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Datta C, Truesdell SS, Wu KQ, Bukhari SIA, Ngue H, Buchanan B, Le Tonqueze O, Lee S, Kollu S, Granovetter MA, Boukhali M, Kreuzer J, Batool MS, Balaj L, Haas W, Vasudevan S. Ribosome changes reprogram translation for chemosurvival in G0 leukemic cells. Sci Adv 2022; 8:eabo1304. [PMID: 36306353 PMCID: PMC9616492 DOI: 10.1126/sciadv.abo1304] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Quiescent leukemic cells survive chemotherapy, with translation changes. Our data reveal that FXR1, a protein amplified in several aggressive cancers, is elevated in quiescent and chemo-treated leukemic cells and promotes chemosurvival. This suggests undiscovered roles for this RNA- and ribosome-associated protein in chemosurvival. We find that FXR1 depletion reduces translation, with altered rRNAs, snoRNAs, and ribosomal proteins (RPs). FXR1 regulates factors that promote transcription and processing of ribosomal genes and snoRNAs. Ribosome changes in FXR1-overexpressing cells, including RPLP0/uL10 levels, activate eIF2α kinases. Accordingly, phospho-eIF2α increases, enabling selective translation of survival and immune regulators in FXR1-overexpressing cells. Overriding these genes or phospho-eIF2α with inhibitors reduces chemosurvival. Thus, elevated FXR1 in quiescent or chemo-treated leukemic cells alters ribosomes that trigger stress signals to redirect translation for chemosurvival.
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Affiliation(s)
- Chandreyee Datta
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Samuel S. Truesdell
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Keith Q. Wu
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Syed I. A. Bukhari
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Harrison Ngue
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Brienna Buchanan
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Olivier Le Tonqueze
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Sooncheol Lee
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Swapna Kollu
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Madeleine A. Granovetter
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Johannes Kreuzer
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Maheen S. Batool
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Leonora Balaj
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Shobha Vasudevan
- Massachusetts General Hospital Cancer Center, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
- Corresponding author.
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2
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Sîrbulescu RF, Mamidi A, Chan SYC, Jin G, Boukhali M, Sobell D, Ilieş I, Chung JY, Haas W, Whalen MJ, Sluder AE, Poznansky MC. B cells support the repair of injured tissues by adopting MyD88-dependent regulatory functions and phenotype. FASEB J 2021; 35:e22019. [PMID: 34792819 PMCID: PMC8756564 DOI: 10.1096/fj.202101095rr] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 10/11/2021] [Accepted: 10/14/2021] [Indexed: 11/11/2022]
Abstract
Exogenously applied mature naïve B220+ /CD19+ /IgM+ /IgD+ B cells are strongly protective in the context of tissue injury. However, the mechanisms by which B cells detect tissue injury and aid repair remain elusive. Here, we show in distinct models of skin and brain injury that MyD88-dependent toll-like receptor (TLR) signaling through TLR2/6 and TLR4 is essential for the protective benefit of B cells in vivo, while B cell-specific deletion of MyD88 abrogated this effect. The B cell response to injury was multi-modal with simultaneous production of both regulatory cytokines, such as IL-10, IL-35, and transforming growth factor beta (TGFβ), and inflammatory cytokines, such as tumor necrosis factor alpha (TNFα), IL-6, and interferon gamma. Cytometry analysis showed that this response was time and environment-dependent in vivo, with 20%-30% of applied B cells adopting an immune modulatory phenotype with high co-expression of anti- and pro-inflammatory cytokines after 18-48 h at the injury site. B cell treatment reduced the expression of TNFα and increased IL-10 and TGFβ in infiltrating immune cells and fibroblasts at the injury site. Proteomic analysis further showed that B cells have a complex time-dependent homeostatic effect on the injured microenvironment, reducing the expression of inflammation-associated proteins, and increasing proteins associated with proliferation, tissue remodeling, and protection from oxidative stress. These findings chart and validate a first mechanistic understanding of the effects of B cells as an immunomodulatory cell therapy in the context of tissue injury.
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Affiliation(s)
- Ruxandra F. Sîrbulescu
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Akshay Mamidi
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- School of Chemical and Biochemical Engineering, Nanyang Technological University, Singapore
| | - Shu-Yi Claire Chan
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Gina Jin
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Neuroscience Center, Department of Pediatrics, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Myriam Boukhali
- Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Don Sobell
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Iulian Ilieş
- Healthcare Systems Engineering Institute, Department of Mechanical and Industrial Engineering, Northeastern University, Boston, Massachusetts, USA
| | - Joon Yong Chung
- Neuroscience Center, Department of Pediatrics, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Wilhelm Haas
- Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Michael J. Whalen
- Neuroscience Center, Department of Pediatrics, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ann E. Sluder
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Mark C. Poznansky
- Vaccine and Immunotherapy Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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3
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Rajasekaran S, Siddiqui J, Rakijas J, Nicolay B, Lin C, Khan E, Patel R, Morris R, Wyler E, Boukhali M, Balasubramanyam J, Ranjith Kumar R, Van Rechem C, Vogel C, Elchuri SV, Landthaler M, Obermayer B, Haas W, Dyson N, Miles W. Author Correction: Integrated multi-omics analysis of RB-loss identifies widespread cellular programming and synthetic weaknesses. Commun Biol 2021; 4:1156. [PMID: 34593978 PMCID: PMC8484276 DOI: 10.1038/s42003-021-02708-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Swetha Rajasekaran
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Jalal Siddiqui
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Jessica Rakijas
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Brandon Nicolay
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA.,Agios Pharmaceutical, Cambridge, MA, USA
| | - Chenyu Lin
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Eshan Khan
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Rahi Patel
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Robert Morris
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Emanuel Wyler
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Jayashree Balasubramanyam
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - R Ranjith Kumar
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | | | - Christine Vogel
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, USA
| | - Sailaja V Elchuri
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - Markus Landthaler
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Benedikt Obermayer
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany.,IRI Life Sciences, Institute für Biologie, Humboldt Universität zu Berlin, Berlin, Germany.,Core Unit Bioinformatics, Berlin Institute of Health (BIH), Berlin, Germany
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Nicholas Dyson
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA. .,Harvard Medical School, Boston, MA, USA.
| | - Wayne Miles
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA. .,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA.
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4
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Rajasekaran S, Siddiqui J, Rakijas J, Nicolay B, Lin C, Khan E, Patel R, Morris R, Wyler E, Boukhali M, Balasubramanyam J, Ranjith Kumar R, Van Rechem C, Vogel C, Elchuri SV, Landthaler M, Obermayer B, Haas W, Dyson N, Miles W. Integrated multi-omics analysis of RB-loss identifies widespread cellular programming and synthetic weaknesses. Commun Biol 2021; 4:977. [PMID: 34404904 PMCID: PMC8371045 DOI: 10.1038/s42003-021-02495-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 07/26/2021] [Indexed: 11/09/2022] Open
Abstract
Inactivation of RB is one of the hallmarks of cancer, however gaps remain in our understanding of how RB-loss changes human cells. Here we show that pRB-depletion results in cellular reprogramming, we quantitatively measured how RB-depletion altered the transcriptional, proteomic and metabolic output of non-tumorigenic RPE1 human cells. These profiles identified widespread changes in metabolic and cell stress response factors previously linked to E2F function. In addition, we find a number of additional pathways that are sensitive to RB-depletion that are not E2F-regulated that may represent compensatory mechanisms to support the growth of RB-depleted cells. To determine whether these molecular changes are also present in RB1-/- tumors, we compared these results to Retinoblastoma and Small Cell Lung Cancer data, and identified widespread conservation of alterations found in RPE1 cells. To define which of these changes contribute to the growth of cells with de-regulated E2F activity, we assayed how inhibiting or depleting these proteins affected the growth of RB1-/- cells and of Drosophila E2f1-RNAi models in vivo. From this analysis, we identify key metabolic pathways that are essential for the growth of pRB-deleted human cells.
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Affiliation(s)
- Swetha Rajasekaran
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Jalal Siddiqui
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Jessica Rakijas
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Brandon Nicolay
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA.,Agios Pharmaceutical, Cambridge, MA, USA
| | - Chenyu Lin
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Eshan Khan
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Rahi Patel
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA.,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Robert Morris
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Emanuel Wyler
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Jayashree Balasubramanyam
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - R Ranjith Kumar
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | | | - Christine Vogel
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, USA
| | - Sailaja V Elchuri
- Department of Nanobiotechnology, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - Markus Landthaler
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Benedikt Obermayer
- Berlin Institute for Medical Systems Biology, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany.,IRI Life Sciences, Institute für Biologie, Humboldt Universität zu Berlin, Berlin, Germany.,Core Unit Bioinformatics, Berlin Institute of Health (BIH), Berlin, Germany
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Nicholas Dyson
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA. .,Harvard Medical School, Boston, MA, USA.
| | - Wayne Miles
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, USA. .,The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA.
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5
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Zappia MP, Guarner A, Kellie-Smith N, Rogers A, Morris R, Nicolay B, Boukhali M, Haas W, Dyson NJ, Frolov MV. E2F/Dp inactivation in fat body cells triggers systemic metabolic changes. eLife 2021; 10:67753. [PMID: 34251339 PMCID: PMC8298092 DOI: 10.7554/elife.67753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Accepted: 07/11/2021] [Indexed: 11/25/2022] Open
Abstract
The E2F transcription factors play a critical role in controlling cell fate. In Drosophila, the inactivation of E2F in either muscle or fat body results in lethality, suggesting an essential function for E2F in these tissues. However, the cellular and organismal consequences of inactivating E2F in these tissues are not fully understood. Here, we show that the E2F loss exerts both tissue-intrinsic and systemic effects. The proteomic profiling of E2F-deficient muscle and fat body revealed that E2F regulates carbohydrate metabolism, a conclusion further supported by metabolomic profiling. Intriguingly, animals with E2F-deficient fat body had a lower level of circulating trehalose and reduced storage of fat. Strikingly, a sugar supplement was sufficient to restore both trehalose and fat levels, and subsequently rescued animal lethality. Collectively, our data highlight the unexpected complexity of E2F mutant phenotype, which is a result of combining both tissue-specific and systemic changes that contribute to animal development.
