The m6A RNA Demethylase ALKBH5 Promotes Radioresistance and Invasion Capability of Glioma Stem Cells
Abstract
:Simple Summary
Abstract
1. Introduction
2. Results
2.1. Downregulation of ALKBH5 Gene Expression Radiosensitizes GBMSCs
2.2. Targeting ALKBH5 in GBMSCs Inhibits the Expression of Key DNA Damage Response Genes
2.3. Blocking ALKBH5 Expression Represses Invasion of GBMSCs
2.4. Molecular Signatures Associated with High ALKBH5 Expression
3. Discussion
4. Materials and Methods
4.1. GBM Patient-Derived Cells
4.2. Cells Irradiation
4.3. SiRNA Transfection, RNA Extraction, Reverse Transcription, and Real-Time PCR
4.4. Three-Dimensional Clonogenic Assay
4.5. Western Blot Analysis
4.6. Three-Dimensional Tumor Spheroid Invasion Assay
4.7. Genes Correlations
4.8. Molecular Signatures Associated with ALKBH5 Expression
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Weller, M.; Butowski, N.; Tran, D.D.; Recht, L.D.; Lim, M.; Hirte, H.; Ashby, L.; Mechtler, L.; Goldlust, S.A.; Iwamoto, F.; et al. Rindopepimut with temozolomide for patients with newly diagnosed, EGFRvIII-expressing glioblastoma (ACT IV): A randomised, double-blind, international phase 3 trial. Lancet Oncol. 2017, 18, 1373–1385. [Google Scholar] [CrossRef] [Green Version]
- Lathia, J.D.; Mack, S.C.; Mulkearns-Hubert, E.E.; Valentim, C.L.; Rich, J.N. Cancer stem cells in glioblastoma. Genes Dev. 2015, 29, 1203–1217. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Singh, S.K.; Clarke, I.D.; Terasaki, M.; Bonn, V.E.; Hawkins, C.; Squire, J.; Dirks, P.B. Identification of a cancer stem cell in human brain tumors. Cancer Res. 2003, 63, 5821–5828. [Google Scholar] [PubMed]
- Bao, S.; Wu, Q.; McLendon, R.E.; Hao, Y.; Shi, Q.; Hjelmeland, A.B.; Dewhirst, M.W.; Bigner, D.D.; Rich, J.N. Glioma stem cells promote radioresistance by preferential activation of the DNA damage response. Nature 2006, 444, 756–760. [Google Scholar] [CrossRef] [PubMed]
- Liu, G.; Yuan, X.; Zeng, Z.; Tunici, P.; Ng, H.; Abdulkadir, I.R.; Lu, L.; Irvin, D.; Black, K.L.; Yu, J.S. Analysis of gene expression and chemoresistance of CD133+ cancer stem cells in glioblastoma. Mol. Cancer 2006, 5, 67. [Google Scholar] [CrossRef] [Green Version]
- Zhang, Y.; Geng, X.; Li, Q.; Xu, J.; Tan, Y.; Xiao, M.; Song, J.; Liu, F.; Fang, C.; Wang, H. m6A modification in RNA: Biogenesis, functions and roles in gliomas. J. Exp. Clin. Cancer Res. 2020, 39, 192. [Google Scholar] [CrossRef]
- Deng, X.; Su, R.; Feng, X.; Wei, M.; Chen, J. Role of N(6)-methyladenosine modification in cancer. Curr. Opin. Genet. Dev. 2018, 48, 1–7. [Google Scholar] [CrossRef]
- Chen, X.Y.; Zhang, J.; Zhu, J.S. The role of m(6)A RNA methylation in human cancer. Mol. Cancer 2019, 18, 103. [Google Scholar] [CrossRef] [Green Version]
- Pinello, N.; Sun, S.; Wong, J.J. Aberrant expression of enzymes regulating m(6)A mRNA methylation: Implication in cancer. Cancer Biol. Med. 2018, 15, 323–334. [Google Scholar] [PubMed] [Green Version]
