Abstract
Cancer cells are to some extent regarded as similar to undifferentiated cells, such as embryonic stem cells and induced pluripotent cells. However, cancer cells can be reprogrammed using standard reprogramming procedures. Thus, it would be interesting to observe the result of cancer cell reprogramming. In this paper, we reanalyzed publically available mRNA expression and promoter methylation profiles during reprogramming of non-small-cell lung cancer cell lines, using the recently proposed principal component analysis-based unsupervised feature extraction. Six genes, TGFBI, S100A6, CSRP1, CLDN11, PRKCDBP, and CRIP1, were commonly found (P = 0.003) in the 100 top-ranked genes with aberrant expression or aberrant promoter methylation. Because all six genes were related to cancer in the literature, they might be new therapeutic targets for treatment of non-small-cell lung cancer.
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References
Kim, J., Orkin, S.H.: Embryonic Stem Cell-Specific Signatures in Cancer: Insights Into Genomic Regulatory Networks and Implications for Medicine. Genome. Med. 3, 75 (2011)
Mahalingam, D., Kong, C.M., Lai, J., Tay, L.L., Yang, H., Wang, X.: Reversal of Aberrant Cancer Methylome and Transcriptome Upon Direct Reprogramming of Lung Cancer Cells. Sci. Rep. 2, 592 (2012)
Ishida, S., Umeyama, H., Iwadate, M., Taguchi, Y.-H.: Bioinformatic Screening of Autoimmune Disease Genes and Protein Structure Prediction with FAMS for Drug Discovery. Protein Pept. Lett. (in press, 2014)
Kinoshita, R., Iwadate, M., Umeyama, H., Taguchi, Y.-H.: Genes Associated with Genotype-Specific DNA Methylation in Squamous Cell Carcinoma as Candidate Drug Targets. BMC. Syst. Biol. 8(suppl. 1), S4 (2014)
Murakami, Y., Toyoda, H., Tanahashi, T., Tanaka, J., Kumada, T., Yoshioka, Y., Kosaka, N., Ochiya, T., Taguchi, Y.-H.: Comprehensive Mirna Expression Analysis in Peripheral Blood Can Diagnose Liver Disease. PLOS One 7, E48366 (2012)
Taguchi, Y.-H., Murakami, Y.: Principal Component Analysis Based Feature Extraction Approach to Identify Circulating Microrna Biomarkers. PLOS One 8, E66714 (2013)
Taguchi, Y.-H., Okamoto, A.: Principal Component Analysis for Bacterial Proteomic Analysis. In: Shibuya, T., Kashima, H., Sese, J., Ahmad, S. (eds.) PRIB 2012. LNCS, vol. 7632, pp. 141–152. Springer, Heidelberg (2012)
Nakazato, T., Bono, H., Matsuda, H., And Takagi, T.: Gendoo: Functional Profiling of Gene and Disease Features Using Mesh Vocabulary. Nuc. Acid. Res. 37, S2, W166–W169 (2009)
Li, B., Wen, G., Zhao, Y., Tong, J., Hei, T.K.: The Role of TGFBI in Mesothelioma and Breast Cancer: Association with Tumor Suppression. BMC Cancer 12, 239 (2012)
Ma, C., Rong, Y., Radiloff, D.R., Datto, M.B., Centeno, B., Bao, S., Cheng, A.W.M., Lin, F., Jiang, S., Yeatman, T.J., Wang, X.-F.: Extracellular Matrix Protein BIg-H3/TGFBI Promotes Metastasis of Colon Cancer by Enhancing Cell Extravasation. Genes. Dev. 22, 308–321 (2008)
Irigoyen, M., Pajares, M.J., Agorreta, J., Ponz-SarvisÉ, M., Salvo, E., Lozano, M.D., Pío, R., Gil-Bazo, I., Rouzaut, A.: TGFBI Expression is Associated with a Better Response to Chemotherapy in NSCLC. Mol. Cancer 9, 130 (2010)
Ween, M.P., Oehler, M.K., Ricciardelli, C.: Transforming Growth Factor-Beta-Induced Protein (TGFBI)/(BIg-H3): A Matrix Protein with Dual Functions in Ovarian Cancer. Int. J. Mol. Sci. 13, 10461–10477 (2012)