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Affiliation(s)
| | - Ana Guarner
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | | | - Alice Rogers
- University of Illinois at Chicago, Chicago, United States
| | - Robert Morris
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | - Brandon Nicolay
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, United States
| | - Maxim V Frolov
- University of Illinois at Chicago, Chicago, United States
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6
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Lee S, Bukhari SI, Truesdell SS, Kollu S, Mortensen RD, Boukhali M, Jain E, Lee D, Mazzola M, Raheja R, Langenbucher A, Haradhwala N, Yanagiya A, Lawrence M, Gandhi R, Sadreyev R, Sweetser D, Haas W, Vasudevan S. Abstract B32: A specialized post-transcriptional program in chemoresistant, quiescent cancer cells. Mol Cancer Res 2020. [DOI: 10.1158/1557-3125.pi3k-mtor18-b32] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Quiescent (G0) cells are a clinically relevant fraction in cancers, which include dormant cancer stem cells, and resist clinical therapy. G0 cells reveal extensive changes in gene expression at the protein and translation levels. We previously identified that the translation mechanism is altered in G0 cancer cells. MicroRNAs, noncoding RNAs that target distinct mRNAs to alter gene expression, were found to associate with a key RNA-binding protein and enable specialized functions in G0, where they recruit noncanonical translation factors to regulate specific mRNA translation. We find that G0 leukemic cells show similar proteome and translatome to cells isolated post-chemotherapy. These data suggest that specialized post-transcriptional mechanisms in G0 leukemic cells regulate a distinct translatome to mediate chemoresistance. To understand the role of post-transcriptional regulation in chemoresistance, we compared global transcriptome, translatome and proteome profiling in chemoresistant G0 acute monocytic leukemic (AML) cells. We find that chemotherapy or G0 induction leads to DNA damage responsive ATM and stress signaling, which alter post-transcriptional and translational mechanisms. ATM and stress-activated p38 MAPK/MK2 increase AU-rich-element (ARE) bearing proinflammatory cytokine and immune gene mRNAs, by regulating a key ARE RNA binding protein and modifying canonical translation. AREs are present on 3'UTRs of tightly regulated oncogenes and cytokines, to post-transcriptionally control their expression. Both rate-limiting steps—mRNA cap recognition and tRNA recruitment—in canonical translation are altered. These signaling pathways lead to low mTOR activity in G0, which activates the cap complex inhibitor, eIF4EBP to impair canonical translation, leading to noncanonical translation of specific mRNAs with specialized cap binding and ribosome recruitment factors. In addition, stress and STAT1/interferon signaling are activated to reduce the canonical tRNA recruitment mechanism, enabling noncanonical translation of specific mRNAs. These changes permit translation of ARE bearing proinflammatory cytokine TNFa, and immune and cell-migration modulators that promote survival. Co-inhibiting p38 MAPK and TNFa that promote antiapoptosis—prior to or along with chemotherapy—decreases chemoresistance in AML cells, in vivo, and in patient samples without affecting normal cells. Our studies reveal a proinflammatory subpopulation in AML that mediates resistance, enabled by DNA damage- and stress-regulated post-transcriptional and translational mechanisms that are mediated by AU-rich-elements and a critical ARE RNA binding protein. Disrupting ARE regulation reduces TNFα and chemoresistance, revealing AREs, an important ARE RNA binding protein and noncanonical translation as regulators of chemoresistance. These studies reveal the significance of post-transcriptional regulation of proinflammatory and immune gene-mediated chemoresistance.
Citation Format: Sooncheol Lee, Syed I.A. Bukhari, Samuel S. Truesdell, Swapna Kollu, Richard D. Mortensen, Myriam Boukhali, Esha Jain, Dongjun Lee, Maria Mazzola, Radhika Raheja, Adam Langenbucher, Nicholas Haradhwala, Akiko Yanagiya, Michael Lawrence, Roopali Gandhi, Ruslan Sadreyev, David Sweetser, Wilhelm Haas, Shobha Vasudevan. A specialized post-transcriptional program in chemoresistant, quiescent cancer cells [abstract]. In: Proceedings of the AACR Special Conference on Targeting PI3K/mTOR Signaling; 2018 Nov 30-Dec 8; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Res 2020;18(10_Suppl):Abstract nr B32.
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7
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Aeby E, Lee HG, Lee YW, Kriz A, del Rosario BC, Oh HJ, Boukhali M, Haas W, Lee JT. Decapping enzyme 1A breaks X-chromosome symmetry by controlling Tsix elongation and RNA turnover. Nat Cell Biol 2020; 22:1116-1129. [PMID: 32807903 DOI: 10.1038/s41556-020-0558-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Accepted: 07/09/2020] [Indexed: 12/27/2022]
Abstract
How allelic asymmetry is generated remains a major unsolved problem in epigenetics. Here we model the problem using X-chromosome inactivation by developing "BioRBP", an enzymatic RNA-proteomic method that enables probing of low-abundance interactions and an allelic RNA-depletion and -tagging system. We identify messenger RNA-decapping enzyme 1A (DCP1A) as a key regulator of Tsix, a noncoding RNA implicated in allelic choice through X-chromosome pairing. DCP1A controls Tsix half-life and transcription elongation. Depleting DCP1A causes accumulation of X-X pairs and perturbs the transition to monoallelic Tsix expression required for Xist upregulation. While ablating DCP1A causes hyperpairing, forcing Tsix degradation resolves pairing and enables Xist upregulation. We link pairing to allelic partitioning of CCCTC-binding factor (CTCF) and show that tethering DCP1A to one Tsix allele is sufficient to drive monoallelic Xist expression. Thus, DCP1A flips a bistable switch for the mutually exclusive determination of active and inactive Xs.
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8
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Badr CE, da Hora CC, Kirov AB, Tabet E, Amante R, Maksoud S, Nibbs AE, Fitzsimons E, Boukhali M, Chen JW, Chiu NHL, Nakano I, Haas W, Mazitschek R, Tannous BA. Obtusaquinone: A Cysteine-Modifying Compound That Targets Keap1 for Degradation. ACS Chem Biol 2020; 15:1445-1454. [PMID: 32338864 DOI: 10.1021/acschembio.0c00104] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
We have previously identified the natural product obtusaquinone (OBT) as a potent antineoplastic agent with promising in vivo activity in glioblastoma and breast cancer through the activation of oxidative stress; however, the molecular properties of this compound remained elusive. We used a multidisciplinary approach comprising medicinal chemistry, quantitative mass spectrometry-based proteomics, functional studies in cancer cells, and pharmacokinetic analysis, as well as mouse xenograft models to develop and validate novel OBT analogs and characterize the molecular mechanism of action of OBT. We show here that OBT binds to cysteine residues with a particular affinity to cysteine-rich Keap1, a member of the CUL3 ubiquitin ligase complex. This binding promotes an overall stress response and results in ubiquitination and proteasomal degradation of Keap1 and downstream activation of the Nrf2 pathway. Using positron emission tomography (PET) imaging with the PET-tracer 2-[18F]fluoro-2-deoxy-d-glucose (FDG), we confirm that OBT is able to penetrate the brain and functionally target brain tumors. Finally, we show that an OBT analog with improved pharmacological properties, including enhanced potency, stability, and solubility, retains the antineoplastic properties in a xenograft mouse model.
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Affiliation(s)
- Christian E. Badr
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Cintia Carla da Hora
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Aleksandar B. Kirov
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Elie Tabet
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Romain Amante
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Semer Maksoud
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Antoinette E. Nibbs
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Evelyn Fitzsimons
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - John W. Chen
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
- Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts 02114, United States
| | - Norman H. L. Chiu
- Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, North Caroline 27402, United States
| | - Ichiro Nakano
- Department of Neurosurgery and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35233, United States
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Ralph Mazitschek
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
- Broad Institute of Harvard & Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, United States
| | - Bakhos A. Tannous
- Experimental Therapeutics and Molecular Imaging Unit, Department of Neurology, Neuro-Oncology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
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9
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Strasser SD, Ghazi PC, Starchenko A, Boukhali M, Edwards A, Suarez-Lopez L, Lyons J, Changelian PS, Monahan JB, Jacobsen J, Brubaker DK, Joughin BA, Yaffe MB, Haas W, Lauffenburger DA, Haigis KM. Substrate-based kinase activity inference identifies MK2 as driver of colitis. Integr Biol (Camb) 2020; 11:301-314. [PMID: 31617572 DOI: 10.1093/intbio/zyz025] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2019] [Revised: 07/19/2019] [Accepted: 07/28/2019] [Indexed: 12/30/2022]
Abstract
Inflammatory bowel disease (IBD) is a chronic and debilitating disorder that has few treatment options due to a lack of comprehensive understanding of its molecular pathogenesis. We used multiplexed mass spectrometry to collect high-content information on protein phosphorylation in two different mouse models of IBD. Because the biological function of the vast majority of phosphorylation sites remains unknown, we developed Substrate-based Kinase Activity Inference (SKAI), a methodology to infer kinase activity from phosphoproteomic data. This approach draws upon prior knowledge of kinase-substrate interactions to construct custom lists of kinases and their respective substrate sites, termed kinase-substrate sets that employ prior knowledge across organisms. This expansion as much as triples the amount of prior knowledge available. We then used these sets within the Gene Set Enrichment Analysis framework to infer kinase activity based on increased or decreased phosphorylation of its substrates in a dataset. When applied to the phosphoproteomic datasets from the two mouse models, SKAI predicted largely non-overlapping kinase activation profiles. These results suggest that chronic inflammation may arise through activation of largely divergent signaling networks. However, the one kinase inferred to be activated in both mouse models was mitogen-activated protein kinase-activated protein kinase 2 (MAPKAPK2 or MK2), a serine/threonine kinase that functions downstream of p38 stress-activated mitogen-activated protein kinase. Treatment of mice with active colitis with ATI450, an orally bioavailable small molecule inhibitor of the MK2 pathway, reduced inflammatory signaling in the colon and alleviated the clinical and histological features of inflammation. These studies establish MK2 as a therapeutic target in IBD and identify ATI450 as a potential therapy for the disease.