- Wang, T.; Kong, S.; Tao, M.; Ju, S. The potential role of RNA N6-methyladenosine in Cancer progression. Mol. Cancer 2020, 19, 88. [Google Scholar] [CrossRef] [PubMed]
- Galardi, S.; Michienzi, A.; Ciafre, S.A. Insights into the Regulatory Role of m(6)A Epitranscriptome in Glioblastoma. Int. J. Mol. Sci. 2020, 21, 2816. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Cui, Q.; Shi, H.; Ye, P.; Li, L.; Qu, Q.; Sun, G.; Sun, G.; Lu, Z.; Huang, Y.; Yang, C.G.; et al. m(6)A RNA Methylation Regulates the Self-Renewal and Tumorigenesis of Glioblastoma Stem Cells. Cell Rep. 2017, 18, 2622–2634. [Google Scholar] [CrossRef] [PubMed]
- Su, R.; Dong, L.; Li, C.; Nachtergaele, S.; Wunderlich, M.; Qing, Y.; Deng, X.; Wang, Y.; Weng, X.; Hu, C.; et al. R-2HG Exhibits Anti-tumor Activity by Targeting FTO/m(6)A/MYC/CEBPA Signaling. Cell 2018, 172, 90–105. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Zhang, S.; Zhao, B.S.; Zhou, A.; Lin, K.; Zheng, S.; Lu, Z.; Chen, Y.; Sulman, E.P.; Xie, K.; Bögler, O.; et al. m(6)A Demethylase ALKBH5 Maintains Tumorigenicity of Glioblastoma Stem-like Cells by Sustaining FOXM1 Expression and Cell Proliferation Program. Cancer Cell 2017, 31, 591–606. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Liu, B.; Zhou, J.; Wang, C.; Chi, Y.; Wei, Q.; Fu, Z.; Lian, C.; Huang, Q.; Liao, C.; Yang, Z.; et al. LncRNA SOX2OT promotes temozolomide resistance by elevating SOX2 expression via ALKBH5-mediated epigenetic regulation in glioblastoma. Cell Death Dis. 2020, 11, 384. [Google Scholar] [CrossRef] [PubMed]
- Taylor, O.G.; Brzozowski, J.S.; Skelding, K.A. Glioblastoma Multiforme: An Overview of Emerging Therapeutic Targets. Front. Oncol. 2019, 9, 963. [Google Scholar] [CrossRef] [Green Version]
- Zhou, S.; Bai, Z.L.; Xia, D.; Zhao, Z.J.; Zhao, R.; Wang, Y.Y.; Zhe, H. FTO regulates the chemo-radiotherapy resistance of cervical squamous cell carcinoma (CSCC) by targeting beta-catenin through mRNA demethylation. Mol. Carcinog 2018, 57, 590–597. [Google Scholar] [CrossRef]
- Chao, Y.; Shang, J.; Ji, W. ALKBH5-m(6)A-FOXM1 signaling axis promotes proliferation and invasion of lung adenocarcinoma cells under intermittent hypoxia. Biochem. Biophys. Res. Commun. 2020, 521, 499–506. [Google Scholar] [CrossRef]
- Ding, Y.; Qi, N.; Wang, K.; Huang, Y.; Liao, J.; Wang, H.; Tan, A.; Liu, L.; Zhang, Z.; Li, J.; et al. FTO Facilitates Lung Adenocarcinoma Cell Progression by Activating Cell Migration Through mRNA Demethylation. OncoTargets Ther. 2020, 13, 1461–1470. [Google Scholar] [CrossRef] [Green Version]
- Xu, Y.; Ye, S.; Zhang, N.; Zheng, S.; Liu, H.; Zhou, K.; Wang, L.; Cao, Y.; Sun, P.; Wang, T. The FTO/miR-181b-3p/ARL5B signaling pathway regulates cell migration and invasion in breast cancer. Cancer Commun. 2020, 40, 484–500. [Google Scholar] [CrossRef]
