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Dasgupta S, Goodale B, Tanguay R. Single cell sequencing of zebrafish kidney marrows reveals AHR2-dependent endogenous regulation of hematopoiesis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.23.590755. [PMID: 38712290 PMCID: PMC11071399 DOI: 10.1101/2024.04.23.590755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
The aryl hydrocarbon receptor (AHR) is a ligand-dependent transcription factor that mediates a wide range of biological and toxicological responses. While largely studied in ligand-activated toxicant responses, AHR also plays important roles in endogenous physiological processes. We leveraged single cell sequencing and an AHR2 knockout zebrafish line to investigate the role of AHR2 in regulating hematopoiesis (production and differentiation of red and white blood cells from hematopoietic stem cells). Our objectives were to determine if absence of AHR2- 1) alters proportions of immune cell populations and/or 2) impacts gene expression within individual immune cell types. We dissected kidney marrow (organ of hematopoiesis in zebrafish) from adult wildtype and AHR2 knockout zebrafish (N=3/genotype), isolated single cells and sequenced ~ 5000 cells/sample (10X Genomics). We identified 14 cell clusters representing the expected major blood (erythrocytes, thrombocytes), immune (B cells, macrophages, lymphoid cells, granulocytes, etc), progenitors and kidney cell populations. We focused our analyses only on the progenitor and mature immune cell types. While there were no genotype-specific differences in proportion of individual cell types, gene expression differences were observed within several cell types. For known genes, such as rrm2, changes were up to 2000-fold, signifying their importance in AHR2-hematopoesis interaction. Several of the known genes are also identified as markers of carcinoma cells for an array of cancer types. However, many of the dysregulated genes are poorly annotated, limiting our ability to examine biological processes and pathways dysregulated on AHR2 mutation. Nevertheless, our study indicates that AHR2 plays an important endogenous role in hematopoiesis. Future work will focus on better characterizing anatomy of dysregulated genes and their functions in hematopoiesis.
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Affiliation(s)
- Subham Dasgupta
- Department of Biological Sciences, Clemson University, Clemson, SC
- Department of Environmental and Molecular Toxicology, Oregon State University, Corvallis, OR
| | - Britton Goodale
- Dartmouth Cancer Center, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Robyn Tanguay
- Department of Environmental and Molecular Toxicology, Oregon State University, Corvallis, OR
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Lu X, Chandravanshi M, Sabbasani VR, Gaikwad S, Hughitt VK, Gyabaah-Kessie N, Scroggins BT, Das S, Myint W, Clapp ME, Schwieters CD, Dyba MA, Bolhuis DL, Koscielniak JW, Andresson T, Emanuele MJ, Brown NG, Matsuo H, Chari R, Citrin DE, Mock BA, Swenson RE, Walters KJ. A structure-based designed small molecule depletes hRpn13 Pru and a select group of KEN box proteins. Nat Commun 2024; 15:2485. [PMID: 38509117 PMCID: PMC10954691 DOI: 10.1038/s41467-024-46644-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 02/22/2024] [Indexed: 03/22/2024] Open
Abstract
Proteasome subunit hRpn13 is partially proteolyzed in certain cancer cell types to generate hRpn13Pru by degradation of its UCHL5/Uch37-binding DEUBAD domain and retention of an intact proteasome- and ubiquitin-binding Pru domain. By using structure-guided virtual screening, we identify an hRpn13 binder (XL44) and solve its structure ligated to hRpn13 Pru by integrated X-ray crystallography and NMR to reveal its targeting mechanism. Surprisingly, hRpn13Pru is depleted in myeloma cells following treatment with XL44. TMT-MS experiments reveal a select group of off-targets, including PCNA clamp-associated factor PCLAF and ribonucleoside-diphosphate reductase subunit M2 (RRM2), that are similarly depleted by XL44 treatment. XL44 induces hRpn13-dependent apoptosis and also restricts cell viability by a PCLAF-dependent mechanism. A KEN box, but not ubiquitination, is required for XL44-induced depletion of PCLAF. Here, we show that XL44 induces ubiquitin-dependent loss of hRpn13Pru and ubiquitin-independent loss of select KEN box containing proteins.
