1
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Hsieh J, Danis EP, Owens CR, Parrish JK, Nowling NL, Wolin AR, Purdy SC, Rosenbaum SR, Ivancevic AM, Chuong EB, Ford HL, Jedlicka P. Dependence of PAX3-FOXO1 chromatin occupancy on ETS1 at important disease-promoting genes exposes new targetable vulnerability in Fusion-Positive Rhabdomyosarcoma. Oncogene 2025; 44:19-29. [PMID: 39448867 DOI: 10.1038/s41388-024-03201-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 10/12/2024] [Accepted: 10/16/2024] [Indexed: 10/26/2024]
Abstract
Rhabdomyosarcoma (RMS), a malignancy of impaired myogenic differentiation, is the most common soft tissue pediatric cancer. PAX3-FOXO1 oncofusions drive the majority of the clinically more aggressive fusion-positive rhabdomyosarcoma (FP-RMS). Recent studies have established an epigenetic basis for PAX3-FOXO1-driven oncogenic processes. However, details of PAX3-FOXO1 epigenetic mechanisms, including interactions with, and dependence on, other chromatin and transcription factors, are incompletely understood. We previously identified a novel disease-promoting epigenetic axis in RMS, involving the histone demethylase KDM3A and the ETS1 transcription factor, and demonstrated that this epigenetic axis interfaces with PAX3-FOXO1 both phenotypically and transcriptomically, including co-regulation of biological processes and genes important to FP-RMS progression. In this study, we demonstrate that KDM3A and ETS1 colocalize with PAX3-FOXO1 to enhancers of important disease-promoting genes in FP-RMS, including FGF8, IL4R, and MEST, as well as PODXL, which we define herein as a new FP-RMS-promoting gene. We show that ETS1, which is induced by both PAX3-FOXO1 and KDM3A, exists in complex with PAX3-FOXO1, and augments PAX3-FOXO1 chromatin occupancy. We further show that the PAX3-FOXO1/ETS1 complex can be disrupted by the clinically relevant small molecule inhibitor YK-4-279. YK-4-279 displaces PAX3-FOXO1 from chromatin and interferes with PAX3-FOXO1-dependent gene regulation, resulting in potent inhibition of growth and invasive properties in FP-RMS, along with downregulation of FGF8, IL4R, MEST and PODXL expression. We additionally show that, in some FP-RMS, KDM3A also increases PAX3-FOXO1 levels. Together, our studies illuminate mechanisms of action of the KDM3A/ETS1 regulatory module, and reveal novel targetable mechanisms of PAX3-FOXO1 chromatin complex regulation, in FP-RMS.
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Affiliation(s)
- Joseph Hsieh
- Medical Scientist Training Program, University of Colorado Anschutz Medical Campus (UC-AMC), Aurora, CO, USA
- Cancer Biology Graduate Training Program, UC-AMC, Aurora, CO, USA
- Department of Pathology, UC-AMC, Aurora, CO, USA
| | - Etienne P Danis
- Department of Biomedical Informatics, UC-AMC, Aurora, CO, USA
- University of Colorado Cancer Center, UC-AMC, Aurora, CO, USA
| | | | | | | | - Arthur R Wolin
- Department of Pharmacology, UC-AMC, Aurora, CO, USA
- Molecular Biology Graduate Training Program, UC-AMC, Aurora, CO, USA
| | - Stephen Connor Purdy
- Cancer Biology Graduate Training Program, UC-AMC, Aurora, CO, USA
- Department of Pharmacology, UC-AMC, Aurora, CO, USA
| | | | - Atma M Ivancevic
- Department of Molecular, Cellular, and Developmental Biology and BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA
| | - Edward B Chuong
- Department of Molecular, Cellular, and Developmental Biology and BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA
| | - Heide L Ford
- Medical Scientist Training Program, University of Colorado Anschutz Medical Campus (UC-AMC), Aurora, CO, USA
- Cancer Biology Graduate Training Program, UC-AMC, Aurora, CO, USA
- University of Colorado Cancer Center, UC-AMC, Aurora, CO, USA
- Department of Pharmacology, UC-AMC, Aurora, CO, USA
- Molecular Biology Graduate Training Program, UC-AMC, Aurora, CO, USA
| | - Paul Jedlicka
- Medical Scientist Training Program, University of Colorado Anschutz Medical Campus (UC-AMC), Aurora, CO, USA.