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Affiliation(s)
- Samantha Dale Strasser
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Phaedra C Ghazi
- Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Alina Starchenko
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Myriam Boukhali
- Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.,Center for Cancer Research, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Amanda Edwards
- Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.,Center for Cancer Research, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Lucia Suarez-Lopez
- Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Jesse Lyons
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Paul S Changelian
- Aclaris Therapeutics, Inc., 4320 Forest Park Avenue, St. Louis, MO 63108, USA
| | - Joseph B Monahan
- Aclaris Therapeutics, Inc., 4320 Forest Park Avenue, St. Louis, MO 63108, USA
| | - Jon Jacobsen
- Aclaris Therapeutics, Inc., 4320 Forest Park Avenue, St. Louis, MO 63108, USA
| | - Douglas K Brubaker
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Brian A Joughin
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Michael B Yaffe
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Wilhelm Haas
- Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.,Center for Cancer Research, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Douglas A Lauffenburger
- Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Kevin M Haigis
- Cancer Research Institute and Division of Genetics, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA.,Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.,Harvard Digestive Disease Center, Harvard Medical School, 320 Longwood Avenue, Boston, MA 02115, USA
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10
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Lee S, Micalizzi D, Truesdell SS, Bukhari SIA, Boukhali M, Lombardi-Story J, Kato Y, Choo MK, Dey-Guha I, Ji F, Nicholson BT, Myers DT, Lee D, Mazzola MA, Raheja R, Langenbucher A, Haradhvala NJ, Lawrence MS, Gandhi R, Tiedje C, Diaz-Muñoz MD, Sweetser DA, Sadreyev R, Sykes D, Haas W, Haber DA, Maheswaran S, Vasudevan S. A post-transcriptional program of chemoresistance by AU-rich elements and TTP in quiescent leukemic cells. Genome Biol 2020; 21:33. [PMID: 32039742 PMCID: PMC7011231 DOI: 10.1186/s13059-020-1936-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 01/15/2020] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Quiescence (G0) is a transient, cell cycle-arrested state. By entering G0, cancer cells survive unfavorable conditions such as chemotherapy and cause relapse. While G0 cells have been studied at the transcriptome level, how post-transcriptional regulation contributes to their chemoresistance remains unknown. RESULTS We induce chemoresistant and G0 leukemic cells by serum starvation or chemotherapy treatment. To study post-transcriptional regulation in G0 leukemic cells, we systematically analyzed their transcriptome, translatome, and proteome. We find that our resistant G0 cells recapitulate gene expression profiles of in vivo chemoresistant leukemic and G0 models. In G0 cells, canonical translation initiation is inhibited; yet we find that inflammatory genes are highly translated, indicating alternative post-transcriptional regulation. Importantly, AU-rich elements (AREs) are significantly enriched in the upregulated G0 translatome and transcriptome. Mechanistically, we find the stress-responsive p38 MAPK-MK2 signaling pathway stabilizes ARE mRNAs by phosphorylation and inactivation of mRNA decay factor, Tristetraprolin (TTP) in G0. This permits expression of ARE mRNAs that promote chemoresistance. Conversely, inhibition of TTP phosphorylation by p38 MAPK inhibitors and non-phosphorylatable TTP mutant decreases ARE-bearing TNFα and DUSP1 mRNAs and sensitizes leukemic cells to chemotherapy. Furthermore, co-inhibiting p38 MAPK and TNFα prior to or along with chemotherapy substantially reduces chemoresistance in primary leukemic cells ex vivo and in vivo. CONCLUSIONS These studies uncover post-transcriptional regulation underlying chemoresistance in leukemia. Our data reveal the p38 MAPK-MK2-TTP axis as a key regulator of expression of ARE-bearing mRNAs that promote chemoresistance. By disrupting this pathway, we develop an effective combination therapy against chemosurvival.
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Affiliation(s)
- Sooncheol Lee
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA.,Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, 02138, USA
| | - Douglas Micalizzi
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA
| | - Samuel S Truesdell
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, 02138, USA
| | - Syed I A Bukhari
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA.,Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, 02138, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA
| | - Jennifer Lombardi-Story
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA
| | - Yasutaka Kato
- Laboratory of Oncology, Hokuto Hospital, Obihiro, Japan
| | - Min-Kyung Choo
- Cutaneous Biology Research Center, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, 02129, USA
| | - Ipsita Dey-Guha
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA
| | - Fei Ji
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Benjamin T Nicholson
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA
| | - David T Myers
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA
| | - Dongjun Lee
- Department of Convergence Medical Science, Pusan National University School of Medicine, Yangsan, 50612, 1257-1258, South Korea
| | - Maria A Mazzola
- Center for Neurological Diseases, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Radhika Raheja
- Center for Neurological Diseases, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Adam Langenbucher
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Nicholas J Haradhvala
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, 02129, USA.,Broad Institute of Harvard & MIT, Cambridge, MA, 02142, USA
| | - Michael S Lawrence
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, 02129, USA.,Broad Institute of Harvard & MIT, Cambridge, MA, 02142, USA
| | - Roopali Gandhi
- Center for Neurological Diseases, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Christopher Tiedje
- Department of Cellular and Molecular Medicine, Center for Healthy Aging, University of Copenhagen, Blegdamsvej 3B, 2200, Copenhagen, Denmark
| | - Manuel D Diaz-Muñoz
- Centre de Physiopathologie Toulouse-Purpan, INSERM UMR1043/CNRS U5282, Toulouse, France
| | - David A Sweetser
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Pediatrics, Divisions of Pediatric Hematology/Oncology and Medical Genetics, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Ruslan Sadreyev
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.,Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, 02129, USA
| | - David Sykes
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA.,Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, 02138, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA
| | - Daniel A Haber
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA
| | - Shyamala Maheswaran
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA.,Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, 02129, USA
| | - Shobha Vasudevan
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 185 Cambridge St, CPZN4202, Boston, MA, 02114, USA. .,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, 02114, Massachusetts, USA. .,Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA. .,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, 02138, USA.
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11
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Peshkin L, Boukhali M, Haas W, Kirschner MW, Yampolsky LY. Quantitative Proteomics Reveals Remodeling of Protein Repertoire Across Life Phases of Daphnia pulex. Proteomics 2019; 19:e1900155. [PMID: 31697011 DOI: 10.1002/pmic.201900155] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 10/26/2019] [Indexed: 11/06/2022]
Abstract
Although the microcrustacean Daphnia is becoming an organism of choice for proteomic studies, protein expression across its life cycle have not been fully characterized. Proteomes of adult females, juveniles, asexually produced embryos, and the ephippia-resting stages containing sexually produced diapausing freezing- and desiccation-resistant embryos are analyzed. Overall, proteins with known molecular functions are more likely to be detected than proteins with no detectable orthology. Similarly, proteins with stronger gene model support in two independent genome assemblies can be detected, than those without such support. This suggests that the proteomics pipeline can be applied to verify hypothesized proteins, even given questionable reference gene models. In particular, upregulation of vitellogenins and downregulation of actins and myosins in embryos of both types, relative to juveniles and adults, and overrepresentation of cell-cycle related proteins in the developing embryos, relative to diapausing embryos and adults, are observed. Upregulation of small heat-shock proteins and peroxidases, as well as overrepresentation of stress-response proteins in the ephippium relative to the asexually produced non-diapausing embryos, is found. The ephippium also shows upregulation of three trehalose-synthesis proteins and downregulation of a trehalose hydrolase, consistent with the role of trehalose in protection against freezing and desiccation.
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Affiliation(s)
- Leonid Peshkin
- Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Building 149, 13th Street, Charlestown, MA, 02129, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Building 149, 13th Street, Charlestown, MA, 02129, USA
| | - Marc W Kirschner
- Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Lev Y Yampolsky
- Department of Biological Sciences, East Tennessee State University, Johnson City, TN, 31714, USA
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12
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Ligorio M, Sil S, Malagon-Lopez J, Nieman LT, Misale S, Di Pilato M, Ebright RY, Karabacak MN, Kulkarni AS, Liu A, Vincent Jordan N, Franses JW, Philipp J, Kreuzer J, Desai N, Arora KS, Rajurkar M, Horwitz E, Neyaz A, Tai E, Magnus NKC, Vo KD, Yashaswini CN, Marangoni F, Boukhali M, Fatherree JP, Damon LJ, Xega K, Desai R, Choz M, Bersani F, Langenbucher A, Thapar V, Morris R, Wellner UF, Schilling O, Lawrence MS, Liss AS, Rivera MN, Deshpande V, Benes CH, Maheswaran S, Haber DA, Fernandez-Del-Castillo C, Ferrone CR, Haas W, Aryee MJ, Ting DT. Stromal Microenvironment Shapes the Intratumoral Architecture of Pancreatic Cancer. Cell 2019; 178:160-175.e27. [PMID: 31155233 DOI: 10.1016/j.cell.2019.05.012] [Citation(s) in RCA: 330] [Impact Index Per Article: 66.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 01/29/2019] [Accepted: 05/03/2019] [Indexed: 01/05/2023]
Abstract
Single-cell technologies have described heterogeneity across tissues, but the spatial distribution and forces that drive single-cell phenotypes have not been well defined. Combining single-cell RNA and protein analytics in studying the role of stromal cancer-associated fibroblasts (CAFs) in modulating heterogeneity in pancreatic cancer (pancreatic ductal adenocarcinoma [PDAC]) model systems, we have identified significant single-cell population shifts toward invasive epithelial-to-mesenchymal transition (EMT) and proliferative (PRO) phenotypes linked with mitogen-activated protein kinase (MAPK) and signal transducer and activator of transcription 3 (STAT3) signaling. Using high-content digital imaging of RNA in situ hybridization in 195 PDAC tumors, we quantified these EMT and PRO subpopulations in 319,626 individual cancer cells that can be classified within the context of distinct tumor gland "units." Tumor gland typing provided an additional layer of intratumoral heterogeneity that was associated with differences in stromal abundance and clinical outcomes. This demonstrates the impact of the stroma in shaping tumor architecture by altering inherent patterns of tumor glands in human PDAC.