- Zhang, J.; Guo, S.; Piao, H.Y.; Wang, Y.; Wu, Y.; Meng, X.Y.; Yang, D.; Zheng, Z.C.; Zhao, Y. ALKBH5 promotes invasion and metastasis of gastric cancer by decreasing methylation of the lncRNA NEAT1. J. Physiol. Biochem. 2019, 75, 379–389. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Liu, J.; Ren, D.; Du, Z.; Wang, H.; Zhang, H.; Jin, Y. M(6)A demethylase FTO facilitates tumor progression in lung squamous cell carcinoma by regulating MZF1 expression. Biochem. Biophys. Res. Commun. 2018, 502, 456–464. [Google Scholar] [CrossRef] [PubMed]
- Chen, Y.; Zhao, Y.; Chen, J.; Peng, C.; Zhang, Y.; Tong, R.; Cheng, Q.; Yang, B.; Feng, X.; Lu, Y.; et al. ALKBH5 suppresses malignancy of hepatocellular carcinoma via m(6)A-guided epigenetic inhibition of LYPD1. Mol. Cancer 2020, 19, 123. [Google Scholar] [CrossRef] [PubMed]
- Tang, B.; Yang, Y.; Kang, M.; Wang, Y.; Wang, Y.; Bi, Y.; He, S.; Shimamoto, F. m(6)A demethylase ALKBH5 inhibits pancreatic cancer tumorigenesis by decreasing WIF-1 RNA methylation and mediating Wnt signaling. Mol. Cancer 2020, 19, 3. [Google Scholar] [CrossRef] [PubMed]
- Yang, P.; Wang, Q.; Liu, A.; Zhu, J.; Feng, J. ALKBH5 Holds Prognostic Values and Inhibits the Metastasis of Colon Cancer. Pathol. Oncol. Res. 2020, 26, 1615–1623. [Google Scholar] [CrossRef] [PubMed]
- Yuan, Y.; Du, Y.; Wang, L.; Liu, X. The M6A methyltransferase METTL3 promotes the development and progression of prostate carcinoma via mediating MYC methylation. J. Cancer 2020, 11, 3588–3595. [Google Scholar] [CrossRef]
- Gouaze-Andersson, V.; Gherardi, M.J.; Lemarie, A.; Gilhodes, J.; Lubrano, V.; Arnauduc, F.; Cohen-Jonathan Moyal, E.; Toulas, C. FGFR1/FOXM1 pathway: A key regulator of glioblastoma stem cells radioresistance and a prognosis biomarker. Oncotarget 2018, 9, 31637–31649. [Google Scholar] [CrossRef] [Green Version]
- Kowalski-Chauvel, A.; Gouaze-Andersson, V.; Baricault, L.; Martin, E.; Delmas, C.; Toulas, C.; Cohen-Jonathan-Moyal, E.; Seva, C. Alpha6-Integrin Regulates FGFR1 Expression through the ZEB1/YAP1 Transcription Complex in Glioblastoma Stem Cells Resulting in Enhanced Proliferation and Stemness. Cancers 2019, 11, 406. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kowalski-Chauvel, A.; Modesto, A.; Gouaze-Andersson, V.; Baricault, L.; Gilhodes, J.; Delmas, C.; Lemarie, A.; Toulas, C.; Cohen-Jonathan-Moyal, E.; Seva, C. Alpha-6 integrin promotes radioresistance of glioblastoma by modulating DNA damage response and the transcription factor Zeb1. Cell Death Dis. 2018, 9, 872. [Google Scholar] [CrossRef]
- Malric, L.; Monferran, S.; Delmas, C.; Arnauduc, F.; Dahan, P.; Boyrie, S.; Deshors, P.; Lubrano, V.; Da Mota, D.F.; Gilhodes, J.; et al. Inhibiting Integrin beta8 to Differentiate and Radiosensitize Glioblastoma-Initiating Cells. Mol. Cancer Res. 2019, 17, 384–397. [Google Scholar] [CrossRef] [Green Version]
