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Ferrarese R, Joseph K, Andrieux G, Haase IV, Zanon F, Kling E, Izzo A, Corrales E, Schwabenland M, Prinz M, Ravi VM, Boerries M, Heiland DH, Carro MS. ZBTB18 regulates cytokine expression and affects microglia/macrophage recruitment and commitment in glioblastoma. Commun Biol 2024; 7:1472. [PMID: 39516530 PMCID: PMC11549471 DOI: 10.1038/s42003-024-07144-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 10/24/2024] [Indexed: 11/16/2024] Open
Abstract
Glioma associated macrophages/microglia (GAMs) play an important role in glioblastoma (GBM) progression, due to their massive recruitment to the tumor site and polarization to a tumor promoting phenotype. GAMs secrete a variety of cytokines, which facilitate tumor cell growth and invasion, and prevent other immune cells from mounting an immune response against the tumor. Here, we demonstrate that zinc finger and BTB containing domain 18 (ZBTB18), a transcriptional repressor with tumor suppressive function in glioblastoma, impairs the production of key cytokines, which function as chemoattractant for GAMs. Consistently, we observe a reduced migration of GAMs when ZBTB18 is expressed by glioblastoma cells, both in cell culture and in vivo experiments. Moreover, RNA sequencing analysis shows that the presence of ZBTB18 in glioblastoma cells alters the commitment of conditioned microglia, suggesting the loss of the immune-suppressive phenotype and the acquisition of pro-inflammatory features. Thus, therapeutic approaches to increase ZBTB18 expression in GBM cells could represent an effective adjuvant to immune therapy in GBM.
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Affiliation(s)
- Roberto Ferrarese
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
- Laboratory of General Pathology and Immunology, University of Insubria, Varese, Italy
| | - Kevin Joseph
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Geoffroy Andrieux
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Ira Verena Haase
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Francesca Zanon
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Eva Kling
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Annalisa Izzo
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Eyleen Corrales
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute of Molecular Medicine and Cell Research, University of Freiburg, Freiburg, Germany
| | - Marius Schwabenland
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Signaling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
- Center for NeuroModulation (NeuroModul), University of Freiburg, Freiburg, Germany
| | - Marco Prinz
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Signaling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
- Center for NeuroModulation (NeuroModul), University of Freiburg, Freiburg, Germany
| | - Vidhya Madapusi Ravi
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
| | - Melanie Boerries
- Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Institute of Molecular Medicine and Cell Research, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Partner site Freiburg, a partnership between DKFZ and Medical Center, University of Freiburg, Freiburg, Germany
| | - Dieter Henrik Heiland
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Partner site Freiburg, a partnership between DKFZ and Medical Center, University of Freiburg, Freiburg, Germany
| | - Maria Stella Carro
- Department of Neurosurgery, Medical Center-University of Freiburg, Freiburg, Germany.
- Laboratory of General Pathology and Immunology, University of Insubria, Varese, Italy.
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Mance L, Bigot N, Zhamungui Sánchez E, Coste F, Martín-González N, Zentout S, Biliškov M, Pukało Z, Mishra A, Chapuis C, Arteni AA, Lateur A, Goffinont S, Gaudon V, Talhaoui I, Casuso I, Beaufour M, Garnier N, Artzner F, Cadene M, Huet S, Castaing B, Suskiewicz MJ. Dynamic BTB-domain filaments promote clustering of ZBTB proteins. Mol Cell 2024; 84:2490-2510.e9. [PMID: 38996459 DOI: 10.1016/j.molcel.2024.05.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 04/11/2024] [Accepted: 05/31/2024] [Indexed: 07/14/2024]
Abstract
The formation of dynamic protein filaments contributes to various biological functions by clustering individual molecules together and enhancing their binding to ligands. We report such a propensity for the BTB domains of certain proteins from the ZBTB family, a large eukaryotic transcription factor family implicated in differentiation and cancer. Working with Xenopus laevis and human proteins, we solved the crystal structures of filaments formed by dimers of the BTB domains of ZBTB8A and ZBTB18 and demonstrated concentration-dependent higher-order assemblies of these dimers in solution. In cells, the BTB-domain filamentation supports clustering of full-length human ZBTB8A and ZBTB18 into dynamic nuclear foci and contributes to the ZBTB18-mediated repression of a reporter gene. The BTB domains of up to 21 human ZBTB family members and two related proteins, NACC1 and NACC2, are predicted to behave in a similar manner. Our results suggest that filamentation is a more common feature of transcription factors than is currently appreciated.