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Affiliation(s)
- Xiuxiu Lu
- Protein Processing Section, Center for Structural Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Monika Chandravanshi
- Protein Processing Section, Center for Structural Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Venkata R Sabbasani
- Chemistry and Synthesis Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Snehal Gaikwad
- Laboratory of Cancer Biology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - V Keith Hughitt
- Laboratory of Cancer Biology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Nana Gyabaah-Kessie
- Laboratory of Cancer Biology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Bradley T Scroggins
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Sudipto Das
- Protein Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, MD, USA
| | - Wazo Myint
- Cancer Innovation Laboratory, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Michelle E Clapp
- Genome Modification Core, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Charles D Schwieters
- Computational Biomolecular Magnetic Resonance Core, Laboratory of Chemical Physics, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Marzena A Dyba
- Biophysics Resource, Center for Structural Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Derek L Bolhuis
- Department of Biochemistry and Biophysics and Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Janusz W Koscielniak
- Basic Science Program, Leidos Biomedical Research Inc., NMR Facility for Biological Research, Center for Structural Biology, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Thorkell Andresson
- Protein Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, MD, USA
| | - Michael J Emanuele
- Department of Pharmacology and Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Nicholas G Brown
- Department of Pharmacology and Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Hiroshi Matsuo
- Cancer Innovation Laboratory, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Raj Chari
- Genome Modification Core, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Deborah E Citrin
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Beverly A Mock
- Laboratory of Cancer Biology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Rolf E Swenson
- Chemistry and Synthesis Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Kylie J Walters
- Protein Processing Section, Center for Structural Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA.
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Gabre JL, Merseburger P, Claeys A, Siaw J, Bekaert SL, Speleman F, Hallberg B, Palmer RH, Van den Eynden J. Preclinical exploration of the DNA damage response pathway using the interactive neuroblastoma cell line explorer CLEAN. NAR Cancer 2024; 6:zcad062. [PMID: 38213997 PMCID: PMC10782898 DOI: 10.1093/narcan/zcad062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 12/10/2023] [Accepted: 12/29/2023] [Indexed: 01/13/2024] Open
Abstract
Neuroblastoma (NB) is the most common cancer in infancy with an urgent need for more efficient targeted therapies. The development of novel (combinatorial) treatment strategies relies on extensive explorations of signaling perturbations in neuroblastoma cell lines, using RNA-Seq or other high throughput technologies (e.g. phosphoproteomics). This typically requires dedicated bioinformatics support, which is not always available. Additionally, while data from published studies are highly valuable and raw data (e.g. fastq files) are nowadays released in public repositories, data processing is time-consuming and again difficult without bioinformatics support. To facilitate NB research, more user-friendly and immediately accessible platforms are needed to explore newly generated as well as existing high throughput data. To make this possible, we developed an interactive data centralization and visualization web application, called CLEAN (the Cell Line Explorer web Application of Neuroblastoma data; https://ccgg.ugent.be/shiny/clean/). By focusing on the regulation of the DNA damage response, a therapeutic target of major interest in neuroblastoma, we demonstrate how CLEAN can be used to gain novel mechanistic insights and identify putative drug targets in neuroblastoma.