- Cancer Biology Graduate Training Program, UC-AMC, Aurora, CO, USA.
- Department of Pathology, UC-AMC, Aurora, CO, USA.
- University of Colorado Cancer Center, UC-AMC, Aurora, CO, USA.
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2
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Llaneza-Lago S, Fraser WD, Green D. Bayesian unsupervised clustering identifies clinically relevant osteosarcoma subtypes. Brief Bioinform 2024; 26:bbae665. [PMID: 39701601 DOI: 10.1093/bib/bbae665] [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: 09/06/2024] [Revised: 10/28/2024] [Accepted: 12/05/2024] [Indexed: 12/21/2024] Open
Abstract
Identification of cancer subtypes is a critical step for developing precision medicine. Most cancer subtyping is based on the analysis of RNA sequencing (RNA-seq) data from patient cohorts using unsupervised machine learning methods such as hierarchical cluster analysis, but these computational approaches disregard the heterogeneous composition of individual cancer samples. Here, we used a more sophisticated unsupervised Bayesian model termed latent process decomposition (LPD), which handles individual cancer sample heterogeneity and deconvolutes the structure of transcriptome data to provide clinically relevant information. The work was performed on the pediatric tumor osteosarcoma, which is a prototypical model for a rare and heterogeneous cancer. The LPD model detected three osteosarcoma subtypes. The subtype with the poorest prognosis was validated using independent patient datasets. This new stratification framework will be important for more accurate diagnostic labeling, expediting precision medicine, and improving clinical trial success. Our results emphasize the importance of using more sophisticated machine learning approaches (and for teaching deep learning and artificial intelligence) for RNA-seq data analysis, which may assist drug targeting and clinical management.
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Affiliation(s)
- Sergio Llaneza-Lago
- Biomedical Research Centre, Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, United Kingdom
| | - William D Fraser
- Bioanalytical Facility, Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich NR4 7UQ, United Kingdom
| | - Darrell Green
- Biomedical Research Centre, Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, United Kingdom
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3
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Dolfini D, Imbriano C, Mantovani R. The role(s) of NF-Y in development and differentiation. Cell Death Differ 2024:10.1038/s41418-024-01388-1. [PMID: 39327506 DOI: 10.1038/s41418-024-01388-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 09/18/2024] [Accepted: 09/19/2024] [Indexed: 09/28/2024] Open
Abstract
NF-Y is a conserved sequence-specific trimeric Transcription Factor -TF- binding to the CCAAT element. We review here the role(s) in development, from pre-implantation embryo to terminally differentiated tissues, by rationalizing and commenting on genetic, genomic, epigenetic and biochemical studies. This effort brings to light the impact of NF-YA isoforms on stemness and differentiation, as well as binding to distal vs promoter proximal sites and connections with selected TFs.
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Affiliation(s)
- Diletta Dolfini
- Dipartimento di Bioscienze, Università degli Studi di Milano, Milano, Italy
| | - Carol Imbriano
- Dipartimento di Scienze della Vita, Università di Modena e Reggio Emilia, Modena, Italy
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, Milano, Italy.
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4
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Wang Z, Hulikova A, Swietach P. Innovating cancer drug discovery with refined phenotypic screens. Trends Pharmacol Sci 2024; 45:723-738. [PMID: 39013672 DOI: 10.1016/j.tips.2024.06.001] [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: 05/15/2024] [Revised: 06/10/2024] [Accepted: 06/17/2024] [Indexed: 07/18/2024]
Abstract
Before molecular pathways in cancer were known to a depth that could predict targets, drug development relied on phenotypic screening, where the effectiveness of candidate chemicals is judged from functional readouts without considering the mechanisms of action. The unraveling of tumor-specific pathways has brought targets for molecularly driven drug discovery, but precedents in the field have shown that awareness of pathways does not necessarily predict therapeutic efficacy, and many cancers still lack druggable targets. Phenotypic screening therefore retains a niche in drug development where a targeted approach is not informative. We analyze the unique advantages of phenotypic screens, and how technological advances have improved their discovery power. Notable advances include the use of larger biological panels and refined protocols that address the disease-relevance and increase data content with imaging and omic approaches.
