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International Journal of Molecular Medicine
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Print ISSN: 1107-3756 Online ISSN: 1791-244X
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October-2016 Volume 38 Issue 4

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International Journal of Molecular Medicine

International Journal of Molecular Medicine

International Journal of Molecular Medicine is an international journal devoted to molecular mechanisms of human disease.

International Journal of Oncology

International Journal of Oncology

International Journal of Oncology is an international journal devoted to oncology research and cancer treatment.

Molecular Medicine Reports

Molecular Medicine Reports

Covers molecular medicine topics such as pharmacology, pathology, genetics, neuroscience, infectious diseases, molecular cardiology, and molecular surgery.

Oncology Reports

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Oncology Reports is an international journal devoted to fundamental and applied research in Oncology.

Experimental and Therapeutic Medicine

Experimental and Therapeutic Medicine

Experimental and Therapeutic Medicine is an international journal devoted to laboratory and clinical medicine.

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Oncology Letters

Oncology Letters is an international journal devoted to Experimental and Clinical Oncology.

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Explores a wide range of biological and medical fields, including pharmacology, genetics, microbiology, neuroscience, and molecular cardiology.

Molecular and Clinical Oncology

Molecular and Clinical Oncology

International journal addressing all aspects of oncology research, from tumorigenesis and oncogenes to chemotherapy and metastasis.

World Academy of Sciences Journal

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Multidisciplinary open-access journal spanning biochemistry, genetics, neuroscience, environmental health, and synthetic biology.

International Journal of Functional Nutrition

International Journal of Functional Nutrition

Open-access journal combining biochemistry, pharmacology, immunology, and genetics to advance health through functional nutrition.

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Article Open Access

Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis

  • Authors:
    • Yanan Li
    • Weijie Min
    • Mengmeng Li
    • Guosheng Han
    • Dongwei Dai
    • Lei Zhang
    • Xin Chen
    • Xinglai Wang
    • Yuhui Zhang
    • Zhijian Yue
    • Jianmin Liu
  • View Affiliations / Copyright

    Affiliations: Department of Neurosurgery, Changhai Hospital, The Second Military Medical University, Shanghai 200433, P.R. China, Department of Rheumatology and Immunology, Shanghai Changzheng Hospital, The Second Military Medical University, Shanghai 200003, P.R. China
    Copyright: © Li et al. This is an open access article distributed under the terms of Creative Commons Attribution License.
  • Pages: 1170-1178
    |
    Published online on: August 26, 2016
       https://doi.org/10.3892/ijmm.2016.2717
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Abstract

Glioblastoma multiforme (GBM) is the most common malignant brain tumor. This study aimed to identify the hub genes and regulatory factors of GBM subgroups by RNA sequencing (RNA-seq) data analysis, in order to explore the possible mechanisms responsbile for the progression of GBM. The dataset RNASeqV2 was downloaded by TCGA-Assembler, containing 169 GBM and 5 normal samples. Gene expression was calculated by the reads per kilobase per million reads measurement, and nor malized with tag count comparison. Following subgroup classification by the non-negative matrix factorization, the differentially expressed genes (DEGs) were screened in 4 GBM subgroups using the method of significance analysis of microarrays. Functional enrichment analysis was performed by DAVID, and the protein-protein interaction (PPI) network was constructed based on the HPRD database. The subgroup-related microRNAs (miRNAs or miRs), transcription factors (TFs) and small molecule drugs were predicted with pre-defined criteria. A cohort of 19,515 DEGs between the GBM and control samples was screened, which were predominantly enriched in cell cycle- and immunoreaction-related pathways. In the PPI network, lymphocyte cytosolic protein 2 (LCP2), breast cancer 1 (BRCA1), specificity protein 1 (Sp1) and chromodomain-helicase-DNA-binding protein 3 (CHD3) were the hub nodes in subgroups 1-4, respectively. Paired box 5 (PAX5), adipocyte protein 2 (aP2), E2F transcription factor 1 (E2F1) and cAMP-response element-binding protein-1 (CREB1) were the specific TFs in subgroups 1-4, respectively. miR‑147b, miR‑770-5p, miR‑220a and miR‑1247 were the particular miRNAs in subgroups 1-4, respectively. Natalizumab was the predicted small molecule drug in subgroup 2. In conclusion, the molecular regulatory mechanisms of GBM pathogenesis were distinct in the different subgroups. Several crucial genes, TFs, miRNAs and small molecules in the different GBM subgroups were identified, which may be used as potential markers. However, further experimental validations may be required.

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Copy and paste a formatted citation
Spandidos Publications style
Li Y, Min W, Li M, Han G, Dai D, Zhang L, Chen X, Wang X, Zhang Y, Yue Z, Yue Z, et al: Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis. Int J Mol Med 38: 1170-1178, 2016.
APA
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L. ... Liu, J. (2016). Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis. International Journal of Molecular Medicine, 38, 1170-1178. https://doi.org/10.3892/ijmm.2016.2717
MLA
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L., Chen, X., Wang, X., Zhang, Y., Yue, Z., Liu, J."Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis". International Journal of Molecular Medicine 38.4 (2016): 1170-1178.
Chicago
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L., Chen, X., Wang, X., Zhang, Y., Yue, Z., Liu, J."Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis". International Journal of Molecular Medicine 38, no. 4 (2016): 1170-1178. https://doi.org/10.3892/ijmm.2016.2717
Copy and paste a formatted citation
x
Spandidos Publications style
Li Y, Min W, Li M, Han G, Dai D, Zhang L, Chen X, Wang X, Zhang Y, Yue Z, Yue Z, et al: Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis. Int J Mol Med 38: 1170-1178, 2016.
APA
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L. ... Liu, J. (2016). Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis. International Journal of Molecular Medicine, 38, 1170-1178. https://doi.org/10.3892/ijmm.2016.2717
MLA
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L., Chen, X., Wang, X., Zhang, Y., Yue, Z., Liu, J."Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis". International Journal of Molecular Medicine 38.4 (2016): 1170-1178.
Chicago
Li, Y., Min, W., Li, M., Han, G., Dai, D., Zhang, L., Chen, X., Wang, X., Zhang, Y., Yue, Z., Liu, J."Identification of hub genes and regulatory factors of glioblastoma multiforme subgroups by RNA-seq data analysis". International Journal of Molecular Medicine 38, no. 4 (2016): 1170-1178. https://doi.org/10.3892/ijmm.2016.2717
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