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Identifying reproducible cancer-associated highly expressed genes with important functional significances using multiple datasets. Sci Rep 2016; 6:36227. [PMID: 27796338 PMCID: PMC5086981 DOI: 10.1038/srep36227] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Accepted: 10/12/2016] [Indexed: 01/08/2023] Open
Abstract
Identifying differentially expressed (DE) genes between cancer and normal tissues is of basic importance for studying cancer mechanisms. However, current methods, such as the commonly used Significance Analysis of Microarrays (SAM), are biased to genes with low expression levels. Recently, we proposed an algorithm, named the pairwise difference (PD) algorithm, to identify highly expressed DE genes based on reproducibility evaluation of top-ranked expression differences between paired technical replicates of cells under two experimental conditions. In this study, we extended the application of the algorithm to the identification of DE genes between two types of tissue samples (biological replicates) based on several independent datasets or sub-datasets of a dataset, by constructing multiple paired average gene expression profiles for the two types of samples. Using multiple datasets for lung and esophageal cancers, we demonstrated that PD could identify many DE genes highly expressed in both cancer and normal tissues that tended to be missed by the commonly used SAM. These highly expressed DE genes, including many housekeeping genes, were significantly enriched in many conservative pathways, such as ribosome, proteasome, phagosome and TNF signaling pathways with important functional significances in oncogenesis.
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Ge QL, Liu SH, Ai ZH, Tao MF, Ma L, Wen SY, Dai M, Liu F, Liu HS, Jiang RZ, Xue ZW, Jiang YH, Sun XH, Hu YM, Zhao YX, Chen X, Tao Y, Zhu XL, Ding WJ, Yang BQ, Liu DD, Zhang XR, Teng YC. RelB/NF-κB links cell cycle transition and apoptosis to endometrioid adenocarcinoma tumorigenesis. Cell Death Dis 2016; 7:e2402. [PMID: 27711077 PMCID: PMC5133976 DOI: 10.1038/cddis.2016.309] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2016] [Revised: 08/18/2016] [Accepted: 08/30/2016] [Indexed: 12/13/2022]
Abstract
Dysfunction of nuclear factor-κB (NF-κB) signaling has been causally associated with numerous human malignancies. Although the NF-κB family of genes has been implicated in endometrial carcinogenesis, information regarding the involvement of central regulators of NF-κB signaling in human endometrial cancer (EC) is limited. Here, we investigated the specific roles of canonical and noncanonical NF-κB signaling in endometrial tumorigenesis. We found that NF-κB RelB protein, but not RelA, displayed high expression in EC samples and cell lines, with predominant elevation in endometrioid adenocarcinoma (EEC). Moreover, tumor cell-intrinsic RelB was responsible for the abundant levels of c-Myc, cyclin D1, Bcl-2 and Bcl-xL, which are key regulators of cell cycle transition, apoptosis and proliferation in EEC. In contrast, p27 expression was enhanced by RelB depletion. Thus, increased RelB in human EC is associated with enhanced EEC cell growth, leading to endometrial cell tumorigenicity. Our results reveal that regulatory RelB in noncanonical NF-κB signaling may serve as a therapeutic target to block EC initiation.
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Affiliation(s)
- Qiu-Lin Ge
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - San-Hong Liu
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Zhi-Hong Ai
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Min-Fang Tao
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Li Ma
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Shan-Yun Wen
- Department of Obstetrics and Gynecology, Shanghai Songjiang District Central Hospital, Shanghai, China
| | - Miao Dai
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Fei Liu
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Han-Shao Liu
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Rong-Zhen Jiang
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Zhuo-Wei Xue
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Yu-Hang Jiang
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiao-Hua Sun
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yi-Ming Hu
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yong-Xu Zhao
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xi Chen
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yu Tao
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiao-Lu Zhu
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Wen-Jing Ding
- Department of Gynecology, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, China
| | - Bing-Qing Yang
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
| | - Dan-Dan Liu
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiao-Ren Zhang
- Key Laboratory of Stem Cell Biology, Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences and Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yin-Cheng Teng
- Department of Obstetrics and Gynecology, The Sixth People's Hospital affiliated with Shanghai Jiao Tong University, Shanghai, China
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