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Affiliation(s)
- Zhenyi Wang
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Sherrington Building, Parks Road, Oxford OX1 3PT, UK
| | - Alzbeta Hulikova
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Sherrington Building, Parks Road, Oxford OX1 3PT, UK
| | - Pawel Swietach
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Sherrington Building, Parks Road, Oxford OX1 3PT, UK.
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5
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Gendreizig S, Martínez-Ruiz L, López-Rodríguez A, Pabla H, Hose L, Brasch F, Busche T, Escames G, Sudhoff H, Scholtz LU, Todt I, Oppel F. Human papillomavirus-associated head and neck squamous cell carcinoma cells lose viability during triggered myocyte lineage differentiation. Cell Death Dis 2024; 15:517. [PMID: 39030166 PMCID: PMC11271587 DOI: 10.1038/s41419-024-06867-4] [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: 03/14/2024] [Revised: 06/25/2024] [Accepted: 06/25/2024] [Indexed: 07/21/2024]
Abstract
Head and neck squamous cell carcinoma (HNSCC) is a highly malignant disease, and death rates have remained at approximately 50% for decades. New tumor-targeting strategies are desperately needed, and a previous report indicated the triggered differentiation of HPV-negative HNSCC cells to confer therapeutic benefits. Using patient-derived tumor cells, we created a similar HNSCC differentiation model of HPV+ tumor cells from two patients. We observed a loss of malignant characteristics in differentiating cell culture conditions, including irregularly enlarged cell morphology, cell cycle arrest with downregulation of Ki67, and reduced cell viability. RNA-Seq showed myocyte-like differentiation with upregulation of markers of myofibril assembly. Immunofluorescence staining of differentiated and undifferentiated primary HPV+ HNSCC cells confirmed an upregulation of these markers and the formation of parallel actin fibers reminiscent of myoblast-lineage cells. Moreover, immunofluorescence of HPV+ tumor tissue revealed areas of cells co-expressing the identified markers of myofibril assembly, HPV surrogate marker p16, and stress-associated basal keratinocyte marker KRT17, indicating that the observed myocyte-like in vitro differentiation occurs in human tissue. We are the first to report that carcinoma cells can undergo a triggered myocyte-like differentiation, and our study suggests that the targeted differentiation of HPV+ HNSCCs might be therapeutically valuable.
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Affiliation(s)
- Sarah Gendreizig
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Laura Martínez-Ruiz
- Institute of Biotechnology, Biomedical Research Center, Health Sciences Technology Park, University of Granada, Granada, Spain
- Department of Physiology, Faculty of Medicine, University of Granada, 18016, Granada, Spain
- Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable (CIBERFES), Instituto de Investigación Biosanitaria (Ibs), Granada, San Cecilio University Hospital, Granada, Spain
| | - Alba López-Rodríguez
- Institute of Biotechnology, Biomedical Research Center, Health Sciences Technology Park, University of Granada, Granada, Spain
- Department of Physiology, Faculty of Medicine, University of Granada, 18016, Granada, Spain
- Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable (CIBERFES), Instituto de Investigación Biosanitaria (Ibs), Granada, San Cecilio University Hospital, Granada, Spain
| | - Harkiren Pabla
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Leonie Hose
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Frank Brasch
- Department of Pathology, Klinikum Bielefeld, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Tobias Busche
- Center for Biotechnology (CeBiTec), University Hospital OWL of Bielefeld University, Bielefeld, Germany
| | - Germaine Escames
- Institute of Biotechnology, Biomedical Research Center, Health Sciences Technology Park, University of Granada, Granada, Spain
- Department of Physiology, Faculty of Medicine, University of Granada, 18016, Granada, Spain
- Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable (CIBERFES), Instituto de Investigación Biosanitaria (Ibs), Granada, San Cecilio University Hospital, Granada, Spain
| | - Holger Sudhoff
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Lars Uwe Scholtz
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Ingo Todt
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany
| | - Felix Oppel
- Department of Otolaryngology, Head and Neck Surgery, Campus Klinikum Bielefeld Mitte, University Hospital OWL of Bielefeld University, Teutoburger Str. 50, 33604, Bielefeld, Germany.
