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Integrative decomposition procedure and Kappa statistics set up ATF2 ion binding module in malignant pleural mesothelioma (MPM)

  • Research Article
  • Published:
Frontiers of Electrical and Electronic Engineering in China

Abstract

Activating transcription factor 2 (ATF2) is a member of the ATF/cyclic AMP-responsive element binding protein family of transcription factors. However, the information concerning ATF2 ion-mediated DNA binding module and function of ATF2 in malignant pleural mesothelioma (MPM) has never been addressed. In this study, by using GRNInfer and GVedit based on linear programming and a decomposition procedure, with integrated analysis of the function cluster using Kappa statistics and fuzzy heuristic clustering in MPM, we identified one ATF2 ion-mediated DNA binding module involved in invasive function including ATF2 inhibition to target genes FALZ, C20orf31, NME2, PLOD2, RNF10, and RNASEH1, upstream RNF10 and PLOD2 activation to ATF2, upstream RNASEH1 and FALZ inhibition to ATF2 from 40 MPM tumors and 5 normal pleural tissues. Remarkably, our results showed that the predominant effect of ATF2 occupancy is to suppress the activation of target genes on MPM. Importantly, the ATF2 ionmediated DNA binding module reflects ‘mutual’ positive and negative feedback regulation mechanism of ATF2 with up-and down-stream genes. It may be useful for developing novel prognostic markers and therapeutic targets in MPM.

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References

  1. Papassava P, Gorgoulis V G, Papaevangeliou D, et al. Overexpression of activating transcription factor-2 is required for tumor growth and progression in mouse skin tumors. Cancer Research, 2004, 64(23): 8573–8584

    Article  Google Scholar 

  2. Hayakawa J, Depatie C, Ohmichi M, et al. The activation of c-Jun NH2-terminal kinase (JNK) by DNA-damaging agents serves to promote drug resistance via activating transcription factor 2 (ATF2)-dependent enhanced DNA repair. Journal of Biological Chemistry, 2003, 278(23): 20582–20592

    Article  Google Scholar 

  3. Hong S, Choi H M, Park M J, et al. Activation and interaction of ATF2 with the coactivator ASC-2 are responsive for granulocytic differentiation by retinoic acid. Journal of Biological Chemistry, 2004, 279(17): 16996–17003

    Article  Google Scholar 

  4. Kravets A, Hu Z, Miralem T, et al. Biliverdin reductase, a novel regulator for induction of activating transcription factor-2 and heme oxygenase-1. Journal of Biological Chemistry, 2004, 279(19): 19916–19923

    Article  Google Scholar 

  5. Bailey J, Europe-Finner G N. Identification of human myometrial target genes of the c-Jun NH2-terminal kinase (JNK) pathway: the role of activating transcription factor 2 (ATF2) and a novel spliced isoform ATF2-small. Journal of Molecular Endocrinology, 2005, 34(1): 19–35

    Article  Google Scholar 

  6. Shimizu M, Nomura Y, Suzuki H, et al. Activation of the rat cyclin A promoter by ATF2 and Jun family members and its suppression by ATF4. Experimental Cell Research, 1998, 239(1): 93–103

    Article  Google Scholar 

  7. Watanabe G, Howe A, Lee R. J, et al. Induction of cyclin D1 by simian virus 40 small tumor antigen. Proceedings of the National Academy of Sciences of the United States of America, 1996, 93(23): 12861–12866

    Article  Google Scholar 

  8. Liang G, Wolfgang CD, Chen B P, et al. ATF3 gene. Genomic organization, promoter, and regulation. Journal of Biological Chemistry, 1996, 271(3): 1695–1701

    Article  Google Scholar 

  9. Liu F, Green M R. A specific member of the ATF transcription factor family can mediate transcription activation by the adenovirus E1a protein. Cell, 1990, 61(7): 1217–1224

    Article  Google Scholar 

  10. Kawasaki H, Schiltz L, Chiu R, et al. ATF-2 has intrinsic histone acetyltransferase activity which is modulated by phosphorylation. Nature, 2000, 405(6783): 195–200

    Article  Google Scholar 

  11. Bhoumik A, Takahashi S, Breitweiser W, et al. ATM-dependent phosphorylation of ATF2 is required for theDNA damage response. Molecular Cell, 2005, 18(5): 577–587