- Ahmed, S.U.; Carruthers, R.; Gilmour, L.; Yildirim, S.; Watts, C.; Chalmers, A.J. Selective Inhibition of Parallel DNA Damage Response Pathways Optimizes Radiosensitization of Glioblastoma Stem-like Cells. Cancer Res. 2015, 75, 4416–4428. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Cheng, L.; Wu, Q.; Huang, Z.; Guryanova, O.A.; Huang, Q.; Shou, W.; Rich, J.N.; Bao, S. L1CAM regulates DNA damage checkpoint response of glioblastoma stem cells through NBS1. EMBO J. 2011, 30, 800–813. [Google Scholar] [CrossRef] [PubMed]
- King, H.O.; Brend, T.; Payne, H.L.; Wright, A.; Ward, T.A.; Patel, K.; Egnuni, T.; Stead, L.F.; Patel, A.; Wurdak, H.; et al. RAD51 Is a Selective DNA Repair Target to Radiosensitize Glioma Stem Cells. Stem Cell Rep. 2017, 8, 125–139. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Neizer-Ashun, F.; Bhattacharya, R. Reality CHEK: Understanding the biology and clinical potential of CHK1. Cancer Lett. 2020, 497, 202–211. [Google Scholar] [CrossRef] [PubMed]
- Laurini, E.; Marson, D.; Fermeglia, A.; Aulic, S.; Fermeglia, M.; Pricl, S. Role of Rad51 and DNA repair in cancer: A molecular perspective. Pharmacol. Ther. 2020, 208, 107492. [Google Scholar] [CrossRef] [PubMed]
- Lim, Y.C.; Roberts, T.L.; Day, B.W.; Stringer, B.W.; Kozlov, S.; Fazry, S.; Bruce, Z.C.; Ensbey, K.S.; Walker, D.G.; Boyd, A.W.; et al. Increased sensitivity to ionizing radiation by targeting the homologous recombination pathway in glioma initiating cells. Mol. Oncol. 2014, 8, 1603–1615. [Google Scholar] [CrossRef] [PubMed]
- Short, S.C.; Giampieri, S.; Worku, M.; Alcaide-German, M.; Sioftanos, G.; Bourne, S.; Lio, K.I.; Shaked-Rabi, M.; Martindale, C. Rad51 inhibition is an effective means of targeting DNA repair in glioma models and CD133+ tumor-derived cells. Neuro Oncol. 2011, 13, 487–499. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Mah, L.J.; El-Osta, A.; Karagiannis, T.C. gammaH2AX: A sensitive molecular marker of DNA damage and repair. Leukemia 2010, 24, 679–686. [Google Scholar] [CrossRef] [Green Version]
- Wierstra, I. The transcription factor FOXM1 (Forkhead box M1): Proliferation-specific expression, transcription factor function, target genes, mouse models, and normal biological roles. Adv. Cancer Res. 2013, 118, 97–398. [Google Scholar]
- Zanconato, F.; Cordenonsi, M.; Piccolo, S. YAP and TAZ: A signalling hub of the tumour microenvironment. Nat. Rev. Cancer 2019, 19, 454–464. [Google Scholar] [CrossRef]
- Olivia, M.Y.; Benitez, J.A.; Plouffe, S.W.; Ryback, D.; Klein, A.; Smith, J.; Greenbaum, J.; Delatte, B.; Rao, A.; Guan, K.L.; et al. YAP and MRTF-A, transcriptional co-activators of RhoA-mediated gene expression, are critical for glioblastoma tumorigenicity. Oncogene 2018, 37, 5492–5507. [Google Scholar]
- Feng, J.; Gou, J.; Jia, J.; Yi, T.; Cui, T.; Li, Z. Verteporfin, a suppressor of YAP-TEAD complex, presents promising antitumor properties on ovarian cancer. OncoTargets Ther. 2016, 9, 5371–5381. [Google Scholar]