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6
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Dolfini D, Gnesutta N, Mantovani R. Expression and function of NF-Y subunits in cancer. Biochim Biophys Acta Rev Cancer 2024; 1879:189082. [PMID: 38309445 DOI: 10.1016/j.bbcan.2024.189082] [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: 11/13/2023] [Revised: 01/29/2024] [Accepted: 01/31/2024] [Indexed: 02/05/2024]
Abstract
NF-Y is a Transcription Factor (TF) targeting the CCAAT box regulatory element. It consists of the NF-YB/NF-YC heterodimer, each containing an Histone Fold Domain (HFD), and the sequence-specific subunit NF-YA. NF-YA expression is associated with cell proliferation and absent in some post-mitotic cells. The review summarizes recent findings impacting on cancer development. The logic of the NF-Y regulome points to pro-growth, oncogenic genes in the cell-cycle, metabolism and transcriptional regulation routes. NF-YA is involved in growth/differentiation decisions upon cell-cycle re-entry after mitosis and it is widely overexpressed in tumors, the HFD subunits in some tumor types or subtypes. Overexpression of NF-Y -mostly NF-YA- is oncogenic and decreases sensitivity to anti-neoplastic drugs. The specific roles of NF-YA and NF-YC isoforms generated by alternative splicing -AS- are discussed, including the prognostic value of their levels, although the specific molecular mechanisms of activity are still to be deciphered.
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Affiliation(s)
- Diletta Dolfini
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, Milano 20133, Italy
| | - Nerina Gnesutta
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, Milano 20133, Italy
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, Milano 20133, Italy.
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7
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Asante Y, Benischke K, Osman I, Ngo QA, Wurth J, Laubscher D, Kim H, Udhayakumar B, Khan MIH, Chin DH, Porch J, Chakraborty M, Sallari R, Delattre O, Zaidi S, Morice S, Surdez D, Danielli SG, Schäfer BW, Gryder BE, Wachtel M. PAX3-FOXO1 uses its activation domain to recruit CBP/P300 and shape RNA Pol2 cluster distribution. Nat Commun 2023; 14:8361. [PMID: 38102136 PMCID: PMC10724205 DOI: 10.1038/s41467-023-43780-4] [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: 11/29/2022] [Accepted: 11/20/2023] [Indexed: 12/17/2023] Open
Abstract
Activation of oncogenic gene expression from long-range enhancers is initiated by the assembly of DNA-binding transcription factors (TF), leading to recruitment of co-activators such as CBP/p300 to modify the local genomic context and facilitate RNA-Polymerase 2 (Pol2) binding. Yet, most TF-to-coactivator recruitment relationships remain unmapped. Here, studying the oncogenic fusion TF PAX3-FOXO1 (P3F) from alveolar rhabdomyosarcoma (aRMS), we show that a single cysteine in the activation domain (AD) of P3F is important for a small alpha helical coil that recruits CBP/p300 to chromatin. P3F driven transcription requires both this single cysteine and CBP/p300. Mutants of the cysteine reduce aRMS cell proliferation and induce cellular differentiation. Furthermore, we discover a profound dependence on CBP/p300 for clustering of Pol2 loops that connect P3F to its target genes. In the absence of CBP/p300, Pol2 long range enhancer loops collapse, Pol2 accumulates in CpG islands and fails to exit the gene body. These results reveal a potential novel axis for therapeutic interference with P3F in aRMS and clarify the molecular relationship of P3F and CBP/p300 in sustaining active Pol2 clusters essential for oncogenic transcription.