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Affiliation(s)
- Matteo Ligorio
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Srinjoy Sil
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jose Malagon-Lopez
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Linda T Nieman
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Sandra Misale
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mauro Di Pilato
- Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Richard Y Ebright
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Murat N Karabacak
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Center for Engineering in Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Harvard Medical School, Boston, MA 02114, USA
| | | | - Ann Liu
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Joseph W Franses
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Julia Philipp
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Johannes Kreuzer
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Niyati Desai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Kshitij S Arora
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mihir Rajurkar
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Elad Horwitz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Azfar Neyaz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Eric Tai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Kevin D Vo
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Francesco Marangoni
- Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Myriam Boukhali
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Leah J Damon
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Kristina Xega
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Rushil Desai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Melissa Choz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Francesca Bersani
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Adam Langenbucher
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Vishal Thapar
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robert Morris
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Oliver Schilling
- Institute of Pathology, University Medical Center Freiburg, Germany
| | | | - Andrew S Liss
- Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Miguel N Rivera
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Vikram Deshpande
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cyril H Benes
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Shyamala Maheswaran
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Daniel A Haber
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | - Carlos Fernandez-Del-Castillo
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristina R Ferrone
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Wilhelm Haas
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Martin J Aryee
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
| | - David T Ting
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA.
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13
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Vasudevan S, Lee S, Micalizzi D, Bukhari SIA, Truesdell SS, Boukhali M, Lombardi‐Story J, Dey‐Guha I, Choo M, Mazzola MA, Raheja R, Langenbucher A, Haradhwala NJ, Lawrence M, Gandhi R, Sweetser D, Sykes D, Haas W, Haber D, Maheswaran S. A specialized post‐transcriptional program in chemoresistant, quiescent cancer cells. FASEB J 2019. [DOI: 10.1096/fasebj.2019.33.1_supplement.629.8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Sooncheol Lee
- Cancer CenterMedicineMGH‐Harvard Medical SchoolBostonMA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - David Sykes
- Center for Regenerative MedicineMGH‐Harvard Medical SchoolBostonMA
| | - Wilhelm Haas
- Cancer CenterMedicineMGH‐Harvard Medical SchoolBostonMA
| | - Daniel Haber
- Cancer CenterMedicineMGH‐Harvard Medical SchoolBostonMA
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14
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Moquin DM, Genois MM, Zhang JM, Ouyang J, Yadav T, Buisson R, Yazinski SA, Tan J, Boukhali M, Gagné JP, Poirier GG, Lan L, Haas W, Zou L. Erratum: Localized protein biotinylation at DNA damage sites identifies ZPET, a repressor of homologous recombination. Genes Dev 2019; 33:253. [PMID: 30709902 DOI: 10.1101/gad.324053.119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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15
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Sanidas I, Morris R, Fella KA, Rumde PH, Boukhali M, Tai EC, Ting DT, Lawrence MS, Haas W, Dyson NJ. A Code of Mono-phosphorylation Modulates the Function of RB. Mol Cell 2019; 73:985-1000.e6. [PMID: 30711375 DOI: 10.1016/j.molcel.2019.01.004] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 11/26/2018] [Accepted: 01/02/2019] [Indexed: 12/21/2022]
Abstract
Hyper-phosphorylation of RB controls its interaction with E2F and inhibits its tumor suppressor properties. However, during G1 active RB can be mono-phosphorylated on any one of 14 CDK phosphorylation sites. Here, we used quantitative proteomics to profile protein complexes formed by each mono-phosphorylated RB isoform (mP-RB) and identified the associated transcriptional outputs. The results show that the 14 sites of mono-phosphorylation co-ordinate RB's interactions and confer functional specificity. All 14 mP-RBs interact with E2F/DP proteins, but they provide different shades of E2F regulation. RB mono-phosphorylation at S811, for example, alters RB transcriptional activity by promoting its association with NuRD complexes. The greatest functional differences between mP-RBs are evident beyond the cell cycle machinery. RB mono-phosphorylation at S811 or T826 stimulates the expression of oxidative phosphorylation genes, increasing cellular oxygen consumption. These results indicate that RB activation signals are integrated in a phosphorylation code that determines the diversity of RB activity.
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Affiliation(s)
- Ioannis Sanidas
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Robert Morris
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Katerina A Fella
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Purva H Rumde
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Eric C Tai
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - David T Ting
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Michael S Lawrence
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA; Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13th Street, Charlestown, MA 02129, USA.
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16
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Patra KC, Kato Y, Mizukami Y, Widholz S, Boukhali M, Revenco I, Grossman EA, Ji F, Sadreyev RI, Liss AS, Screaton RA, Sakamoto K, Ryan DP, Mino-Kenudson M, Castillo CFD, Nomura DK, Haas W, Bardeesy N. Mutant GNAS drives pancreatic tumourigenesis by inducing PKA-mediated SIK suppression and reprogramming lipid metabolism. Nat Cell Biol 2018; 20:811-822. [PMID: 29941929 PMCID: PMC6044476 DOI: 10.1038/s41556-018-0122-3] [Citation(s) in RCA: 110] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2017] [Accepted: 05/15/2018] [Indexed: 12/13/2022]
Abstract
G protein αs (GNAS) mediates receptor-stimulated cAMP signalling, which integrates diverse environmental cues with intracellular responses. GNAS is mutationally activated in multiple tumour types, although its oncogenic mechanisms remain elusive. We explored this question in pancreatic tumourigenesis where concurrent GNAS and KRAS mutations characterize pancreatic ductal adenocarcinomas (PDAs) arising from intraductal papillary mucinous neoplasms (IPMNs). By developing genetically engineered mouse models, we show that GnasR201C cooperates with KrasG12D to promote initiation of IPMN, which progress to invasive PDA following Tp53 loss. Mutant Gnas remains critical for tumour maintenance in vivo. This is driven by protein-kinase-A-mediated suppression of salt-inducible kinases (Sik1-3), associated with induction of lipid remodelling and fatty acid oxidation. Comparison of Kras-mutant pancreatic cancer cells with and without Gnas mutations reveals striking differences in the functions of this network. Thus, we uncover Gnas-driven oncogenic mechanisms, identify Siks as potent tumour suppressors, and demonstrate unanticipated metabolic heterogeneity among Kras-mutant pancreatic neoplasms.
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MESH Headings
- Animals
- Carcinoma, Pancreatic Ductal/enzymology
- Carcinoma, Pancreatic Ductal/genetics
- Carcinoma, Pancreatic Ductal/pathology
- Cell Line, Tumor
- Cell Transformation, Neoplastic/genetics
- Cell Transformation, Neoplastic/metabolism
- Cell Transformation, Neoplastic/pathology
- Cellular Reprogramming/genetics
- Chromogranins/genetics
- Chromogranins/metabolism
- Cyclic AMP-Dependent Protein Kinases/genetics
- Cyclic AMP-Dependent Protein Kinases/metabolism
- Enzyme Repression
- Fatty Acids/metabolism
- Female
- GTP-Binding Protein alpha Subunits, Gs/genetics
- GTP-Binding Protein alpha Subunits, Gs/metabolism
- Gene Expression Regulation, Neoplastic
- Genes, ras
- Genetic Predisposition to Disease
- Humans
- Lipid Metabolism/genetics
- Male
- Mice, 129 Strain
- Mice, Inbred C57BL
- Mice, Inbred NOD
- Mice, Mutant Strains
- Mice, Transgenic
- Mutation
- Oxidation-Reduction
- Pancreatic Neoplasms/enzymology
- Pancreatic Neoplasms/genetics
- Pancreatic Neoplasms/pathology
- Phenotype
- Protein Serine-Threonine Kinases/genetics
- Protein Serine-Threonine Kinases/metabolism
- Signal Transduction
- Time Factors
- Tumor Cells, Cultured
- Tumor Suppressor Protein p53/genetics
- Tumor Suppressor Protein p53/metabolism
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Affiliation(s)
- Krushna C Patra
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Departments of Medicine, Harvard Medical School, Boston, MA, USA
| | - Yasutaka Kato
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Yusuke Mizukami
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Hokkaido, Japan
- Asahikawa Medical University, Hokkaido, Japan
| | - Sebastian Widholz
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Myriam Boukhali
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Iulia Revenco
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Elizabeth A Grossman
- Departments of Nutritional Sciences and Toxicology, Chemistry, and Molecular and Cell Biology, University of California, Berkeley, CA, USA
| | - Fei Ji
- Departments of Molecular Biology, Massachusetts General Hospital, Boston, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Ruslan I Sadreyev
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Departments of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Andrew S Liss
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Robert A Screaton
- Sunnybrook Research Institute, Toronto, Ontario, Canada
- Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada
| | - Kei Sakamoto
- MRC Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Scotland, UK
- Nestlé Institute of Health Sciences SA, Lausanne, Switzerland
| | - David P Ryan
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Departments of Medicine, Harvard Medical School, Boston, MA, USA
| | - Mari Mino-Kenudson
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Departments of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Carlos Fernandez-Del Castillo
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Departments of Surgery, Massachusetts General Hospital, Boston, MA, USA
- Department of Surgery, Harvard Medical School, Boston, MA, USA
| | - Daniel K Nomura
- Departments of Nutritional Sciences and Toxicology, Chemistry, and Molecular and Cell Biology, University of California, Berkeley, CA, USA
| | - Wilhelm Haas
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Nabeel Bardeesy
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Departments of Medicine, Harvard Medical School, Boston, MA, USA.
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17
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Lee S, Truesdell SS, Bukhari SI, Boukhali M, Lee D, Mazzola MA, Raheja R, Langenbucher A, Haradhvala NJ, Lawrence M, Gandhi R, Sweetser DA, Haas W, Vasudevan S. Abstract 4443: A post-transcriptional program of chemoresistance regulators in quiescent cancer cells. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Quiescent (G0) cells are a clinically relevant fraction in several cancers, which include dormant cancer stem cells, and resist clinical therapy. G0 cells reveal extensive changes in gene expression at the protein and translation levels. We previously identified that the translation mechanism is altered in G0 cancer cells. MicroRNAs, noncoding RNAs that target distinct mRNAs to alter gene expression—were found to associate with an important RNA-binding protein, and enable specialized functions in G0—where they recruit non-canonical translation factors to regulate specific mRNA translation. We find that G0 leukemic cells show similar proteome and translatome to cells isolated post-chemotherapy. These data suggest that specialized post-transcriptional and translational mechanisms in G0 leukemic cells regulate a distinct translatome to mediate chemoresistance.