- Wei, C.; Li, X. Determination of the migration effect and molecular docking of verteporfin in different subtypes of breast cancer cells. Mol. Med. Rep. 2020, 22, 3955–3961. [Google Scholar] [CrossRef]
- Al-Moujahed, A.; Brodowska, K.; Stryjewski, T.P.; Efstathiou, N.E.; Vasilikos, I.; Cichy, J.; Miller, J.W.; Gragoudas, E.; Vavvas, D.G. Verteporfin inhibits growth of human glioma in vitro without light activation. Sci. Rep. 2017, 7, 7602. [Google Scholar] [CrossRef]
- Kuramoto, K.; Yamamoto, M.; Suzuki, S.; Sanomachi, T.; Togashi, K.; Seino, S.; Kitanaka, C.; Okada, M. Verteporfin inhibits oxidative phosphorylation and induces cell death specifically in glioma stem cells. FEBS J. 2020, 287, 2023–2036. [Google Scholar] [CrossRef]
- Pellosi, D.S.; Paula, L.B.; de Melo, M.T.; Tedesco, A.C. Targeted and Synergic Glioblastoma Treatment: Multifunctional Nanoparticles Delivering Verteporfin as Adjuvant Therapy for Temozolomide Chemotherapy. Mol. Pharm. 2019, 16, 1009–1024. [Google Scholar] [CrossRef]
- Visvanathan, A.; Patil, V.; Arora, A.; Hegde, A.S.; Arivazhagan, A.; Santosh, V.; Somasundaram, K. Essential role of METTL3-mediated m(6)A modification in glioma stem-like cells maintenance and radioresistance. Oncogene 2018, 37, 522–533. [Google Scholar] [CrossRef]
- Lim, Y.C.; Roberts, T.L.; Day, B.W.; Harding, A.; Kozlov, S.; Kijas, A.W.; Ensbey, K.S.; Walker, D.G.; Lavin, M.F. A role for homologous recombination and abnormal cell-cycle progression in radioresistance of glioma-initiating cells. Mol. Cancer Ther. 2012, 11, 1863–1872. [Google Scholar] [CrossRef] [Green Version]
- Navarra, G.; Pagano, C.; Pacelli, R.; Crescenzi, E.; Longobardi, E.; Gazzerro, P.; Fiore, D.; Pastorino, O.; Pentimalli, F.; Laezza, C.; et al. N(6)-Isopentenyladenosine Enhances the Radiosensitivity of Glioblastoma Cells by Inhibiting the Homologous Recombination Repair Protein RAD51 Expression. Front. Oncol. 2019, 9, 1498. [Google Scholar] [CrossRef]
- De Sousa, J.F.; Torrieri, R.; Serafim, R.B.; Di Cristofaro, L.F.; Escanfella, F.D.; Ribeiro, R.; Zanette, D.L.; Paçó-Larson, M.L.; da Silva, W.A., Jr.; Tirapelli, D.P.; et al. Expression signatures of DNA repair genes correlate with survival prognosis of astrocytoma patients. Tumour Biol. J. Int. Soc. Oncodev. Biol. Med. 2017, 39, 1010428317694552. [Google Scholar] [CrossRef] [Green Version]
- Sousa, J.F.; Serafim, R.B.; Freitas, L.M.; Fontana, C.R.; Valente, V. DNA repair genes in astrocytoma tumorigenesis, progression and therapy resistance. Genet. Mol. Biol. 2019, 43 (Suppl. 1), e20190066. [Google Scholar] [CrossRef] [Green Version]
- Patties, I.; Kallendrusch, S.; Bohme, L.; Kendzia, E.; Oppermann, H.; Gaunitz, F.; Kortmann, R.D.; Glasow, A. The Chk1 inhibitor SAR-020106 sensitizes human glioblastoma cells to irradiation, to temozolomide, and to decitabine treatment. J. Exp. Clin. Cancer Res. 2019, 38, 420. [Google Scholar] [CrossRef] [Green Version]