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Affiliation(s)
- Jonatan L Gabre
- Department of Human Structure and Repair, Anatomy and Embryology Unit, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Peter Merseburger
- Department of Human Structure and Repair, Anatomy and Embryology Unit, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Arne Claeys
- Department of Human Structure and Repair, Anatomy and Embryology Unit, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
| | - Joachim Siaw
- Department of Human Structure and Repair, Anatomy and Embryology Unit, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Sarah-Lee Bekaert
- Cancer Research Institute Ghent, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Frank Speleman
- Cancer Research Institute Ghent, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Bengt Hallberg
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Ruth H Palmer
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Jimmy Van den Eynden
- Department of Human Structure and Repair, Anatomy and Embryology Unit, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent, Ghent, Belgium
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Giang LH, Wu KS, Lee WC, Chu SS, Do AD, Changou CA, Tran HM, Hsieh TH, Chen HH, Hsieh CL, Sung SY, Yu AL, Yen Y, Wong TT, Chang CC. Targeting of RRM2 suppresses DNA damage response and activates apoptosis in atypical teratoid rhabdoid tumor. J Exp Clin Cancer Res 2023; 42:346. [PMID: 38124207 PMCID: PMC10731702 DOI: 10.1186/s13046-023-02911-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 11/19/2023] [Indexed: 12/23/2023] Open
Abstract
BACKGROUND Atypical teratoid rhabdoid tumors (ATRT) is a rare but aggressive malignancy in the central nervous system, predominantly occurring in early childhood. Despite aggressive treatment, the prognosis of ATRT patients remains poor. RRM2, a subunit of ribonucleotide reductase, has been reported as a biomarker for aggressiveness and poor prognostic conditions in several cancers. However, little is known about the role of RRM2 in ATRT. Uncovering the role of RRM2 in ATRT will further promote the development of feasible strategies and effective drugs to treat ATRT. METHODS Expression of RRM2 was evaluated by molecular profiling analysis and was confirmed by IHC in both ATRT patients and PDX tissues. Follow-up in vitro studies used shRNA knockdown RRM2 in three different ATRT cells to elucidate the oncogenic role of RRM2. The efficacy of COH29, an RRM2 inhibitor, was assessed in vitro and in vivo. Western blot and RNA-sequencing were used to determine the mechanisms of RRM2 transcriptional activation in ATRT. RESULTS RRM2 was found to be significantly overexpressed in multiple independent ATRT clinical cohorts through comprehensive bioinformatics and clinical data analysis in this study. The expression level of RRM2 was strongly correlated with poor survival rates in patients. In addition, we employed shRNAs to silence RRM2, which led to significantly decrease in ATRT colony formation, cell proliferation, and migration. In vitro experiments showed that treatment with COH29 resulted in similar but more pronounced inhibitory effect. Therefore, ATRT orthotopic mouse model was utilized to validate this finding, and COH29 treatment showed significant tumor growth suppression and prolong overall survival. Moreover, we provide evidence that COH29 treatment led to genomic instability, suppressed homologous recombinant DNA damage repair, and subsequently induced ATRT cell death through apoptosis in ATRT cells. CONCLUSIONS Collectively, our study uncovers the oncogenic functions of RRM2 in ATRT cell lines, and highlights the therapeutic potential of targeting RRM2 in ATRT. The promising effect of COH29 on ATRT suggests its potential suitability for clinical trials as a novel therapeutic approach for ATRT.
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Affiliation(s)
- Le Hien Giang
- International Ph.D. Program for Translational Science, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan
- Department of Biology and Genetics, Hai Phong University of Medicine and Pharmacy, Hai Phong, 180000, Vietnam
| | - Kuo-Sheng Wu
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei, 110, Taiwan
| | - Wei-Chung Lee
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei, 110, Taiwan
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan
| | - Shing-Shung Chu
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei, 110, Taiwan
| | - Anh Duy Do
- International Ph.D. Program for Translational Science, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan
- Department of Physiology, Pathophysiology and Immunology, Pham Ngoc Thach University of Medicine, Ho Chi Minh City, 700000, Vietnam
| | - Chun A Changou
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan
- The Ph.D. Program for Cancer Biology and Drug Discovery, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan
| | - Huy Minh Tran
- Department of Neurosurgery, Faculty of Medicine, University of Medicine and Pharmacy, Ho Chi Minh City, 700000, Vietnam
| | - Tsung-Han Hsieh
- Joint Biobank, Office of Human Research, Taipei Medical University, Taipei, 110, Taiwan
| | - Hsin-Hung Chen
- Division of Pediatric Neurosurgery, Neurological Institute, Taipei Veterans General Hospital, Taipei, 112, Taiwan
| | - Chia-Ling Hsieh
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan
- Laboratory of Translational Medicine, Development Center for Biotechnology, Taipei, 115, Taiwan
| | - Shian-Ying Sung
- International Ph.D. Program for Translational Science, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan
| | - Alice L Yu
- Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital at Linkou and Chang Gung University, Taoyuan, 333, Taiwan
- Genomics Research Center, Academia Sinica, Taipei, 115, Taiwan
| | - Yun Yen
- The Ph.D. Program for Cancer Biology and Drug Discovery, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan
| | - Tai-Tong Wong
- Graduate Institute of Clinical Medicine, College of Medicine, Taipei Medical University, Taipei, 110, Taiwan
- Pediatric Brain Tumor Program, Taipei Cancer Center, Taipei Medical University, Taipei, 110, Taiwan
- Division of Pediatric Neurosurgery, Department of Neurosurgery, Taipei Medical University Hospital and Taipei Neuroscience Institute, Taipei Medical University, Taipei, 110, Taiwan
- Neuroscience Research Center, Taipei Medical University Hospital, Taipei, 110, Taiwan
- TMU Research Center for Cancer Translational Medicine, Taipei Medical University, Taipei, 110, Taiwan
| | - Che-Chang Chang
- International Ph.D. Program for Translational Science, College of Medical Science and Technology, Taipei Medical University, Taipei, 11031, Taiwan.
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
- Neuroscience Research Center, Taipei Medical University Hospital, Taipei, 110, Taiwan.
- TMU Research Center for Cancer Translational Medicine, Taipei Medical University, Taipei, 110, Taiwan.
- The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, 6F., Education & Research Building, Shuang-Ho Campus, No. 301, Yuantong Rd., Zhonghe Dist., New Taipei City, 23564, Taiwan.
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Lee HM, Wright WC, Pan M, Low J, Currier D, Fang J, Singh S, Nance S, Delahunty I, Kim Y, Chapple RH, Zhang Y, Liu X, Steele JA, Qi J, Pruett-Miller SM, Easton J, Chen T, Yang J, Durbin AD, Geeleher P. A CRISPR-drug perturbational map for identifying compounds to combine with commonly used chemotherapeutics. Nat Commun 2023; 14:7332. [PMID: 37957169 PMCID: PMC10643606 DOI: 10.1038/s41467-023-43134-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 11/01/2023] [Indexed: 11/15/2023] Open
Abstract
Combination chemotherapy is crucial for successfully treating cancer. However, the enormous number of possible drug combinations means discovering safe and effective combinations remains a significant challenge. To improve this process, we conduct large-scale targeted CRISPR knockout screens in drug-treated cells, creating a genetic map of druggable genes that sensitize cells to commonly used chemotherapeutics. We prioritize neuroblastoma, the most common extracranial pediatric solid tumor, where ~50% of high-risk patients do not survive. Our screen examines all druggable gene knockouts in 18 cell lines (10 neuroblastoma, 8 others) treated with 8 widely used drugs, resulting in 94,320 unique combination-cell line perturbations, which is comparable to the largest existing drug combination screens. Using dense drug-drug rescreening, we find that the top CRISPR-nominated drug combinations are more synergistic than standard-of-care combinations, suggesting existing combinations could be improved. As proof of principle, we discover that inhibition of PRKDC, a component of the non-homologous end-joining pathway, sensitizes high-risk neuroblastoma cells to the standard-of-care drug doxorubicin in vitro and in vivo using patient-derived xenograft (PDX) models. Our findings provide a valuable resource and demonstrate the feasibility of using targeted CRISPR knockout to discover combinations with common chemotherapeutics, a methodology with application across all cancers.