To understand the role of post-transcriptional and translational regulation in chemoresistance, we compared global RNA, translational and proteome profiling in chemoresistant G0 acute monocytic leukemic (AML) cells. We find that chemotherapy or G0 induction leads to DNA damage responsive ATM and stress signaling, which alter post-transcriptional and translational mechanisms. ATM and stress activated p38 MAPK/MK2 increase AU-rich-element (ARE) bearing pro-inflammatory cytokine and immune gene mRNAs by regulating a key ARE RNA binding protein, and by activating STAT1/interferon pathway to alter canonical translation. AREs are present on 3'UTRs of critical, tightly regulated oncogenes and cytokines to post-transcriptionally control their expression. These changes permit translation of ARE bearing pro-inflammatory cytokine TNFα, and immune and cell-migration modulators that promote survival. Co-inhibiting p38 MAPK and TNFα that promote anti-apoptosis—prior to or alongwith chemotherapy—decreases chemoresistance in AML cell lines, in vivo, and in patient samples, without affecting normal cells. These studies reveal a pro-inflammatory subpopulation in AML that mediates chemoresistance, enabled by DNA damage- and stress-regulated post-transcriptional and translational mechanisms that are mediated by AU-rich-elements and a critical ARE RNA binding protein. Disrupting ARE regulation reduces TNFα and chemoresistance, revealing AREs and an important ARE RNA binding protein as key regulators of inflammation-mediated chemoresistance. These studies reveal the significance of post-transcriptional regulation of inflammation/immune gene-mediated chemoresistance.
Correspondence: vasudevan.shobha@mgh.harvard.edu
Citation Format: Sooncheol Lee, Samuel S. Truesdell, Syed I. Bukhari, Myriam Boukhali, Dongjun Lee, Maria A. Mazzola, Radhika Raheja, Adam Langenbucher, Nicholas J. Haradhvala, Michael Lawrence, Roopali Gandhi, David A. Sweetser, Wilhelm Haas, Shobha Vasudevan. A post-transcriptional program of chemoresistance regulators in quiescent cancer cells [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4443.
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Affiliation(s)
- Sooncheol Lee
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | | | - Syed I. Bukhari
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | - Myriam Boukhali
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | - Dongjun Lee
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | | | - Radhika Raheja
- 2Brigham & Women's Hosp., Harvard Medical School, Boston, MA
| | | | | | - Michael Lawrence
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | - Roopali Gandhi
- 2Brigham & Women's Hosp., Harvard Medical School, Boston, MA
| | | | - Wilhelm Haas
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
| | - Shobha Vasudevan
- 1Massachusetts General Hosp., Harvard Medical School, Boston, MA
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18
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Vasudevan S, Lee S, Bukhari SIA, Truesdell SS, Boukhali M, Lee D, Mazzola MA, Raheja R, Langenbucher A, Haradhvala NJ, Lawrence M, Gandhi R, Sweetser D, Haas W. A Post‐Transcriptional Program of Chemoresistance Regulators in Quiescent Cancer Cells. FASEB J 2018. [DOI: 10.1096/fasebj.2018.32.1_supplement.651.12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Sooncheol Lee
- Cancer CenterDept of MedicineMGH‐Harvard Medical SchoolBostonMA
| | | | | | - Myriam Boukhali
- Cancer CenterDept of MedicineMGH‐Harvard Medical SchoolBostonMA
| | - Dongjun Lee
- Center for Regenerative MedicineDept of MedicineMGH‐Harvard Medical SchoolBostonMA
| | - Maria A. Mazzola
- Center for Neurological DiseasesBWH‐Harvard Medical SchoolBostonMA
| | - Radhika Raheja
- Center for Neurological DiseasesBWH‐Harvard Medical SchoolBostonMA
| | | | | | | | - Roopali Gandhi
- Center for Neurological DiseasesBWH‐Harvard Medical SchoolBostonMA
| | - David Sweetser
- Cancer CenterDept of MedicineMGH‐Harvard Medical SchoolBostonMA
| | - Wilhelm Haas
- Cancer CenterDept of MedicineMGH‐Harvard Medical SchoolBostonMA
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19
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Lyons J, Brubaker DK, Ghazi PC, Baldwin KR, Edwards A, Boukhali M, Strasser SD, Suarez-Lopez L, Lin YJ, Yajnik V, Kissil JL, Haas W, Lauffenburger DA, Haigis KM. Integrated in vivo multiomics analysis identifies p21-activated kinase signaling as a driver of colitis. Sci Signal 2018; 11:11/519/eaan3580. [PMID: 29487189 DOI: 10.1126/scisignal.aan3580] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Inflammatory bowel disease (IBD) is a chronic disorder of the gastrointestinal tract that has limited treatment options. To gain insight into the pathogenesis of chronic colonic inflammation (colitis), we performed a multiomics analysis that integrated RNA microarray, total protein mass spectrometry (MS), and phosphoprotein MS measurements from a mouse model of the disease. Because we collected all three types of data from individual samples, we tracked information flow from RNA to protein to phosphoprotein and identified signaling molecules that were coordinately or discordantly regulated and pathways that had complex regulation in vivo. For example, the genes encoding acute-phase proteins were expressed in the liver, but the proteins were detected by MS in the colon during inflammation. We also ascertained the types of data that best described particular facets of chronic inflammation. Using gene set enrichment analysis and trans-omics coexpression network analysis, we found that each data set provided a distinct viewpoint on the molecular pathogenesis of colitis. Combining human transcriptomic data with the mouse multiomics data implicated increased p21-activated kinase (Pak) signaling as a driver of colitis. Chemical inhibition of Pak1 and Pak2 with FRAX597 suppressed active colitis in mice. These studies provide translational insights into the mechanisms contributing to colitis and identify Pak as a potential therapeutic target in IBD.
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Affiliation(s)
- Jesse Lyons
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Douglas K Brubaker
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Phaedra C Ghazi
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Katherine R Baldwin
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Pediatric Gastroenterology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Amanda Edwards
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02114, USA.,Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Myriam Boukhali
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02114, USA.,Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Samantha Dale Strasser
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.,Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Lucia Suarez-Lopez
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Yi-Jang Lin
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Vijay Yajnik
- Department of Medicine, Division of Gastroenterology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Joseph L Kissil
- Department of Cancer Biology, The Scripps Research Institute, Jupiter, FL 33458, USA
| | - Wilhelm Haas
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02114, USA.,Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Douglas A Lauffenburger
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.,David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Kevin M Haigis
- Cancer Research Institute and Department of Medicine, Beth-Israel Deaconess Medical Center, Boston, MA 02215, USA. .,Department of Medicine, Harvard Medical School, Boston, MA 02115, USA.,Harvard Digestive Disease Center, Harvard Medical School, Boston, MA 02115, USA
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20
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Guarner A, Morris R, Korenjak M, Boukhali M, Zappia MP, Van Rechem C, Whetstine JR, Ramaswamy S, Zou L, Frolov MV, Haas W, Dyson NJ. E2F/DP Prevents Cell-Cycle Progression in Endocycling Fat Body Cells by Suppressing dATM Expression. Dev Cell 2017; 43:689-703.e5. [PMID: 29233476 PMCID: PMC5901703 DOI: 10.1016/j.devcel.2017.11.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2017] [Revised: 08/28/2017] [Accepted: 11/07/2017] [Indexed: 10/18/2022]
Abstract
To understand the consequences of the complete elimination of E2F regulation, we profiled the proteome of Drosophila dDP mutants that lack functional E2F/DP complexes. The results uncovered changes in the larval fat body, a differentiated tissue that grows via endocycles. We report an unexpected mechanism of E2F/DP action that promotes quiescence in this tissue. In the fat body, dE2F/dDP limits cell-cycle progression by suppressing DNA damage responses. Loss of dDP upregulates dATM, allowing cells to sense and repair DNA damage and increasing replication of loci that are normally under-replicated in wild-type tissues. Genetic experiments show that ectopic dATM is sufficient to promote DNA synthesis in wild-type fat body cells. Strikingly, reducing dATM levels in dDP-deficient fat bodies restores cell-cycle control, improves tissue morphology, and extends animal development. These results show that, in some cellular contexts, dE2F/dDP-dependent suppression of DNA damage signaling is key for cell-cycle control and needed for normal development.
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Affiliation(s)
- Ana Guarner
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Robert Morris
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Michael Korenjak
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Maria Paula Zappia
- Department of Biochemistry and Molecular Genetics, University of Illinois at Chicago, 900 S Ashland Avenue, Chicago, IL 60607, USA
| | - Capucine Van Rechem
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Johnathan R Whetstine
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Sridhar Ramaswamy
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Lee Zou
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Maxim V Frolov
- Department of Biochemistry and Molecular Genetics, University of Illinois at Chicago, 900 S Ashland Avenue, Chicago, IL 60607, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Building 149 13(th) Street, Charlestown, MA 02129, USA.
