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de Sousa GR, Salomão KB, Nagano LFP, Riemondy KA, Chagas PS, Veronez LC, Saggioro FP, Marie SKN, Yunes JA, Cardinalli IA, Brandalise SR, de Paula Queiroz RG, Scrideli CA, Donson AM, Foreman NK, Tone LG, Valera ET. Identification of HDAC4 as a potential therapeutic target and prognostic biomarker for ZFTA-fused ependymomas. Cancer Gene Ther 2023; 30:1105-1113. [PMID: 37041276 DOI: 10.1038/s41417-023-00616-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 03/21/2023] [Accepted: 03/28/2023] [Indexed: 04/13/2023]
Abstract
Members of the HDAC family are predictive biomarkers and regulate the tumorigenesis in several cancers. However, the role of these genes in the biology of intracranial ependymomas (EPNs) remains unexplored. Here, an analysis of eighteen HDACs genes in an EPN transcriptomic dataset, revealed significantly higher levels of HDAC4 in supratentorial ZFTA fusion (ST-ZFTA) compared with ST-YAP1 fusion and posterior fossa EPNs, while HDAC7 and SIRT2 were downregulated in ST-ZFTA. HDAC4 was also overexpressed in ST-ZFTA as measured by single-cell RNA-Seq, quantitative real time-polymerase chain reaction, and immunohistochemistry. Survival analyses showed a significantly worse outcome for EPNs with higher HDAC4 and SIRT1 mRNA levels. Ontology enrichment analysis showed an HDAC4-high signature consistent with viral processes while collagen-containing extracellular matrix and cell-cell junction were enriched in those with an HDAC4-low signature. Immune gene analysis demonstrated a correlation between HDAC4 expression and low levels of NK resting cells. Several small molecules compounds targeting HDAC4 and ABCG2, were predicted by in silico analysis to be effective against HDAC4-high ZFTA. Our results provide novel insights into the biology of the HDAC family in intracranial ependymomas and reveal HDAC4 as a prognostic marker and potential therapeutic target in ST-ZFTA.
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Affiliation(s)
- Graziella R de Sousa
- Department of Genetics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil.
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA.
| | - Karina B Salomão
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Luis F P Nagano
- Department of Genetics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Kent A Riemondy
- RNA Bioscience Initiative, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Pablo S Chagas
- Department of Genetics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
- Department of Clinical Analyses, Toxicology and Food Sciences, School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, SP, Brazil
| | - Luciana C Veronez
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Fabiano P Saggioro
- Department of Pathology, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Suely K N Marie
- Laboratory of Molecular and Cellular Biology (LIM 15), Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, 01246-903, SP, Brazil
| | | | | | | | - Rosane G de Paula Queiroz
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Carlos A Scrideli
- Department of Genetics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Andrew M Donson
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
- Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, 80045, USA
| | - Nicholas K Foreman
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
- Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, 80045, USA
| | - Luiz G Tone
- Department of Genetics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
| | - Elvis T Valera
- Department of Pediatrics, Ribeirão Preto Medical School, 3900, Bandeirantes Avenue, Ribeirão Preto, SP, 14049-900, Brazil
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Tsai CY, Ko HJ, Chiou SJ, Lai YL, Hou CC, Javaria T, Huang ZY, Cheng TS, Hsu TI, Chuang JY, Kwan AL, Chuang TH, Huang CYF, Loh JK, Hong YR. NBM-BMX, an HDAC8 Inhibitor, Overcomes Temozolomide Resistance in Glioblastoma Multiforme by Downregulating the β-Catenin/c-Myc/SOX2 Pathway and Upregulating p53-Mediated MGMT Inhibition. Int J Mol Sci 2021; 22:ijms22115907. [PMID: 34072831 PMCID: PMC8199487 DOI: 10.3390/ijms22115907] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 05/27/2021] [Accepted: 05/27/2021] [Indexed: 12/12/2022] Open