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Affiliation(s)
- Hyeong-Min Lee
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - William C Wright
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Min Pan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jonathan Low
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Duane Currier
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jie Fang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Shivendra Singh
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Stephanie Nance
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Ian Delahunty
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yuna Kim
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Richard H Chapple
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yinwen Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Xueying Liu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jacob A Steele
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Shondra M Pruett-Miller
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Taosheng Chen
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jun Yang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
| | - Adam D Durbin
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
| | - Paul Geeleher
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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Chung MH, Aimaier R, Yu Q, Li H, Li Y, Wei C, Gu Y, Wang W, Guo Z, Long M, Li Q, Wang Z. RRM2 as a novel prognostic and therapeutic target of NF1-associated MPNST. Cell Oncol (Dordr) 2023; 46:1399-1413. [PMID: 37086345 DOI: 10.1007/s13402-023-00819-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/18/2023] [Indexed: 04/23/2023] Open
Abstract
BACKGROUND Malignant peripheral nerve sheath tumors (MPNSTs) are aggressive sarcomas that typically develop in the setting of neurofibromatosis type 1 (NF1) and cause significant morbidity. Conventional therapies are often ineffective for MPNSTs. Ribonucleotide reductase subunit M2 (RRM2) is involved in DNA synthesis and repair, and is overexpressed in multiple cancers. However, its role in NF1-associated MPNSTs remains unknown. Our objective was to determine the therapeutic and prognostic potential of RRM2 in NF1-associated MPNSTs. METHODS Identification of hub genes was performed by using NF1-associated MPNST microarray datasets. We detected RRM2 expression by immunochemical staining in an MPNST tissue microarray, and assessed the clinical and prognostic significance of RRM2 in an MPNST cohort. RRM2 knockdown and the RRM2 inhibitor Triapine were used to assess cell proliferation and apoptosis in NF1-associated MPNST cells in vitro and in vivo. The underlying mechanism of RRM2 in NF1-associated MPNST was revealed by transcriptome analysis. RESULTS RRM2 is a key hub gene and its expression is significantly elevated in NF1-associated MPNST. We revealed that high RRM2 expression accounted for a larger proportion of NF1-associated MPNSTs and confirmed the correlation of high RRM2 expression with poor overall survival. Knockdown of RRM2 inhibited NF1-associated MPNST cell proliferation and promoted apoptosis and S-phase arrest. The RRM2 inhibitor Triapine displayed dose-dependent inhibitory effects in vitro and induced significant tumor growth reduction in vivo in NF1-associated MPNST. Analysis of transcriptomic changes induced by RRM2 knockdown revealed suppression of the AKT-mTOR signaling pathway. Overexpression of RRM2 activates the AKT pathway to promote NF1-associated MPNST cell proliferation. CONCLUSIONS RRM2 expression is significantly elevated in NF1-associated MPNST and that high RRM2 expression correlates with poorer outcomes. RRM2 acts as an integral part in the promotion of NF1-associated MPNST cell proliferation via the AKT-mTOR signaling pathway. Inhibition of RRM2 may be a promising therapeutic strategy for NF1-associated MPNST.
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Affiliation(s)
- Man-Hon Chung
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Rehanguli Aimaier
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Qingxiong Yu
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Haibo Li
- Department of Plastic Surgery, The Third Xiangya Hospital, Central South University, Changsha, Hunan, People's Republic of China
| | - Yuehua Li
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Chengjiang Wei
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Yihui Gu
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Wei Wang
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Zizhen Guo
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Manmei Long
- Department of Pathology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Qingfeng Li
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
| | - Zhichao Wang
- Department of Plastic and Reconstructive Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
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Corrales-Guerrero S, Cui T, Castro-Aceituno V, Yang L, Nair S, Feng H, Venere M, Yoon S, DeWees T, Shen C, Williams TM. Inhibition of RRM2 radiosensitizes glioblastoma and uncovers synthetic lethality in combination with targeting CHK1. Cancer Lett 2023; 570:216308. [PMID: 37482342 DOI: 10.1016/j.canlet.2023.216308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 06/29/2023] [Accepted: 07/11/2023] [Indexed: 07/25/2023]
Abstract
Glioblastoma (GBM) is an aggressive malignant primary brain tumor. Radioresistance largely contributes to poor clinical outcomes in GBM patients. We targeted ribonucleotide reductase subunit 2 (RRM2) with triapine to radiosensitize GBM. We found RRM2 is associated with increasing tumor grade, is overexpressed in GBM over lower grade gliomas and normal tissue, and is associated with worse survival. We found silencing or inhibition of RRM2 by siRNA or triapine sensitized GBM cells to ionizing radiation (IR) and delayed resolution of IR-induced γ-H2AX nuclear foci. In vivo, triapine and IR reduced tumor growth and increased mouse survival. Intriguingly, triapine led to RRM2 upregulation and CHK1 activation, suggesting a CHK1-dependent RRM2 upregulation following RRM2 inhibition. Consistently, silencing or inhibition of CHK1 with rabusertib abolished the triapine-induced RRM2 upregulation. Accordingly, combining rabusertib and triapine resulted in synthetic lethality in GBM cells. Collectively, our results suggest RRM2 is a promising therapeutic target for GBM, and targeting RRM2 with triapine sensitizes GBM cells to radiation and independently induces synthetic lethality of GBM cells with CHK1 inhibition. Our findings suggest combining triapine with radiation or rabusertib may improve therapeutic outcomes in GBM.