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21
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Lobbardi R, Pinder J, Martinez-Pastor B, Theodorou M, Blackburn JS, Abraham BJ, Namiki Y, Mansour M, Abdelfattah NS, Molodtsov A, Alexe G, Toiber D, de Waard M, Jain E, Boukhali M, Lion M, Bhere D, Shah K, Gutierrez A, Stegmaier K, Silverman LB, Sadreyev RI, Asara JM, Oettinger MA, Haas W, Look AT, Young RA, Mostoslavsky R, Dellaire G, Langenau DM. TOX Regulates Growth, DNA Repair, and Genomic Instability in T-cell Acute Lymphoblastic Leukemia. Cancer Discov 2017; 7:1336-1353. [PMID: 28974511 DOI: 10.1158/2159-8290.cd-17-0267] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Revised: 06/07/2017] [Accepted: 09/07/2017] [Indexed: 01/03/2023]
Abstract
T-cell acute lymphoblastic leukemia (T-ALL) is an aggressive malignancy of thymocytes. Using a transgenic screen in zebrafish, thymocyte selection-associated high mobility group box protein (TOX) was uncovered as a collaborating oncogenic driver that accelerated T-ALL onset by expanding the initiating pool of transformed clones and elevating genomic instability. TOX is highly expressed in a majority of human T-ALL and is required for proliferation and continued xenograft growth in mice. Using a wide array of functional analyses, we uncovered that TOX binds directly to KU70/80 and suppresses recruitment of this complex to DNA breaks to inhibit nonhomologous end joining (NHEJ) repair. Impaired NHEJ is well known to cause genomic instability, including development of T-cell malignancies in KU70- and KU80-deficient mice. Collectively, our work has uncovered important roles for TOX in regulating NHEJ by elevating genomic instability during leukemia initiation and sustaining leukemic cell proliferation following transformation.Significance: TOX is an HMG box-containing protein that has important roles in T-ALL initiation and maintenance. TOX inhibits the recruitment of KU70/KU80 to DNA breaks, thereby inhibiting NHEJ repair. Thus, TOX is likely a dominant oncogenic driver in a large fraction of human T-ALL and enhances genomic instability. Cancer Discov; 7(11); 1336-53. ©2017 AACR.This article is highlighted in the In This Issue feature, p. 1201.
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Affiliation(s)
- Riadh Lobbardi
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts.,Harvard Stem Cell Institute, Cambridge, Massachusetts
| | - Jordan Pinder
- Departments of Pathology and Biochemistry and Molecular Biology, Dalhousie University, Halifax, Nova Scotia, Canada.,Beatrice Hunter Cancer Research Institute, Halifax, Nova Scotia, Canada
| | | | - Marina Theodorou
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts.,Harvard Stem Cell Institute, Cambridge, Massachusetts
| | | | - Brian J Abraham
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts
| | - Yuka Namiki
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Marc Mansour
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Haematology, UCL Cancer Institute, University College London, London, United Kingdom
| | - Nouran S Abdelfattah
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts
| | - Aleksey Molodtsov
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Debra Toiber
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts.,Department of Life Sciences, Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Manon de Waard
- Institute of Biology Leiden, University of Leiden, Leiden, the Netherlands
| | - Esha Jain
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts
| | - Mattia Lion
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Deepak Bhere
- Center for Stem Cell Therapeutics and Imaging, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Khalid Shah
- Center for Stem Cell Therapeutics and Imaging, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Alejandro Gutierrez
- Division of Pediatric Hematology-Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Division of Pediatric Hematology-Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Lewis B Silverman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Division of Pediatric Hematology-Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Ruslan I Sadreyev
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts.,Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - John M Asara
- Division of Signal Transduction, Beth Israel Deaconess Medical Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Marjorie A Oettinger
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts
| | - A Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Richard A Young
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts
| | - Raul Mostoslavsky
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts.,Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Graham Dellaire
- Departments of Pathology and Biochemistry and Molecular Biology, Dalhousie University, Halifax, Nova Scotia, Canada.,Beatrice Hunter Cancer Research Institute, Halifax, Nova Scotia, Canada
| | - David M Langenau
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts. .,Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, Massachusetts.,Harvard Stem Cell Institute, Cambridge, Massachusetts.,Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
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22
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Bukhari SI, Truesdell SS, Lee S, Kollu S, Classon A, Boukhali M, Jain E, Mortensen RD, Yanagiya A, Sadreyev R, Haas W, Vasudevan S. Abstract 4997: Specialized microRNP and translation mechanisms in quiescent cancer cells. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-4997] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Quiescence (G0) represents an assortment of reversible, cell cycle-arrested states that are resistant to unfavorable conditions and associated with cancer persistence. G0 involves regulated gene expression with selective mRNA expression and decreased canonical translation. Low mTOR activity in G0 activates the cap complex inhibitor, eIF4EBP, and impairs canonical translation. The alternative translation mechanisms in G0 remain to be uncovered. Our data show that microRNAs, regulatory, non-coding RNAs that target distinct mRNAs to alter gene expression, can associate with alternative complexes and translation factors to regulate specific mRNA translation in G0. One subset of transcripts expressed in G0 includes specific mRNAs recruited by an FXR1a-associated microRNP (microRNA-protein complex) for translation activation in G0 mammalian cells. MicroRNPs predominantly mediate repression and downregulation; however, FXR1a-microRNP lacks conventional microRNP repressors, and instead, contains a specific RNA binding protein isoform, FXR1a. FXR1a promotes translation and is overexpressed and associated with poor prognosis in several cancers. Our data reveal that microRNA-mediated activation requires target mRNAs with unadenylated/ shortened poly(A) tails to avoid the roles of PABP in enhancing microRNA-mediated downregulation and in canonical translation that is impaired in G0. Instead of canonical translation factors that are inhibited by eIF4EBP in G0, we find alternative translation factors—a non-canonical 5’cap binding factor and an eIF4G homolog that interacts with the ribosome—are recruited by the 3’-UTR binding FXR1a-microRNP, and promote specific mRNA translation. Our data show that G0 leukemic cells are chemoresistant and their translation profile is similar to surviving leukemic cells that are isolated after clinical therapy. We find expression of critical cytokines and immune regulators in G0. Significantly, inhibiting these immune regulators in resistant G0 cancer cells reduces their survival and chemoresistance. These data reveal a specialized translation mechanism in G0 cancer cells that promotes specific mRNA translation in these conditions of reduced canonical translation, and is important for chemoresistance.
Citation Format: Syed I. Bukhari, Samuel S. Truesdell, Sooncheol Lee, Swapna Kollu, Anthony Classon, Myriam Boukhali, Esha Jain, Richard D. Mortensen, Akiko Yanagiya, Ruslan Sadreyev, Wilhelm Haas, Shobha Vasudevan. Specialized microRNP and translation mechanisms in quiescent cancer cells [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 4997. doi:10.1158/1538-7445.AM2017-4997
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Affiliation(s)
| | | | - Sooncheol Lee
- 1Massachusetts General Hosp. Cancer Ctr., Boston, MA
| | - Swapna Kollu
- 1Massachusetts General Hosp. Cancer Ctr., Boston, MA
| | | | | | - Esha Jain
- 2Massachusetts General Hosp., Boston, MA
| | | | | | | | - Wilhelm Haas
- 1Massachusetts General Hosp. Cancer Ctr., Boston, MA
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23
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Laviolette LA, Mermoud J, Calvo IA, Olson N, Boukhali M, Steinlein OK, Roider E, Sattler EC, Huang D, Teh BT, Motamedi M, Haas W, Iliopoulos O. Negative regulation of EGFR signalling by the human folliculin tumour suppressor protein. Nat Commun 2017; 8:15866. [PMID: 28656962 PMCID: PMC5493755 DOI: 10.1038/ncomms15866] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2015] [Accepted: 05/09/2017] [Indexed: 02/01/2023] Open
Abstract
Germline mutations in the Folliculin (FLCN) tumour suppressor gene result in fibrofolliculomas, lung cysts and renal cancers, but the precise mechanisms of tumour suppression by FLCN remain elusive. Here we identify Rab7A, a small GTPase important for endocytic trafficking, as a novel FLCN interacting protein and demonstrate that FLCN acts as a Rab7A GTPase-activating protein. FLCN−/− cells display slower trafficking of epidermal growth factor receptors (EGFR) from early to late endosomes and enhanced activation of EGFR signalling upon ligand stimulation. Reintroduction of wild-type FLCN, but not tumour-associated FLCN mutants, suppresses EGFR signalling in a Rab7A-dependent manner. EGFR signalling is elevated in FLCN−/− tumours and the EGFR inhibitor afatinib suppresses the growth of human FLCN−/− cells as tumour xenografts. The functional interaction between FLCN and Rab7A appears conserved across species. Our work highlights a mechanism explaining, at least in part, the tumour suppressor function of FLCN. Folliculin is a known tumour suppressor but the molecular mechanisms behind this function are unclear. Here the authors show that Folliculin regulates EGFR signalling by modulating its Rab7a-dependent trafficking.
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Affiliation(s)
- Laura A Laviolette
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Julien Mermoud
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Isabel A Calvo
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Nicholas Olson
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Myriam Boukhali
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Ortrud K Steinlein
- Institute of Human Genetics, University Hospital Munich, University of Munich, Munich 80336, Germany
| | - Elisabeth Roider
- Department of Dermatology and Allergology, University Hospital, Ludwig Maximilian University Munich, Munich D-80337, Germany
| | - Elke C Sattler
- Department of Dermatology and Allergology, University Hospital, Ludwig Maximilian University Munich, Munich D-80337, Germany
| | - Dachuan Huang
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore.,Cancer and Stem Cell Biology Program, Duke-NUS Medical School, Singapore 169610, Singapore
| | - Bin Tean Teh
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore.,Cancer and Stem Cell Biology Program, Duke-NUS Medical School, Singapore 169610, Singapore
| | - Mo Motamedi
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Wilhelm Haas
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA
| | - Othon Iliopoulos
- Center for Cancer Research, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts 02139, USA.,Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
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24
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Rechem CV, Black JC, Greninger P, Zhao Y, Boukhali M, Donado C, Aryee MJ, Burrowes PD, Ladd B, Gräslund S, Haas W, Christiani DC, Benes CH, Whetstine JR. Abstract NTOC-110: UNEXPECTED ROLES FOR KDM4A: PROTEIN SYNTHESIS AND MTOR INHIBITOR SENSITIVITY. Clin Cancer Res 2017. [DOI: 10.1158/1557-3265.ovcasymp16-ntoc-110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Single nucleotide polymorphisms (SNPs) occur within chromatin-modulating factors; however, little is known about how these variants within the coding sequence impact cancer progression or treatment. Therefore, there is a need to establish their biochemical and/or molecular contribution, their use in sub-classifying patients and their impact on therapeutic response. We demonstrate that coding SNP-A482 within the lysine tri-demethylase KDM4A/JMJD2A associates with differential outcome in cancer patients and promotes KDM4A protein turnover. Interestingly, homozygous SNP-482 cells have increased mTOR inhibitor sensitivity. mTOR inhibitors significantly reduce SNP-A482 protein levels, which parallels the increased drug sensitivity observed with KDM4A depletion. Furthermore, we demonstrate that KDM4A interacts with the translation initiation complex and impacts the distribution of translation initiation factors within polysome fractions. Upon KDM4A depletion, protein synthesis was reduced and there was enhanced protein synthesis suppression with mTOR inhibitors, which paralleled an increased sensitivity to these drugs. Lastly, we demonstrate that JIB-04, a JmjC demethylases inhibitor, suppresses translation initiation and enhances mTOR inhibitor sensitivity. These data highlight an unexpected role for KDM4A in regulating protein synthesis, in modulating mTOR inhibitor sensitivity and suggest potential novel therapeutic applications for this class of enzyme.
