH, 2017, 9 :903-913
[15]   CD164 promotes lung tumor-initiating cells with stem cell activity and determines tumor growth and drug resistance via Akt/mTOR signaling [J].
Chen, Wei-Liang ;
Huang, Ai-Fang ;
Huang, Shih-Ming ;
Ho, Ching-Liang ;
Chang, Yung-Lung ;
Chan, James Yi-Hsin .
ONCOTARGET, 2017, 8 (33) :54115-54135
[16]   RETRACTED: MiR-130a-3p inhibits the viability, proliferation, invasion, and cell cycle, and promotes apoptosis of nasopharyngeal carcinoma cells by suppressing BACH2 expression (Retracted Article) [J].
Chen, Xin ;
Yue, Bo ;
Zhang, Changming ;
Qi, Meihao ;
Qiu, Jianhua ;
Wang, Ye ;
Chen, Jun .
BIOSCIENCE REPORTS, 2017, 37
[17]   Histone Deacetylase 2 (HDAC2) Protein-dependent Deacetylation of Mortality Factor 4-like 1 (MORF4L1) Protein Enhances Its Homodimerization [J].
Chen, Yan ;
Li, Jin ;
Dunn, Sarah ;
Xiong, Sheng ;
Chen, Wei ;
Zhao, Yutong ;
Chen, Bill B. ;
Mallampalli, Rama K. ;
Zou, Chunbin .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2014, 289 (10) :7092-7098
[18]   Network-based classification of breast cancer metastasis [J].
Chuang, Han-Yu ;
Lee, Eunjung ;
Liu, Yu-Tsueng ;
Lee, Doheon ;
Ideker, Trey .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[19]   MicroRNAs in Thyroid Cancer [J].
de la Chapelle, Albert ;
Jazdzewski, Krystian .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2011, 96 (11) :3326-3336
[20]   Angiogenesis and lymphangiogenesis in thyroid proliferative lesions: relationship to type and tumour behaviour [J].
de la Torre, N. Garcia ;
Buley, I. ;
Wass, J. A. H. ;
Turner, H. E. .
ENDOCRINE-RELATED CANCER, 2006, 13 (03) :931-944