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Affiliation(s)
- Lucija Mance
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Nicolas Bigot
- Université Rennes, CNRS, IGDR (Institut de Génétique et Développement de Rennes) - UMR 6290, BIOSIT - UAR3480, 35000 Rennes, France
| | - Edison Zhamungui Sánchez
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Franck Coste
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France.
| | - Natalia Martín-González
- Aix-Marseille Université, INSERM, DyNaMo, Turing Centre for Living Systems (CENTURI), 13288 Marseille Cedex 09, France; Aix-Marseille Université, CNRS, AFMB UMR 7257, 13288 Marseille Cedex 09, France
| | - Siham Zentout
- Université Rennes, CNRS, IGDR (Institut de Génétique et Développement de Rennes) - UMR 6290, BIOSIT - UAR3480, 35000 Rennes, France
| | - Marin Biliškov
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Zofia Pukało
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Aanchal Mishra
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Catherine Chapuis
- Université Rennes, CNRS, IGDR (Institut de Génétique et Développement de Rennes) - UMR 6290, BIOSIT - UAR3480, 35000 Rennes, France
| | - Ana-Andreea Arteni
- Université Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC), Cryo-Electron Microscopy Facility, CRYOEM-Gif, 91198 Gif-sur-Yvette, France
| | - Axelle Lateur
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Stéphane Goffinont
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Virginie Gaudon
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Ibtissam Talhaoui
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Ignacio Casuso
- Aix-Marseille Université, INSERM, DyNaMo, Turing Centre for Living Systems (CENTURI), 13288 Marseille Cedex 09, France
| | - Martine Beaufour
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Norbert Garnier
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Franck Artzner
- Université Rennes, CNRS, IPR (Institut de Physique de Rennes) - UMR 6251, 35000 Rennes, France
| | - Martine Cadene
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Sébastien Huet
- Université Rennes, CNRS, IGDR (Institut de Génétique et Développement de Rennes) - UMR 6290, BIOSIT - UAR3480, 35000 Rennes, France; Institut Universitaire de France, 75005 Paris, France
| | - Bertrand Castaing
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France
| | - Marcin Józef Suskiewicz
- Centre de Biophysique Moléculaire (CBM), UPR 4301, CNRS, affiliated with Université d'Orléans, 45071 Orléans Cedex 2, France.
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Chen Y, Liu Y, Xiong J, Ouyang L, Tang M, Mao C, Li L, Xiao D, Liu S, Yang Z, Huang J, Tao Y. LINC02774 inhibits glycolysis in glioma to destabilize HIF-1α dependent on transcription factor RP58. MedComm (Beijing) 2023; 4:e364. [PMID: 37701531 PMCID: PMC10494996 DOI: 10.1002/mco2.364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 07/25/2023] [Accepted: 08/08/2023] [Indexed: 09/14/2023] Open
Abstract
Glioma, the most common of malignant tumors in the brain, is responsible for the majority of deaths from primary brain tumors. The regulation of long noncoding RNAs (lncRNAs) in HIF-1α-driven tumor development remains unclear. LINC02774 is a nuclear lncRNA and that it is being reported for the first time in this study. We found the downregulation of LINC02774 in glioma and decreased with the degree of malignant, with its expression showing a negative correlation with the relative index of enhanced magnetic resonance (RIEMR). RIEMR-associated LINC02774 was found to inhibit glycolysis by modulating the hypoxia pathway rather than the hypoxia response itself. LINC02774 interacted with its neighboring gene, RP58 (ZBTB18), to enhance the expression of PHD3, which catalyzed HIF-1α hydroxylase and ubiquitination, leading to the downregulation of HIF-1α expression. We also found that the function of LINC02774, dependent on PHD3, was diminished upon RP58 depletion. Notably, higher expression of RIEMR-associated LINC02774 was associated with a favorable prognosis. In conclusion, these findings reveal the role of RIEMR-associated LINC02774, which relies on its neighbor gene, RP58, to regulate the hypoxia pathway as a novel tumor suppressor, suggesting its potential to be a prognostic marker and a molecular target for the therapy of glioma.