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Affiliation(s)
- Sergio Corrales-Guerrero
- Biomedical Sciences Graduate Program, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Tiantian Cui
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
| | | | - Linlin Yang
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
| | - Sindhu Nair
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
| | - Haihua Feng
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
| | - Monica Venere
- Department of Radiation Oncology, The Ohio State University Wexner Medical Center, Arthur G. James Comprehensive Cancer Center and Richard J. Solove Research Institute, Columbus, OH, USA
| | - Stephanie Yoon
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
| | - Todd DeWees
- Division of Biostatistics, City of Hope, Duarte, CA, USA
| | - Changxian Shen
- Department of Radiation Oncology, City of Hope, Duarte, CA, USA
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8
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Pearson ADJ, Federico S, Gatz SA, Ortiz M, Lesa G, Scobie N, Gounaris I, Weiner SL, Weigel B, Unger TJ, Stewart E, Smith M, Slotkin EK, Reaman G, Pappo A, Nysom K, Norga K, McDonough J, Marshall LV, Ludwinski D, Ligas F, Karres D, Kool M, Horner TJ, Henssen A, Heenen D, Hawkins DS, Gore L, Bender JG, Galluzzo S, Fox E, de Rojas T, Davies BR, Chakrabarti J, Carmichael J, Bradford D, Blanc P, Bernardi R, Benchetrit S, Akindele K, Vassal G. Paediatric Strategy Forum for medicinal product development of DNA damage response pathway inhibitors in children and adolescents with cancer: ACCELERATE in collaboration with the European Medicines Agency with participation of the Food and Drug Administration. Eur J Cancer 2023; 190:112950. [PMID: 37441939 DOI: 10.1016/j.ejca.2023.112950] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/09/2023] [Accepted: 06/13/2023] [Indexed: 07/15/2023]
Abstract
DNA damage response inhibitors have a potentially important therapeutic role in paediatric cancers; however, their optimal use, including patient selection and combination strategy, remains unknown. Moreover, there is an imbalance between the number of drugs with diverse mechanisms of action and the limited number of paediatric patients available to be enrolled in early-phase trials, so prioritisation and a strategy are essential. While PARP inhibitors targeting homologous recombination-deficient tumours have been used primarily in the treatment of adult cancers with BRCA1/2 mutations, BRCA1/2 mutations occur infrequently in childhood tumours, and therefore, a specific response hypothesis is required. Combinations with targeted radiotherapy, ATR inhibitors, or antibody drug conjugates with DNA topoisomerase I inhibitor-related warheads warrant evaluation. Additional monotherapy trials of PARP inhibitors with the same mechanism of action are not recommended. PARP1-specific inhibitors and PARP inhibitors with very good central nervous system penetration also deserve evaluation. ATR, ATM, DNA-PK, CHK1, WEE1, DNA polymerase theta and PKMYT1 inhibitors are early in paediatric development. There should be an overall coordinated strategy for their development. Therefore, an academia/industry consensus of the relevant biomarkers will be established and a focused meeting on ATR inhibitors (as proof of principle) held. CHK1 inhibitors have demonstrated activity in desmoplastic small round cell tumours and have a potential role in the treatment of other paediatric malignancies, such as neuroblastoma and Ewing sarcoma. Access to CHK1 inhibitors for paediatric clinical trials is a high priority. The three key elements in evaluating these inhibitors in children are (1) innovative trial design (design driven by a clear hypothesis with the intent to further investigate responders and non-responders with detailed retrospective molecular analyses to generate a revised or new hypothesis); (2) biomarker selection and (3) rational combination therapy, which is limited by overlapping toxicity. To maximally benefit children with cancer, investigators should work collaboratively to learn the lessons from the past and apply them to future studies. Plans should be based on the relevant biology, with a focus on simultaneous and parallel research in preclinical and clinical settings, and an overall integrated and collaborative strategy.