Yang, Y.Q., Zhang, L.J., Dong, H., Jiang, C.L., Zhu, Z.G., Wu, J.X., Wu, Y.L., Han, J.S., Xiao, H.S., Gao, H.J., Zhang, Q.H.: Upregulated Expression of S100A6 in Human Gastric Cancer. J. Dig. Dis. 8, 186–193 (2007)
Ohuchida, K., Mizumoto, K., Ishikawa, N., Fujii, K., Konomi, H., Nagai, E., Yamaguchi, K., Tsuneyoshi, M., Tanaka, M.: The Role of S100A6 in Pancreatic Cancer Development and its Clinical Implication as a Diagnostic Marker and Therapeutic Target. Clin. Cancer. Res. 11, 7785–7793 (2005)
Ning, X., Sun, S., Zhang, K., Liang, J., Chuai, Y., Li, Y., Wang, X.: S100A6 Protein Negatively Regulates Cacybp/SIP-Mediated Inhibition of Gastric Cancer Cell Proliferation and Tumorigenesis. PLOS One 7, E30185 (2012)
Zhou, C.Z., Qiu, G.Q., Wang, X.L., Fan, J.W., Tang, H.M., Sun, Y.H., Wang, Q., Huang, F., Yan, D.W., Li, D.W., Peng, Z.H.: Screening of Tumor Suppressor Genes on 1q31.1-32.1 in Chinese Patients with Sporadic Colorectal Cancer. Chin. Med. J. 121, 2479–2486 (2008)
Mandal, S., Curtis, L., Pind, M., Murphy, L.C., Watson, P.H.: S100A7 (Psoriasin) Influences Immune Response Genes in Human Breast Cancer. Exp. Cell. Res. 313, 3016–3025 (2007)
Hirasawa, Y., Arai, M., Imazeki, F., Tada, M., Mikata, R., Fukai, K., Miyazaki, M., Ochiai, T., Saisho, H., Yokosuka, O.: Methylation Status of Genes Upregulated by Demethylating Agent 5-Aza-2’-Deoxycytidine in Hepatocellular Carcinoma. Oncology 71, 77–85 (2006)
Hu-Lieskovan, S., Zhang, J., Wu, L., Shimada, H., Schofield, D.E., Triche, T.J.: EWS-FLI1 Fusion Protein Up-Regulates Critical Genes in Neural Crest Development and is Responsible for the Observed Phenotype of Ewing’s Family of Tumors. Cancer Res. 65, 4633–4644 (2005)
Agarwal, R., Mori, Y., Cheng, Y., Jin, Z., Olaru, A.V., Hamilton, J.P., David, S., Selaru, F.M., Yang, J., Abraham, J.M., Montgomery, E., Morin, P.J., Meltzer, S.J.: Silencing of Claudin-11 Is Associated with Increased Invasiveness of Gastric Cancer Cells. PLOS One 4, E8002 (2009)
Karagiannis, G.S., Schaeffer, D.F., Cho, C.K., Musrap, N., Saraon, P., Batruch, I., Grin, A., Mitrovic, B., Kirsch, R., Riddell, R.H., Diamandis, E.P.: Collective Migration of Cancer-Associated Fibroblasts is Enhanced by Overexpression of Tight Junction-Associated Proteins Claudin-11 And Occludin. Mol. Oncol. 8, 178–195 (2014)
Hernandez, V.J., Weng, J., Ly, P., Pompey, S., Dong, H., Mishra, L., Schwarz, M., Anderson, R.G.W., Michaely, P.: Cavin-3 Dictates The Balance Between ERK and Akt Signaling. Elife 2, E00905 (2013)
Ludyga, N., Englert, S., Pflieger, K., Rauser, S., Braselmann, H., Walch, A., Auer, G., Höfler, H., Aubele, M.: The Impact of Cysteine-Rich Intestinal Protein 1 in Human Breast Cancer. Mol. Cancer. 12, 28 (2013)
Wang, Q., Williamson, M., Bott, S., Brookman-Amissah, N., Freeman, A., Nariculam, J., Hubank, M.J.F., Ahmed, A., Masters, J.R.: Hypomethylation of WNT5A, CRIP1 and S100P in Prostate Cancer. Oncogene 26, 6560–6565 (2007)
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Taguchi, Y.h. (2014). Integrative Analysis of Gene Expression and Promoter Methylation during Reprogramming of a Non-Small-Cell Lung Cancer Cell Line Using Principal Component Analysis-Based Unsupervised Feature Extraction. In: Huang, DS., Han, K., Gromiha, M. (eds) Intelligent Computing in Bioinformatics. ICIC 2014. Lecture Notes in Computer Science(), vol 8590. Springer, Cham. https://doi.org/10.1007/978-3-319-09330-7_52
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DOI: https://doi.org/10.1007/978-3-319-09330-7_52
Publisher Name: Springer, Cham
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