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Affiliation(s)
- Yuanbing Chen
- Department of NeurosurgeryThird Xiangya Hospital, Central South UniversityChangshaHunanChina
- Department of NeurosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center for Geriatric DisordersXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Yating Liu
- Key Laboratory of Carcinogenesis and Cancer InvasionMinistry of Education, Central South UniversityHunanChina
- NHC Key Laboratory of Carcinogenesis (Central South University), Cancer Research InstituteCentral South UniversityChangshaHunanChina
| | - Jianbing Xiong
- Department of EmergencyXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Lianlian Ouyang
- Key Laboratory of Carcinogenesis and Cancer InvasionMinistry of Education, Central South UniversityHunanChina
- NHC Key Laboratory of Carcinogenesis (Central South University), Cancer Research InstituteCentral South UniversityChangshaHunanChina
| | - Miao Tang
- Department of NeurosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center for Geriatric DisordersXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Chao Mao
- Key Laboratory of Carcinogenesis and Cancer InvasionMinistry of Education, Central South UniversityHunanChina
- NHC Key Laboratory of Carcinogenesis (Central South University), Cancer Research InstituteCentral South UniversityChangshaHunanChina
| | - Liling Li
- Department of PathologyXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Desheng Xiao
- Department of PathologyXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Shuang Liu
- National Clinical Research Center for Geriatric DisordersXiangya Hospital, Central South UniversityChangshaHunanChina
- Department of OncologyXiangya Hospital, Central South UniversityChangshaChina
| | - Zhen Yang
- Shanghai Key Laboratory of Medical EpigeneticsFudan UniversityShanghaiChina
| | - Jun Huang
- Department of NeurosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center for Geriatric DisordersXiangya Hospital, Central South UniversityChangshaHunanChina
| | - Yongguang Tao
- Key Laboratory of Carcinogenesis and Cancer InvasionMinistry of Education, Central South UniversityHunanChina
- NHC Key Laboratory of Carcinogenesis (Central South University), Cancer Research InstituteCentral South UniversityChangshaHunanChina
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4
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Iyer AS, Shaik MR, Raufman JP, Xie G. The Roles of Zinc Finger Proteins in Colorectal Cancer. Int J Mol Sci 2023; 24:10249. [PMID: 37373394 DOI: 10.3390/ijms241210249] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 06/13/2023] [Accepted: 06/14/2023] [Indexed: 06/29/2023] Open
Abstract
Despite colorectal cancer remaining a leading worldwide cause of cancer-related death, there remains a paucity of effective treatments for advanced disease. The molecular mechanisms underlying the development of colorectal cancer include altered cell signaling and cell cycle regulation that may result from epigenetic modifications of gene expression and function. Acting as important transcriptional regulators of normal biological processes, zinc finger proteins also play key roles in regulating the cellular mechanisms underlying colorectal neoplasia. These actions impact cell differentiation and proliferation, epithelial-mesenchymal transition, apoptosis, homeostasis, senescence, and maintenance of stemness. With the goal of highlighting promising points of therapeutic intervention, we review the oncogenic and tumor suppressor roles of zinc finger proteins with respect to colorectal cancer tumorigenesis and progression.