Abstract
Although histone deacetylase 8 (HDAC8) plays a role in glioblastoma multiforme (GBM), whether its inhibition facilitates the treatment of temozolomide (TMZ)-resistant GBM (GBM-R) remains unclear. By assessing the gene expression profiles from short hairpin RNA of HDAC8 in the new version of Connectivity Map (CLUE) and cells treated by NBM-BMX (BMX)-, an HDAC8 inhibitor, data analysis reveals that the Wnt signaling pathway and apoptosis might be the underlying mechanisms in BMX-elicited treatment. This study evaluated the efficacy of cotreatment with BMX and TMZ in GBM-R cells. We observed that cotreatment with BMX and TMZ could overcome resistance in GBM-R cells and inhibit cell viability, markedly inhibit cell proliferation, and then induce cell cycle arrest and apoptosis. In addition, the expression level of β-catenin was reversed by proteasome inhibitor via the β-catenin/ GSK3β signaling pathway to reduce the expression level of c-Myc and cyclin D1 in GBM-R cells. BMX and TMZ cotreatment also upregulated WT-p53 mediated MGMT inhibition, thereby triggering the activation of caspase-3 and eventually leading to apoptosis in GBM-R cells. Moreover, BMX and TMZ attenuated the expression of CD133, CD44, and SOX2 in GBM-R cells. In conclusion, BMX overcomes TMZ resistance by enhancing TMZ-mediated cytotoxic effect by downregulating the β-catenin/c-Myc/SOX2 signaling pathway and upregulating WT-p53 mediated MGMT inhibition. These findings indicate a promising drug combination for precision personal treating of TMZ-resistant WT-p53 GBM cells.
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Affiliation(s)
- Cheng-Yu Tsai
- Ph.D. Program in Environmental and Occupational Medicine, College of Medicine, Kaohsiung Medical University and National Health Research Institutes, Kaohsiung 807, Taiwan; (C.-Y.T.); (A.-L.K.); (T.-H.C.)
- Department of Neurosurgery, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
| | - Huey-Jiun Ko
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-J.K.); (Y.-L.L.)
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan;
| | - Shean-Jaw Chiou
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan;
| | - Yu-Ling Lai
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-J.K.); (Y.-L.L.)
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan;
| | - Chia-Chung Hou
- New Drug Research & Development Center, NatureWise Biotech & Medicals Corporation, Taipei 112, Taiwan;
| | - Tehseen Javaria
- Institute of Biopharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (T.J.); (T.-S.C.)
| | - Zi-Yi Huang
- Program in Molecular Medicine, National Yang Ming Chiao Tung University, Taipei 112, Taiwan;
| | - Tai-Shan Cheng
- Institute of Biopharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (T.J.); (T.-S.C.)
| | - Tsung-I Hsu
- Ph.D. Program for Neural Regenerative Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei 115, Taiwan; (T.-I.H.); (J.-Y.C.)
| | - Jian-Ying Chuang
- Ph.D. Program for Neural Regenerative Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei 115, Taiwan; (T.-I.H.); (J.-Y.C.)
| | - Aij-Lie Kwan
- Ph.D. Program in Environmental and Occupational Medicine, College of Medicine, Kaohsiung Medical University and National Health Research Institutes, Kaohsiung 807, Taiwan; (C.-Y.T.); (A.-L.K.); (T.-H.C.)
- Department of Neurosurgery, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-J.K.); (Y.-L.L.)
| | - Tsung-Hsien Chuang
- Ph.D. Program in Environmental and Occupational Medicine, College of Medicine, Kaohsiung Medical University and National Health Research Institutes, Kaohsiung 807, Taiwan; (C.-Y.T.); (A.-L.K.); (T.-H.C.)
- Immunology Research Center, National Health Research Institutes, Miaoli 350, Taiwan
| | - Chi-Ying F. Huang
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan;
- Institute of Biopharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (T.J.); (T.-S.C.)
