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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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August-2016 Volume 38 Issue 2

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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

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

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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 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.

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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

Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma

  • Authors:
    • Wei Sun
    • Xiaojun Ma
    • Jiakang Shen
    • Fei Yin
    • Chongren Wang
    • Zhengdong Cai
  • View Affiliations / Copyright

    Affiliations: Department of Orthopedics, Shanghai General Hospital, Nanjing Medical University, Shanghai 200072, P.R. China, Department of Orthopedics, Shanghai General Hospital, School of Medicine Shanghai Jiao Tong University, Shanghai 200080, P.R. China, Tongji University, Shanghai 200092, P.R. China
    Copyright: © Sun et al. This is an open access article distributed under the terms of Creative Commons Attribution License.
  • Pages: 466-474
    |
    Published online on: June 27, 2016
       https://doi.org/10.3892/ijmm.2016.2657
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Abstract

In this study, gene expression data of osteosarcoma (OSA) were analyzed to identify metastasis-related biological pathways. Four gene expression data sets (GSE21257, GSE9508, GSE49003 and GSE66673) were downloaded from Gene Expression Omnibus (GEO). An analysis of differentially expressed genes (DEGs) was performed using the Significance Analysis of Microarray (SAM) method. Gene expression levels were converted into scores of pathways by the Functional Analysis of Individual Microarray Expression (FAIME) algorithm and the differentially expressed pathways (DEPs) were then disclosed by a t-test. The distinguishing and prediction ability of the DEPs for metastatic and non-metastatic OSA was further confirmed using the principal component analysis (PCA) method and 3 gene expression data sets (GSE9508, GSE49003 and GSE66673) based on the support vector machines (SVM) model. A total of 616 downregulated and 681 upregulated genes were identified in the data set, GSE21257. The DEGs could not be used to distinguish metastatic OSA from non-metastatic OSA, as shown by PCA. Thus, an analysis of DEPs was further performed, resulting in 14 DEPs, such as NRAS signaling, Toll-like receptor (TLR) signaling, matrix metalloproteinase (MMP) regulation of cytokines and tumor necrosis factor receptor-associated factor (TRAF)-mediated interferon regulatory factor 7 (IRF7) activation. Cluster analysis indicated that these pathways could be used to distinguish between metastatic OSA from non-metastatic OSA. The prediction accuracy was 91, 66.7 and 87.5% for the data sets, GSE9508, GSE49003 and GSE66673, respectively. The results of PCA further validated that the DEPs could be used to distinguish metastatic OSA from non-metastatic OSA. On the whole, several DEPs were identified in metastatic OSA compared with non-metastatic OSA. Further studies on these pathways and relevant genes may help to enhance our understanding of the molecular mechanisms underlying metastasis and may thus aid in the development of novel therapies.

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Copy and paste a formatted citation
Spandidos Publications style
Sun W, Ma X, Shen J, Yin F, Wang C and Cai Z: Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma. Int J Mol Med 38: 466-474, 2016.
APA
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., & Cai, Z. (2016). Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma. International Journal of Molecular Medicine, 38, 466-474. https://doi.org/10.3892/ijmm.2016.2657
MLA
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., Cai, Z."Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma". International Journal of Molecular Medicine 38.2 (2016): 466-474.
Chicago
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., Cai, Z."Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma". International Journal of Molecular Medicine 38, no. 2 (2016): 466-474. https://doi.org/10.3892/ijmm.2016.2657
Copy and paste a formatted citation
x
Spandidos Publications style
Sun W, Ma X, Shen J, Yin F, Wang C and Cai Z: Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma. Int J Mol Med 38: 466-474, 2016.
APA
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., & Cai, Z. (2016). Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma. International Journal of Molecular Medicine, 38, 466-474. https://doi.org/10.3892/ijmm.2016.2657
MLA
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., Cai, Z."Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma". International Journal of Molecular Medicine 38.2 (2016): 466-474.
Chicago
Sun, W., Ma, X., Shen, J., Yin, F., Wang, C., Cai, Z."Bioinformatics analysis of differentially expressed pathways related to the metastatic characteristics of osteosarcoma". International Journal of Molecular Medicine 38, no. 2 (2016): 466-474. https://doi.org/10.3892/ijmm.2016.2657
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