An analysis about heterogeneity among cancers based on the DNA methylation patterns
被引:11
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作者:
Liu, Yang
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Harbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Liu, Yang
[1
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Gu, Yue
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机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Gu, Yue
[2
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Su, Mu
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Harbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Su, Mu
[1
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Liu, Hui
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机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Liu, Hui
[2
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Zhang, Shumei
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Northeast Forestry Univ, Coll Informat & Comp Engn, Harbin 150040, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Zhang, Shumei
[3
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Zhang, Yan
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Harbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
Zhang, Yan
[1
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机构:
[1] Harbin Inst Technol, Computat Biol Res Ctr, Sch Life Sci & Technol, Harbin 150001, Peoples R China
[2] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
[3] Northeast Forestry Univ, Coll Informat & Comp Engn, Harbin 150040, Peoples R China
Background: It is generally believed that DNA methylation, as one of the most important epigenetic modifications, participates in the regulation of gene expression and plays an important role in the development of cancer, and there exits epigenetic heterogeneity among cancers. Therefore, this study tried to screen for reliable prognostic markers for different cancers, providing further explanation for the heterogeneity of cancers, and more targets for clinical transformation studies of cancer from epigenetic perspective. Methods: This article discusses the epigenetic heterogeneity of cancer in detail. Firstly, DNA methylation data of seven cancer types were obtained from Illumina Infinium HumanMethylation 450 K platform of TCGA database. Then, differential methylation analysis was performed in the promotor region. Secondly, pivotal gene markers were obtained by constructing the DNA methylation correlation network and the gene interaction network in the KEGG pathway, and 317 marker genes obtained from two networks were integrated as candidate markers for the prognosis model. Finally, we used the univariate and multivariate COX regression models to select specific independent prognostic markers for each cancer, and studied the risk factor of these genes by doing survival analysis. Results: First, the cancer type-specific gene markers were obtained by differential methylation analysis and they were found to be involved in different biological functions by enrichment analysis. Moreover, specific and common diagnostic markers for each type of cancer was sorted out and Kaplan-Meier survival analysis showed that there was significant difference in survival between the two risk groups. Conclusions: This study screened out reliable prognostic markers for different cancers, providing a further explanation for the heterogeneity of cancer at the DNA methylation level and more targets for clinical conversion studies of cancer.
机构:
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Tsai, Albert G.
Chen, Debbie M.
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机构:
Univ So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Chen, Debbie M.
Lin, Mayin
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机构:
Univ So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Lin, Mayin
Hsieh, John C. F.
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机构:
Univ So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Hsieh, John C. F.
Okitsu, Cindy Y.
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h-index: 0
机构:
Univ So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Okitsu, Cindy Y.
Taghva, Alexander
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h-index: 0
机构:
Univ So Calif, Dept Neurol Surg, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Taghva, Alexander
Shibata, Darryl
论文数: 0引用数: 0
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机构:
Univ So Calif, Dept Pathol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Shibata, Darryl
Hsieh, Chih-Lin
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机构:
Univ So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
Univ So Calif, Dept Biochem & Mol Biol, Norris Canc Ctr, Los Angeles, CA 90033 USAUniv So Calif, Dept Urol, Norris Canc Ctr, Los Angeles, CA 90033 USA
机构:
Institute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Department of Pharmacy, Quanzhou Medical College, Quanzhou 362011, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Xu, Rong
Lin, Shaokun
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机构:
Department of Urology, First Hospital of Quanzhou Affiliated Fujian Medical University, Quanzhou, Fujian 362000, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Lin, Shaokun
Xin, Jun
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机构:
Department of Urology, First Hospital of Quanzhou Affiliated Fujian Medical University, Quanzhou, Fujian 362000, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Xin, Jun
Guo, Youhong
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h-index: 0
机构:
Department of Pharmacy, Quanzhou Medical College, Quanzhou 362011, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Guo, Youhong
Zhang, Wenzhou
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h-index: 0
机构:
Department of Pharmacy, Quanzhou Medical College, Quanzhou 362011, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Zhang, Wenzhou
Lin, Yangjun
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h-index: 0
机构:
Department of Pharmacy, Quanzhou Medical College, Quanzhou 362011, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
Lin, Yangjun
Xu, Rui'an
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机构:
Institute of Molecular Medicine, Huaqiao University, Quanzhou 362021, ChinaInstitute of Molecular Medicine, Huaqiao University, Quanzhou 362021, China
机构:
Univ Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USA
Lanata, Cristina M.
Chung, Sharon A.
论文数: 0引用数: 0
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机构:
Univ Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USA
Chung, Sharon A.
Criswell, Lindsey A.
论文数: 0引用数: 0
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机构:
Univ Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Med, Russell Engleman Rheumatol Res Ctr, San Francisco, CA 94143 USA