- Huang, Y.; Su, R.; Sheng, Y.; Dong, L.; Dong, Z.; Xu, H.; Ni, T.; Zhang, Z.S.; Zhang, T.; Li, C.; et al. Small-Molecule Targeting of Oncogenic FTO Demethylase in Acute Myeloid Leukemia. Cancer Cell 2019, 35, 677–691. [Google Scholar] [CrossRef] [Green Version]
- Huang, Y.; Yan, J.; Li, Q.; Li, J.; Gong, S.; Zhou, H.; Gan, J.; Jiang, H.; Jia, G.F.; Luo, C.; et al. Meclofenamic acid selectively inhibits FTO demethylation of m6A over ALKBH5. Nucleic Acids Res. 2015, 43, 373–384. [Google Scholar] [CrossRef]
- Soriano-Hernández, A.D.; Galvan-Salazar, H.R.; Montes-Galindo, D.A.; Rodriguez-Hernandez, A.; Martinez-Martinez, R.; Guzman-Esquivel, J.; Valdez-Velazquez, L.L.; Baltazar-Rodriguez, L.M.; Espinoza-Gómez, F.; Rojas-Martinez, A.; et al. Antitumor effect of meclofenamic acid on human androgen-independent prostate cancer: A preclinical evaluation. Int. Urol. Nephrol. 2012, 44, 471–477. [Google Scholar] [CrossRef]
- Soriano-Hernandez, A.D.; Madrigal-Pérez, D.; Galvan-Salazar, H.R.; Martinez-Fierro, M.L.; Valdez-Velazquez, L.L.; Espinoza-Gómez, F.; Vazquez-Vuelvas, O.F.; Olmedo-Buenrostro, B.A.; Guzman-Esquivel, J.; Rodriguez-Sanchez, I.P.; et al. Anti-inflammatory drugs and uterine cervical cancer cells: Antineoplastic effect of meclofenamic acid. Oncol. Lett. 2015, 10, 2574–2578. [Google Scholar] [CrossRef] [Green Version]
- Li, N.; Kang, Y.; Wang, L.; Huff, S.; Tang, R.; Hui, H.; Agrawal, K.; Gonzalez, G.M.; Wang, Y.; Patel, S.P.; et al. ALKBH5 regulates anti-PD-1 therapy response by modulating lactate and suppressive immune cell accumulation in tumor microenvironment. Proc. Natl. Acad. Sci. USA 2020, 117, 20159–20170. [Google Scholar] [CrossRef]
- Li, B.; Jiang, J.; Assaraf, Y.G.; Xiao, H.; Chen, Z.S.; Huang, C. Surmounting cancer drug resistance: New insights from the perspective of N(6)-methyladenosine RNA modification. Drug Resist. Updates 2020, 53, 100720. [Google Scholar] [CrossRef]
- Malacrida, A.; Rivara, M.; Di Domizio, A.; Cislaghi, G.; Miloso, M.; Zuliani, V.; Nicolini, G. 3D proteome-wide scale screening and activity evaluation of a new ALKBH5 inhibitor in U87 glioblastoma cell line. Bioorg Med. Chem. 2020, 28, 115300. [Google Scholar] [CrossRef]
- Niu, Y.; Lin, Z.; Wan, A.; Chen, H.; Liang, H.; Sun, L.; Wang, Y.; Li, X.; Xiong, X.F.; Wei, B.; et al. RNA N6-methyladenosine demethylase FTO promotes breast tumor progression through inhibiting BNIP3. Mol. Cancer 2019, 18, 46. [Google Scholar] [CrossRef] [Green Version]
- Zhu, H.; Gan, X.; Jiang, X.; Diao, S.; Wu, H.; Hu, J. ALKBH5 inhibited autophagy of epithelial ovarian cancer through miR-7 and BCL-2. J. Exp. Clin. Cancer Res. 2019, 38, 163. [Google Scholar] [CrossRef] [Green Version]