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Affiliation(s)
- Andrew D J Pearson
- ACCELERATE, c/o BLSI, Clos Chapelle-aux-Champs 30, Bte 1.30.30 BE-1200 Brussels, Belgium.
| | - Sara Federico
- St Jude Children's Research Hospital, Memphis, TN, USA
| | - Susanne A Gatz
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Michael Ortiz
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Giovanni Lesa
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), Amsterdam, the Netherlands
| | | | - Ioannis Gounaris
- Merck Serono Ltd (an affiliate of Merck KGaA, Darmstadt, Germany), Feltham, UK
| | | | | | - T J Unger
- Repare Therapeutics, Cambridge, MA, USA
| | | | | | | | - Gregory Reaman
- US Food and Drug Administration, Silver Springs, MD, USA
| | - Alberto Pappo
- St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Koen Norga
- Antwerp University Hospital, Antwerp, Belgium; Paediatric Committee of the European Medicines Agency (EMA), Amsterdam, the Netherlands; Federal Agency for Medicines and Health Products, Brussels, Belgium
| | - Joe McDonough
- The Andrew McDonough B+ Foundation, Wilmington, DE, USA
| | - Lynley V Marshall
- The Royal Marsden NHS Foundation Hospital, The Institute of Cancer Research, Sutton, Surrey, UK
| | | | - Franca Ligas
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), Amsterdam, the Netherlands
| | - Dominik Karres
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), Amsterdam, the Netherlands
| | - Marcel Kool
- Hopp Children's Cancer Center, Heidelberg, Germany
| | | | | | | | - Douglas S Hawkins
- Seattle Children's Hospital, Seattle, WA, USA; Children's Oncology Group, Seattle, WA, USA
| | - Lia Gore
- Children's Hospital Colorado, Aurora, CO, USA; University of Colorado School of Medicine, Aurora, CO, USA
| | | | | | - Elizabeth Fox
- St Jude Children's Research Hospital, Memphis, TN, USA
| | - Teresa de Rojas
- ACCELERATE, c/o BLSI, Clos Chapelle-aux-Champs 30, Bte 1.30.30 BE-1200 Brussels, Belgium
| | | | | | - Juliet Carmichael
- The Royal Marsden NHS Foundation Hospital, The Institute of Cancer Research, Sutton, Surrey, UK
| | - Diana Bradford
- US Food and Drug Administration, Silver Springs, MD, USA
| | | | - Ronald Bernardi
- Genentech, a Member of the Roche Group, South San Francisco, CA, USA
| | - Sylvie Benchetrit
- National Agency for the Safety of Medicine and Health Products, Paris, France
| | | | - Gilles Vassal
- ACCELERATE, c/o BLSI, Clos Chapelle-aux-Champs 30, Bte 1.30.30 BE-1200 Brussels, Belgium; Gustave Roussy Cancer Centre, Paris, France
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9
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Aaltonen K, Radke K, Adamska A, Seger A, Mañas A, Bexell D. Patient-derived models: Advanced tools for precision medicine in neuroblastoma. Front Oncol 2023; 12:1085270. [PMID: 36776363 PMCID: PMC9910084 DOI: 10.3389/fonc.2022.1085270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 12/21/2022] [Indexed: 01/27/2023] Open
Abstract
Neuroblastoma is a childhood cancer derived from the sympathetic nervous system. High-risk neuroblastoma patients have a poor overall survival and account for ~15% of childhood cancer deaths. There is thus a need for clinically relevant and authentic models of neuroblastoma that closely resemble the human disease to further interrogate underlying mechanisms and to develop novel therapeutic strategies. Here we review recent developments in patient-derived neuroblastoma xenograft models and in vitro cultures. These models can be used to decipher mechanisms of metastasis and treatment resistance, for drug screening, and preclinical drug testing. Patient-derived neuroblastoma models may also provide useful information about clonal evolution, phenotypic plasticity, and cell states in relation to neuroblastoma progression. We summarize current opportunities for, but also barriers to, future model development and application. Integration of patient-derived models with patient data holds promise for the development of precision medicine treatment strategies for children with high-risk neuroblastoma.