- Program in Molecular Medicine, National Yang Ming Chiao Tung University, Taipei 112, Taiwan;
- Correspondence: (C.-Y.F.H.); (J.-K.L.); (Y.-R.H.); Tel.: +886-7-312-1101-5386 (Y.-R.H.); Fax: +886-7-321-8309 (Y.-R.H.)
| | - Joon-Khim Loh
- Department of Neurosurgery, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-J.K.); (Y.-L.L.)
- Correspondence: (C.-Y.F.H.); (J.-K.L.); (Y.-R.H.); Tel.: +886-7-312-1101-5386 (Y.-R.H.); Fax: +886-7-321-8309 (Y.-R.H.)
| | - Yi-Ren Hong
- Ph.D. Program in Environmental and Occupational Medicine, College of Medicine, Kaohsiung Medical University and National Health Research Institutes, Kaohsiung 807, Taiwan; (C.-Y.T.); (A.-L.K.); (T.-H.C.)
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-J.K.); (Y.-L.L.)
- Department of Biochemistry, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan;
- Department of Biological Sciences, National Sun Yat-Sen University, Kaohsiung 804, Taiwan
- Department of Medical Research, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan
- Correspondence: (C.-Y.F.H.); (J.-K.L.); (Y.-R.H.); Tel.: +886-7-312-1101-5386 (Y.-R.H.); Fax: +886-7-321-8309 (Y.-R.H.)
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Núñez-Carpintero I, Petrizzelli M, Zinovyev A, Cirillo D, Valencia A. The multilayer community structure of medulloblastoma. iScience 2021; 24:102365. [PMID: 33889829 PMCID: PMC8050854 DOI: 10.1016/j.isci.2021.102365] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 03/17/2021] [Accepted: 03/24/2021] [Indexed: 01/20/2023] Open
Abstract
Multilayer networks allow interpreting the molecular basis of diseases, which is particularly challenging in rare diseases where the number of cases is small compared with the size of the associated multi-omics datasets. In this work, we develop a dimensionality reduction methodology to identify the minimal set of genes that characterize disease subgroups based on their persistent association in multilayer network communities. We use this approach to the study of medulloblastoma, a childhood brain tumor, using proteogenomic data. Our approach is able to recapitulate known medulloblastoma subgroups (accuracy >94%) and provide a clear characterization of gene associations, with the downstream implications for diagnosis and therapeutic interventions. We verified the general applicability of our method on an independent medulloblastoma dataset (accuracy >98%). This approach opens the door to a new generation of multilayer network-based methods able to overcome the specific dimensionality limitations of rare disease datasets. The molecular interpretation of rare diseases is a challenging task Multilayer networks allow patient stratification and explainability We identify subgroup-specific genes and multilayer associations in medulloblastoma Multilayer community analysis enables the molecular interpretation of rare diseases
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Affiliation(s)
| | - Marianyela Petrizzelli
- Institut Curie, PSL Research University, 75005 Paris, France
- INSERM, U900, 75005 Paris, France
- MINES ParisTech, PSL Research University, CBIO-Centre for Computational Biology, 75006 Paris, France
| | - Andrei Zinovyev
- Institut Curie, PSL Research University, 75005 Paris, France
- INSERM, U900, 75005 Paris, France
- MINES ParisTech, PSL Research University, CBIO-Centre for Computational Biology, 75006 Paris, France
- Lobachevsky University, 603000 Nizhny Novgorod, Russia
| | - Davide Cirillo
- Barcelona Supercomputing Center (BSC), C/ Jordi Girona 29, 08034, Barcelona, Spain
- Corresponding author
| | - Alfonso Valencia
- Barcelona Supercomputing Center (BSC), C/ Jordi Girona 29, 08034, Barcelona, Spain
- ICREA - Institució Catalana de Recerca i Estudis Avançats, Pg. Lluís Companys 23, 08010, Barcelona, Spain
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