- Jin, D.; Guo, J.; Wu, Y.; Yang, L.; Wang, X.; Du, J.; Dai, J.; Chen, W.; Gong, K.; Miao, S.; et al. m(6)A demethylase ALKBH5 inhibits tumor growth and metastasis by reducing YTHDFs-mediated YAP expression and inhibiting miR-107/LATS2-mediated YAP activity in NSCLC. Mol. Cancer 2020, 19, 40. [Google Scholar] [CrossRef] [Green Version]
- Avril, T.; Vauleon, E.; Hamlat, A.; Saikali, S.; Etcheverry, A.; Delmas, C.; Diabira, S.; Mosser, J.; Quillien, V. Human glioblastoma stem-like cells are more sensitive to allogeneic NK and T cell-mediated killing compared with serum-cultured glioblastoma cells. Brain Pathol. 2012, 22, 159–174. [Google Scholar] [CrossRef]
- Vinci, M.; Box, C.; Eccles, S.A. Three-dimensional (3D) tumor spheroid invasion assay. J. Vis. Exp. 2015, e52686. [Google Scholar] [CrossRef] [Green Version]
- Ceccarelli, M.; Barthel, F.P.; Malta, T.M.; Sabedot, T.S.; Salama, S.R.; Murray, B.A.; Morozova, O.; Newton, Y.; Radenbaugh, A.; Pagnotta, S.M.; et al. Molecular Profiling Reveals Biologically Discrete Subsets and Pathways of Progression in Diffuse Glioma. Cell 2016, 164, 550–563. [Google Scholar] [CrossRef]
- Fred’s Softwares. Available online: https://sites.google.com/site/fredsoftwares (accessed on 17 December 2020).
- Benjamini, Y.; Drai, D.; Elmer, G.; Kafkafi, N.; Golani, I. Controlling the false discovery rate in behavior genetics research. Behav. Brain Res. 2001, 125, 279–284. [Google Scholar] [CrossRef] [Green Version]
- Gene Ontology Consortium. The Gene Ontology Resource: 20 years and still going strong. Nucleic Acids Res. 2019, 47, D330–D338. [Google Scholar] [CrossRef] [Green Version]
- Ycart, B.; Pont, F.; Fournie, J.J. Curbing false discovery rates in interpretation of genome-wide expression profiles. J. Biomed. Inf. 2014, 47, 58–61. [Google Scholar] [CrossRef]
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Kowalski-Chauvel, A.; Lacore, M.G.; Arnauduc, F.; Delmas, C.; Toulas, C.; Cohen-Jonathan-Moyal, E.; Seva, C. The m6A RNA Demethylase ALKBH5 Promotes Radioresistance and Invasion Capability of Glioma Stem Cells. Cancers 2021, 13, 40. https://doi.org/10.3390/cancers13010040
Kowalski-Chauvel A, Lacore MG, Arnauduc F, Delmas C, Toulas C, Cohen-Jonathan-Moyal E, Seva C. The m6A RNA Demethylase ALKBH5 Promotes Radioresistance and Invasion Capability of Glioma Stem Cells. Cancers. 2021; 13(1):40. https://doi.org/10.3390/cancers13010040
Chicago/Turabian StyleKowalski-Chauvel, Aline, Marie Géraldine Lacore, Florent Arnauduc, Caroline Delmas, Christine Toulas, Elizabeth Cohen-Jonathan-Moyal, and Catherine Seva. 2021. "The m6A RNA Demethylase ALKBH5 Promotes Radioresistance and Invasion Capability of Glioma Stem Cells" Cancers 13, no. 1: 40. https://doi.org/10.3390/cancers13010040
APA StyleKowalski-Chauvel, A., Lacore, M. G., Arnauduc, F., Delmas, C., Toulas, C., Cohen-Jonathan-Moyal, E., & Seva, C. (2021). The m6A RNA Demethylase ALKBH5 Promotes Radioresistance and Invasion Capability of Glioma Stem Cells. Cancers, 13(1), 40. https://doi.org/10.3390/cancers13010040