    Article  Google Scholar 

  12. Bhattacharya S, Chaudhuri P. Metal-ion-mediated tuning of duplex DNA binding by bis(2-(2-pyridyl)-1H-benzimidazole). Chemistry, an Asian Journal, 2007, 2(5): 648–655

    Article  Google Scholar 

  13. Böhme D, Düpre N, Megger D A, et al. Conformational change induced by metal-ion-binding to DNA containing the artificial 1,2,4-triazole nucleoside. Inorganic Chemistry, 2007, 46(24): 10114–10119

    Article  Google Scholar 

  14. Sugiyama K, Kageyama Y, Okamoto I, et al. Preparation and metal ion-binding of 4-N-substituted cytosine pairs in DNA duplexes. Nucleic Acids Symposium Series (Oxf), 2007, (51): 177–178

  15. Tusher V G, Tibshirani R, Chu G. Significance analysis of microarrays applied to the ionizing radiation response. Proceedings of the National Academy of Sciences of the United States of America, 2001, 98(9): 5116–5121

    Article  MATH  Google Scholar 

  16. Wang Y, Joshi T, Zhang X S, et al. Inferring gene regulatory networks from multiple microarray datasets. Bioinformatics, 2006, 22(19): 2413–2420

    Article  Google Scholar 

  17. Dennis G Jr, Sherman B T, Hosack D A, et al. DAVID: database for annotation, visualization, and integrated discovery. Genome Biology, 2003, 4(5): P3

    Article  Google Scholar 

  18. Huang da W, Sherman B T, Tan Q, et al. DAVID Bioinformatics Resources: expanded annotation database and novel algorithms to better extract biology from large gene lists. Nucleic Acids Research, 2007, 35(Web Server issue): W169–175

    Article  Google Scholar 

  19. Sangerman J, Lee M S, Yao X, et al. Mechanism for fetal hemoglobin induction by histone deacetylase inhibitors involves gamma-globin activation by CREB1 and ATF-2. Blood, 2006, 108(10): 3590–3599

    Article  Google Scholar 

  20. Colmone A, Li S, Wang C R. Activating transcription factor/cAMP response element binding protein family member regulated transcription of CD1A. Journal of immunology, 2006, 177(10): 7024–7032

    Google Scholar 

  21. Shen Y H, Zhang L, Gan Y, et al. Up-regulation of PTEN (phosphatase and tensin homolog deleted on chromosome ten) mediates p38 MAPK stress signal-induced inhibition of insulin signaling. A cross-talk between stress signaling and insulin signaling in resistin-treated human endothelial cells. Journal of Biological Chemistry, 2006, 281(12): 7727–7736

    Article  Google Scholar 

  22. Zhang S, Liu H, Liu J, et al. Activation of activating transcription factor 2 by p38 MAP kinase during apoptosis induced by human amylin in cultured pancreatic beta-cells. FEBS Journal, 2006, 273(16): 3779–3791

    Article  Google Scholar 

  23. Renné C, Martin-Subero J I, Eickernjäger M., et al. Aberrant expression of ID2, a suppressor of B-cell-specific gene expression, in Hodgkin’s lymphoma. The American Journal of Pathology, 2006, 169(2): 655–664

    Article  Google Scholar 

  24. Mikami S, Hirose Y, Yoshida K, et al. Predominant expression of OLIG2 over ID2 in oligodendroglial tumors. Virchows Archiv: an International Journal of Pathology, 2007, 450(5): 575–584

    Article  Google Scholar 

  25. Nakamichi I, Hatakeyama S, Nakayama K I. Formation of Mallory body-like inclusions and cell death induced by deregulated expression of keratin 18. Molecular Biology of the Cell, 2002, 13(10): 3441–3451

    Article  Google Scholar 

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Correspondence to Lin Wang.

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Sun, Y., Wang, L. & Liu, L. Integrative decomposition procedure and Kappa statistics set up ATF2 ion binding module in malignant pleural mesothelioma (MPM). Front. Electr. Electron. Eng. China 3, 381–387 (2008). https://doi.org/10.1007/s11460-008-0086-3

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  • DOI: https://doi.org/10.1007/s11460-008-0086-3

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