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Affiliation(s)
- Aishwarya S Iyer
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Mohammed Rifat Shaik
- Department of Medicine, University of Maryland Medical Center Midtown Campus, Baltimore, MD 21201, USA
| | - Jean-Pierre Raufman
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- VA Maryland Healthcare System, Baltimore, MD 21201, USA
- Marlene and Stewart Greenebaum Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Guofeng Xie
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- VA Maryland Healthcare System, Baltimore, MD 21201, USA
- Marlene and Stewart Greenebaum Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, USA
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5
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Chetverina D, Vorobyeva NE, Gyorffy B, Shtil AA, Erokhin M. Analyses of Genes Critical to Tumor Survival Reveal Potential 'Supertargets': Focus on Transcription. Cancers (Basel) 2023; 15:cancers15113042. [PMID: 37297004 DOI: 10.3390/cancers15113042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 05/26/2023] [Accepted: 05/31/2023] [Indexed: 06/12/2023] Open
Abstract
The identification of mechanisms that underlie the biology of individual tumors is aimed at the development of personalized treatment strategies. Herein, we performed a comprehensive search of genes (termed Supertargets) vital for tumors of particular tissue origin. In so doing, we used the DepMap database portal that encompasses a broad panel of cell lines with individual genes knocked out by CRISPR/Cas9 technology. For each of the 27 tumor types, we revealed the top five genes whose deletion was lethal in the particular case, indicating both known and unknown Supertargets. Most importantly, the majority of Supertargets (41%) were represented by DNA-binding transcription factors. RNAseq data analysis demonstrated that a subset of Supertargets was deregulated in clinical tumor samples but not in the respective non-malignant tissues. These results point to transcriptional mechanisms as key regulators of cell survival in specific tumors. Targeted inactivation of these factors emerges as a straightforward approach to optimize therapeutic regimens.
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Affiliation(s)
- Darya Chetverina
- Group of Epigenetics, Institute of Gene Biology, Russian Academy of Sciences, 34/5 Vavilov Street, Moscow 119334, Russia
| | - Nadezhda E Vorobyeva
- Group of Dynamics of Transcriptional Complexes, Institute of Gene Biology, Russian Academy of Sciences, 34/5 Vavilov Street, Moscow 119334, Russia
| | - Balazs Gyorffy
- Departments of Bioinformatics and Pediatrics, Semmelweis University, H-1094 Budapest, Hungary
- Cancer Biomarker Research Group, Research Centre for Natural Sciences, Institute of Enzymology, H-1117 Budapest, Hungary
| | - Alexander A Shtil
- Blokhin National Medical Research Center of Oncology, 24 Kashirskoye Shosse, Moscow 115522, Russia
| | - Maksim Erokhin
- Group of Chromatin Biology, Institute of Gene Biology, Russian Academy of Sciences, 34/5 Vavilov Street, Moscow 119334, Russia
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Wang R, Bhatt AB, Minden-Birkenmaier BA, Travis OK, Tiwari S, Jia H, Rosikiewicz W, Martinot O, Childs E, Loesch R, Tossou G, Jamieson S, Finkelstein D, Xu B, Labelle M. ZBTB18 restricts chromatin accessibility and prevents transcriptional adaptations that drive metastasis. SCIENCE ADVANCES 2023; 9:eabq3951. [PMID: 36608120 PMCID: PMC9821869 DOI: 10.1126/sciadv.abq3951] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 12/09/2022] [Indexed: 06/17/2023]
Abstract
Metastases arise from rare cancer cells that successfully adapt to the diverse microenvironments encountered during dissemination through the bloodstream and colonization of distant tissues. How cancer cells acquire the ability to appropriately respond to microenvironmental stimuli remains largely unexplored. Here, we report an epigenetic pliancy mechanism that allows cancer cells to successfully metastasize. We find that a decline in the activity of the transcriptional repressor ZBTB18 defines metastasis-competent cancer cells in mouse models. Restoration of ZBTB18 activity reduces chromatin accessibility at the promoters of genes that drive metastasis, such as Tgfbr2, and this prevents TGFβ1 pathway activation and consequently reduces cell migration and invasion. Besides repressing the expression of metastatic genes, ZBTB18 also induces widespread chromatin closing, a global epigenetic adaptation previously linked to reduced phenotypic flexibility. Thus, ZBTB18 is a potent chromatin regulator, and the loss of its activity enhances chromatin accessibility and transcriptional adaptations that promote the phenotypic changes required for metastasis.
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Affiliation(s)
- Ruishan Wang
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Akshita B. Bhatt
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Benjamin A. Minden-Birkenmaier
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Olivia K. Travis
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Srishti Tiwari
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Hong Jia
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Wojciech Rosikiewicz
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Ophelie Martinot
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Eleanor Childs
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Robin Loesch
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Guenole Tossou
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Sophie Jamieson
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - David Finkelstein
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Beisi Xu
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Myriam Labelle
- Comprehensive Cancer Center, Solid Tumor Program, Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
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