Citation Format: Capucine Van Rechem, Joshua C. Black, Patricia Greninger, Yang Zhao, Myriam Boukhali, Carlos Donado, Martin J. Aryee, Paul d. Burrowes, Brendon Ladd, Susanne Gräslund, Wilhelm Haas, David C. Christiani, Cyril H. Benes and Johnathan R. Whetstine. UNEXPECTED ROLES FOR KDM4A: PROTEIN SYNTHESIS AND MTOR INHIBITOR SENSITIVITY [abstract]. In: Proceedings of the 11th Biennial Ovarian Cancer Research Symposium; Sep 12-13, 2016; Seattle, WA. Philadelphia (PA): AACR; Clin Cancer Res 2017;23(11 Suppl):Abstract nr NTOC-110.
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Affiliation(s)
- Capucine Van Rechem
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Joshua C. Black
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Patricia Greninger
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Yang Zhao
- 2Department of Environmental Health, Harvard School of Public Health, Harvard University, Boston, MA 02115
- 3Department of Epidemiology and Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Myriam Boukhali
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Carlos Donado
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Martin J. Aryee
- 4MGH Cancer Center and Harvard Medical School, Department of Pathology and Department of Medicine, Charlestown, MA, 02129
| | - Paul d. Burrowes
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Brendon Ladd
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Susanne Gräslund
- 5Structural Genomics Consortium, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Wilhelm Haas
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - David C. Christiani
- 2Department of Environmental Health, Harvard School of Public Health, Harvard University, Boston, MA 02115
- 6Pulmonary and Critical Care Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - Cyril H. Benes
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
| | - Johnathan R. Whetstine
- 1MGH Cancer Center and Harvard Medical School, Department of Medicine, Charlestown, MA, 02129
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25
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Parasuraman P, Mulligan P, Walker JA, Li B, Boukhali M, Haas W, Bernards A. Interaction of p190A RhoGAP with eIF3A and Other Translation Preinitiation Factors Suggests a Role in Protein Biosynthesis. J Biol Chem 2016; 292:2679-2689. [PMID: 28007963 DOI: 10.1074/jbc.m116.769216] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2016] [Indexed: 11/06/2022] Open
Abstract
The negative regulator of Rho family GTPases, p190A RhoGAP, is one of six mammalian proteins harboring so-called FF motifs. To explore the function of these and other p190A segments, we identified interacting proteins by tandem mass spectrometry. Here we report that endogenous human p190A, but not its 50% identical p190B paralog, associates with all 13 eIF3 subunits and several other translational preinitiation factors. The interaction involves the first FF motif of p190A and the winged helix/PCI domain of eIF3A, is enhanced by serum stimulation and reduced by phosphatase treatment. The p190A/eIF3A interaction is unaffected by mutating phosphorylated p190A-Tyr308, but disrupted by a S296A mutation, targeting the only other known phosphorylated residue in the first FF domain. The p190A-eIF3 complex is distinct from eIF3 complexes containing S6K1 or mammalian target of rapamycin (mTOR), and appears to represent an incomplete preinitiation complex lacking several subunits. Based on these findings we propose that p190A may affect protein translation by controlling the assembly of functional preinitiation complexes. Whether such a role helps to explain why, unique among the large family of RhoGAPs, p190A exhibits a significantly increased mutation rate in cancer remains to be determined.
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Affiliation(s)
- Prasanna Parasuraman
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - Peter Mulligan
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - James A Walker
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - Bihua Li
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - Myriam Boukhali
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - Wilhelm Haas
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
| | - Andre Bernards
- From the Massachusetts General Hospital Center for Cancer Research and Harvard Medical School, Charlestown, Massachusetts 02129
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26
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Comaills V, Kabeche L, Morris R, Buisson R, Yu M, Madden MW, LiCausi JA, Boukhali M, Tajima K, Pan S, Aceto N, Sil S, Zheng Y, Sundaresan T, Yae T, Jordan NV, Miyamoto DT, Ting DT, Ramaswamy S, Haas W, Zou L, Haber DA, Maheswaran S. Genomic Instability Is Induced by Persistent Proliferation of Cells Undergoing Epithelial-to-Mesenchymal Transition. Cell Rep 2016; 17:2632-2647. [PMID: 27926867 PMCID: PMC5320932 DOI: 10.1016/j.celrep.2016.11.022] [Citation(s) in RCA: 81] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Revised: 09/16/2016] [Accepted: 11/03/2016] [Indexed: 12/13/2022] Open
Abstract
TGF-β secreted by tumor stroma induces epithelial-to-mesenchymal transition (EMT) in cancer cells, a reversible phenotype linked to cancer progression and drug resistance. However, exposure to stromal signals may also lead to heritable changes in cancer cells, which are poorly understood. We show that epithelial cells failing to undergo proliferation arrest during TGF-β-induced EMT sustain mitotic abnormalities due to failed cytokinesis, resulting in aneuploidy. This genomic instability is associated with the suppression of multiple nuclear envelope proteins implicated in mitotic regulation and is phenocopied by modulating the expression of LaminB1. While TGF-β-induced mitotic defects in proliferating cells are reversible upon its withdrawal, the acquired genomic abnormalities persist, leading to increased tumorigenic phenotypes. In metastatic breast cancer patients, increased mesenchymal marker expression within single circulating tumor cells is correlated with genomic instability. These observations identify a mechanism whereby microenvironment-derived signals trigger heritable genetic changes within cancer cells, contributing to tumor evolution.
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Affiliation(s)
- Valentine Comaills
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Surgery, Harvard Medical School, Charlestown, MA 02129, USA
| | - Lilian Kabeche
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Robert Morris
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Rémi Buisson
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Min Yu
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Marissa Wells Madden
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Joseph A LiCausi
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Ken Tajima
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Surgery, Harvard Medical School, Charlestown, MA 02129, USA
| | - Shiwei Pan
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Nicola Aceto
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Srinjoy Sil
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Yu Zheng
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | - Tilak Sundaresan
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Medicine, Harvard Medical School, Charlestown, MA 02129, USA
| | - Toshifumi Yae
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Surgery, Harvard Medical School, Charlestown, MA 02129, USA
| | - Nicole Vincent Jordan
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | - David T Miyamoto
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Medicine, Harvard Medical School, Charlestown, MA 02129, USA
| | - David T Ting
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Medicine, Harvard Medical School, Charlestown, MA 02129, USA
| | - Sridhar Ramaswamy
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Medicine, Harvard Medical School, Charlestown, MA 02129, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA
| | - Lee Zou
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Pathology, Harvard Medical School, Charlestown, MA 02129, USA
| | - Daniel A Haber
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA; Department of Medicine, Harvard Medical School, Charlestown, MA 02129, USA
| | - Shyamala Maheswaran
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA 02129, USA; Department of Surgery, Harvard Medical School, Charlestown, MA 02129, USA.
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27
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Bukhari SIA, Truesdell SS, Lee S, Kollu S, Classon A, Boukhali M, Jain E, Mortensen RD, Yanagiya A, Sadreyev RI, Haas W, Vasudevan S. A Specialized Mechanism of Translation Mediated by FXR1a-Associated MicroRNP in Cellular Quiescence. Mol Cell 2016; 61:760-773. [PMID: 26942679 DOI: 10.1016/j.molcel.2016.02.013] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2014] [Revised: 12/28/2015] [Accepted: 02/09/2016] [Indexed: 12/18/2022]
Abstract
MicroRNAs predominantly decrease gene expression; however, specific mRNAs are translationally upregulated in quiescent (G0) mammalian cells and immature Xenopus laevis oocytes by an FXR1a-associated microRNA-protein complex (microRNP) that lacks the microRNP repressor, GW182. Their mechanism in these conditions of decreased mTOR signaling, and therefore reduced canonical (cap-and-poly(A)-tail-mediated) translation, remains undiscovered. Our data reveal that mTOR inhibition in human THP1 cells enables microRNA-mediated activation. Activation requires shortened/no poly(A)-tail targets; polyadenylated mRNAs are partially activated upon PAIP2 overexpression, which interferes with poly(A)-bound PABP, precluding PABP-enhanced microRNA-mediated inhibition and canonical translation. Consistently, inhibition of PARN deadenylase prevents activation. P97/DAP5, a homolog of canonical translation factor, eIF4G, which lacks PABP- and cap binding complex-interacting domains, is required for activation, and thereby for the oocyte immature state. P97 interacts with 3' UTR-binding FXR1a-associated microRNPs and with PARN, which binds mRNA 5' caps, forming a specialized complex to translate recruited mRNAs in these altered canonical translation conditions.