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10
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Keller KM, Eleveld TF, Schild L, van den Handel K, van den Boogaard M, Amo-Addae V, Eising S, Ober K, Koopmans B, Looijenga L, Tytgat GA, Ylstra B, Molenaar JJ, Dolman MEM, van Hooff SR. Chromosome 11q loss and MYCN amplification demonstrate synthetic lethality with checkpoint kinase 1 inhibition in neuroblastoma. Front Oncol 2022; 12:929123. [PMID: 36237330 PMCID: PMC9552537 DOI: 10.3389/fonc.2022.929123] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 08/26/2022] [Indexed: 11/13/2022] Open
Abstract
Neuroblastoma is the most common extracranial solid tumor found in children and despite intense multi-modal therapeutic approaches, low overall survival rates of high-risk patients persist. Tumors with heterozygous loss of chromosome 11q and MYCN amplification are two genetically distinct subsets of neuroblastoma that are associated with poor patient outcome. Using an isogenic 11q deleted model system and high-throughput drug screening, we identify checkpoint kinase 1 (CHK1) as a potential therapeutic target for 11q deleted neuroblastoma. Further investigation reveals MYCN amplification as a possible additional biomarker for CHK1 inhibition, independent of 11q loss. Overall, our study highlights the potential power of studying chromosomal aberrations to guide preclinical development of novel drug targets and combinations. Additionally, our study builds on the growing evidence that DNA damage repair and replication stress response pathways offer therapeutic vulnerabilities for the treatment of neuroblastoma.
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Affiliation(s)
- Kaylee M. Keller
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Thomas F. Eleveld
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Linda Schild
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Kim van den Handel
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | | | - Vicky Amo-Addae
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Selma Eising
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Kimberley Ober
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Bianca Koopmans
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Leendert Looijenga
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Godelieve A.M. Tytgat
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Bauke Ylstra
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit, Amsterdam, Netherlands
| | - Jan J. Molenaar
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
- Department of Pharmaceutical Sciences, University Utrecht, Utrecht, Netherlands
- *Correspondence: Jan J. Molenaar,
| | - M. Emmy M. Dolman
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
- Children’s Cancer Institute, Lowy Cancer Centre, UNSW Sydney, Kensington, NSW, Australia
- School of Women’s and Children’s Health, Faculty of Medicine, UNSW Sydney, Kensington, NSW, Australia
| | - Sander R. van Hooff
- Department of Research, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
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11
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Bokhari A, Lai W, Le A, Gabre J, Chung TP, Fransson S, Bergman B, Djos A, Chen N, Martinsson T, Van den Eynden J, Doebele R, Palmer R, Hallberg B, Umapathy G. Novel Human-derived EML4-ALK Fusion Cell Lines identify ribonucleotide reductase RRM2 as a target of activated ALK in NSCLC. Lung Cancer 2022; 171:103-114. [DOI: 10.1016/j.lungcan.2022.07.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/07/2022] [Accepted: 07/14/2022] [Indexed: 11/17/2022]
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