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Affiliation(s)
- Yaw Asante
- Department of Nutrition, Case Western Reserve University, Cleveland, OH, USA
| | - Katharina Benischke
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland
| | - Issra Osman
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Quy A Ngo
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland
| | - Jakob Wurth
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland
| | - Dominik Laubscher
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland
| | - Hyunmin Kim
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | | | - Md Imdadul H Khan
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Diana H Chin
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Jadon Porch
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | | | | | - Olivier Delattre
- INSERM U830, Diversity and Plasticity of Childhood Tumors Lab, PSL Research University, SIREDO Oncology Center, Institut Curie Research Center, Paris, France
| | - Sakina Zaidi
- INSERM U830, Diversity and Plasticity of Childhood Tumors Lab, PSL Research University, SIREDO Oncology Center, Institut Curie Research Center, Paris, France
| | - Sarah Morice
- Balgrist University Hospital, Faculty of Medicine, University of Zurich (UZH), Zurich, Switzerland
| | - Didier Surdez
- Balgrist University Hospital, Faculty of Medicine, University of Zurich (UZH), Zurich, Switzerland
| | - Sara G Danielli
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland
| | - Beat W Schäfer
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland.
| | - Berkley E Gryder
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA.
| | - Marco Wachtel
- University Children's Hospital, Children's Research Center and Department of Oncology, Steinwiesstrasse 75, CH-8032, Zürich, Switzerland.
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8
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Sroka MW, Skopelitis D, Vermunt MW, Preall JB, El Demerdash O, de Almeida LMN, Chang K, Utama R, Gryder B, Caligiuri G, Ren D, Nalbant B, Milazzo JP, Tuveson DA, Dobin A, Hiebert SW, Stengel KR, Mantovani R, Khan J, Kohli RM, Shi J, Blobel GA, Vakoc CR. Myo-differentiation reporter screen reveals NF-Y as an activator of PAX3-FOXO1 in rhabdomyosarcoma. Proc Natl Acad Sci U S A 2023; 120:e2303859120. [PMID: 37639593 PMCID: PMC10483665 DOI: 10.1073/pnas.2303859120] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/11/2023] [Indexed: 08/31/2023] Open
Abstract
Recurrent chromosomal rearrangements found in rhabdomyosarcoma (RMS) produce the PAX3-FOXO1 fusion protein, which is an oncogenic driver and a dependency in this disease. One important function of PAX3-FOXO1 is to arrest myogenic differentiation, which is linked to the ability of RMS cells to gain an unlimited proliferation potential. Here, we developed a phenotypic screening strategy for identifying factors that collaborate with PAX3-FOXO1 to block myo-differentiation in RMS. Unlike most genes evaluated in our screen, we found that loss of any of the three subunits of the Nuclear Factor Y (NF-Y) complex leads to a myo-differentiation phenotype that resembles the effect of inactivating PAX3-FOXO1. While the transcriptomes of NF-Y- and PAX3-FOXO1-deficient RMS cells bear remarkable similarity to one another, we found that these two transcription factors occupy nonoverlapping sites along the genome: NF-Y preferentially occupies promoters, whereas PAX3-FOXO1 primarily binds to distal enhancers. By integrating multiple functional approaches, we map the PAX3 promoter as the point of intersection between these two regulators. We show that NF-Y occupies CCAAT motifs present upstream of PAX3 to function as a transcriptional activator of PAX3-FOXO1 expression in RMS. These findings reveal a critical upstream role of NF-Y in the oncogenic PAX3-FOXO1 pathway, highlighting how a broadly essential transcription factor can perform tumor-specific roles in governing cellular state.
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Affiliation(s)
| | | | - Marit W. Vermunt
- Division of Hematology, The Children’s Hospital of Philadelphia, Philadelphia, PA19104
| | | | | | | | - Kenneth Chang
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | - Raditya Utama
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | - Berkley Gryder
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH44106
| | | | - Diqiu Ren
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA19104
| | - Benan Nalbant
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | | | | | | | - Scott W. Hiebert
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN37232
| | - Kristy R. Stengel
- Department of Cell Biology, Albert Einstein College of Medicine, New York, NY10461
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133Milano, Italy
| | - Javed Khan
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD20892
| | - Rahul M. Kohli
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, PA19104
| | - Junwei Shi
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA19104
| | - Gerd A. Blobel
- Division of Hematology, The Children’s Hospital of Philadelphia, Philadelphia, PA19104
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