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Affiliation(s)
- Syed I A Bukhari
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Samuel S Truesdell
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Sooncheol Lee
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Swapna Kollu
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Anthony Classon
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Myriam Boukhali
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Esha Jain
- Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Richard D Mortensen
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Akiko Yanagiya
- Department of Biochemistry, Goodman Cancer Research Center, McGill University, Montreal, QC H3A 1A3, Canada
| | - Ruslan I Sadreyev
- Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Wilhelm Haas
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Shobha Vasudevan
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
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28
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Salony, Solé X, Alves CP, Dey-Guha I, Ritsma L, Boukhali M, Lee JH, Chowdhury J, Ross KN, Haas W, Vasudevan S, Ramaswamy S. AKT Inhibition Promotes Nonautonomous Cancer Cell Survival. Mol Cancer Ther 2015; 15:142-53. [PMID: 26637368 DOI: 10.1158/1535-7163.mct-15-0414] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Accepted: 10/21/2015] [Indexed: 12/20/2022]
Abstract
Small molecule inhibitors of AKT (v-akt murine thymoma viral oncogene homolog) signaling are being evaluated in patients with various cancer types, but have so far proven therapeutically disappointing for reasons that remain unclear. Here, we treat cancer cells with subtherapeutic doses of Akti-1/2, an allosteric small molecule AKT inhibitor, in order to experimentally model pharmacologic inhibition of AKT signaling in vitro. We then apply a combined RNA, protein, and metabolite profiling approach to develop an integrated, multiscale, molecular snapshot of this "AKT(low)" cancer cell state. We find that AKT-inhibited cancer cells suppress thousands of mRNA transcripts, and proteins related to the cell cycle, ribosome, and protein translation. Surprisingly, however, these AKT-inhibited cells simultaneously upregulate a host of other proteins and metabolites posttranscriptionally, reflecting activation of their endo-vesiculo-membrane system, secretion of inflammatory proteins, and elaboration of extracellular microvesicles. Importantly, these microvesicles enable rapidly proliferating cancer cells of various types to better withstand different stress conditions, including serum deprivation, hypoxia, or cytotoxic chemotherapy in vitro and xenografting in vivo. These findings suggest a model whereby cancer cells experiencing a partial inhibition of AKT signaling may actually promote the survival of neighbors through non-cell autonomous communication.
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Affiliation(s)
- Salony
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Xavier Solé
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Cleidson P Alves
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Ipsita Dey-Guha
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Laila Ritsma
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Ju H Lee
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Joeeta Chowdhury
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Kenneth N Ross
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Shobha Vasudevan
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - Sridhar Ramaswamy
- Massachusetts General Hospital Cancer Center, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts. Broad Institute of Harvard & MIT, Cambridge, Massachusetts. Harvard Stem Cell Institute, Cambridge, Massachusetts. Harvard-Ludwig Center for Cancer Research, Boston, Massachusetts.
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29
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Perera RM, Stoykova S, Nicolay BN, Ross KN, Fitamant J, Boukhali M, Deshpande V, Selig MK, Ferrone CR, Settleman J, Stephanopoulos G, Dyson NJ, Zoncu R, Ramaswamy S, Haas W, Bardeesy NM. Abstract NG08: Transcriptional mechanisms for autophagy regulation and metabolic reprogramming in pancreatic cancer. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-ng08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
How do cancer cells escape tightly controlled regulatory circuits that link their growth to extracellular signaling cues? An emerging theme in cancer biology is how, in addition to genetic alterations in signaling pathways (eg. MAPK and PI3K), cancer cells can hijack normal stress response pathways to overcome reliance on external nutrients for growth. Pancreatic adenocarcinoma (PDA) is the quintessence of an aggressive malignancy that relies on constitutive activation of stress response pathways for growth and survival, with the tumors progressing rapidly in the context of extreme hypoxia, poor vascularity, and limited nutrient availability. As such, PDA employ profoundly altered networks of biosynthetic and catabolic pathways, including constitutive activation of autophagy (cellular self-catabolism) and macropinocytosis (bulk uptake of extracellular proteins), which are necessary to maintain metabolic homeostasis and drive tumorigenesis. While, these pathways are essential for tumor growth, the precise mechanism of autophagy-lysosome activation and how this organellar system contributes to metabolic reprogramming in PDA were unknown.
MiT/TFE TRANSCRIPTION FACTORS ARE OVEREXPRESSED IN PDA AND REGULATED THE EXPRESSION OF AUTOPAHGY-LYSOSOME GENES.
We now show that autophagy induction in PDA occurs as part of a broader transcriptional program that coordinates activation of lysosome biogenesis and function, and nutrient scavenging, mediated by the MiT/TFE family transcription factors; MITF, TFE3 and TFEB. These factors show increased expression in primary human PDA tumor datasets compared to matched normal tissue and correlate with expression of a coherent network of autophagy-lysosome genes, incorporating essential autophagy genes, structural lysosomal proteins, hydrolases, solute transporters and luminal enzymes. Importantly, autophagy-lysosome components also show elevated expression in human PDA samples and cell lines, which is dependent on MiT/TFE activity.
CONSTITUTIVE ACTIVITY OF MiT/TFE PROTEINS IS MEDIATED THROUGH ENHANCED NUCLEAR IMPORT.
In non-transformed cells, MiT/TFE factors are phosphorylated by mTORC1 and retained in the cytoplasm in an inactive state under nutrient replete conditions. However, in addition to increased expression, these factors show constitutive nuclear localization and activation in PDA. Mechanistically, we show that this occurs through increased binding to nuclear import factors (IPO) that mediates their escape from mTORC1 inhibition and efficient nuclear translocation in PDA cells. Importantly, IPO expression is up-regulated in PDA cells compared to non-transformed pancreatic epithelial cells and other types of pancreatic tumors (pancreatic neuroendocrine tumor; PNET). Moreover, loss of IPO inhibits nuclear localization of MiT/TFE factors specifically in PDA cells. Therefore this work uncovers novel mechanisms enabling sustained activation of catabolic processes in PDA cells, that are only transiently induced by stress in normal cells, which incorporate alterations in the expression of tumorigenic transcription factors that act in concert with elevated levels of nuclear import proteins.
MiT/TFE FACTORS FUNCTION TO MAINTAIN LYSOSOME INTEGRITY IN PDA CELLS.
Having clarified the mechanisms of their constitutive nuclear import, we turned to the functional roles of MiT/TFE factors in PDA. Our transcriptional data imply contributions of the activated MiT/TFE proteins to the integrity and function of the lysosomal system in PDA cells. To test this key point, we depleted MiT/TFE proteins in PDA cells and observed striking defects in lysosome morphology, degradation of cargo protein and maturation of autophagosomes. In addition, we found that loss of MiT/TFE factors in PDA cells led to a dramatic defect in lysosomal pH. Importantly, these parameters were not altered following knockdown of MiT/TFE proteins in non-transformed control cell lines. Reciprocally, MITF or TFE3 overexpression in HPDE, HPNE, or PDA cells induced autophagy-lysosomal gene expression, LC3B foci, and lipidated LC3-II that was further enhanced following treatment with chloroquine (CQ), an inhibitor of lysosome acidification, indicating a marked augmentation of autophagic flux. Collectively, these data show that MiT/TFE proteins govern both autophagic flux and lysosome activity in PDA cells. This integrated cellular clearance program appears to enable efficient processing of cargo from autophagy as well as macropinocytosis, providing PDA cells access to critical sources of both intracellular and extracellular nutrients.
AMINO ACIDS ARE THE PRIMARY METABOLITE POOL DERIVED FROM ENHANCED AUTOPHAGY-LYSSOOME ACTIVITY IN PDA.
By degrading numerous cellular substrates, the lysosome generates metabolic intermediates that may feed into multiple pathways. We took advantage of the impaired autophagy-lysosome function caused by MiT/TFE inactivation to dissect the metabolic circuitry that sustains PDA growth. First, we conducted global metabolite profiling of PDA cells transfected with control or TFE3-targeted siRNAs. Dual gas chromatography and mass spectrometry (GC/MS) and liquid chromatography mass spectrometry (LC/MS) detected 347 known metabolites. Of these, 15.2% (53/347) showed a statistically significant change upon TFE3 inactivation in both cell lines (48/53 downregulated, 5/53 upregulated). Most prominently altered were amino acids (AA) and their breakdown products, with 31% (25/80) showing decreased abundance. No change in AA uptake was observed upon TFE3 silencing suggesting that in PDA the autophagy-lysosome system may supply a significant fraction of intracellular AA irrespective of external availability. Correspondingly, TFE3 inactivation or Bafilomycin A1 treatment (a specific inhibitor of the lysosomal V-H+ATPase), caused a significant decrease in intracellular AA levels in a multiple PDA cell lines, as did specific inactivation of autophagy by ATG5 knockdown. Importantly, these manipulations did not result in significant changes in AA levels in control non-PDA cells. Thus, the MiT/TFE factors and the autophagy-lysosome system are critical and specific regulators of intracellular AA abundance in PDA.
MiT/TFE FACTORS ARE REQUIRED FOR PDA GROWTH IN VITRO AND IN VIVO.
Consistent with their key roles in organelle function and metabolic regulation, the MiT/TFE proteins were central to PDA growth. PDA cell lines expressing high endogenous levels of MITF, TFE3, or TFEB were exceedingly sensitive to knockdown of that factor, displaying marked impairment in colony formation and reduction in proliferation, whereas non-PDA control cells were unaffected. Expression of shRNA-resistant cDNAs of MITF and TFE3 rescued proliferation in the knockdown setting, confirming the specificity of these experiments. Furthermore, PDA cells were broadly sensitive to chloroquine treatment (CQ; a well characterized autophagy inhibitor) as compared to non-PDA control cells.
Conversely, ectopic expression of MITF or TFE3 rendered control cells hypersensitive to CQ treatment, linking MiT/TFE-regulated clearance pathways to these growth phenotypes. We next sought to test the contributions of MiT/TFE to PDA tumorigenicity in vivo. Significantly, TFE3 or MITF knockdown virtually abolished xenograft tumor growth of PDA cells. In reciprocal gain-of-function studies, we investigated the impact of MITF overexpression on the tumorigenicity of primary KrasG12D-expressing mouse ductal epithelial cells. KrasG12D control cells formed only focal low-grade PanIN-like lesions by six weeks following orthotopic injection, whereas co-expression of MITF induced the expression of autophagy-lysosome genes and resulted in large orthotopic tumors in mice. In summary, our work places a new focus on lysosome regulation by MiT/TFE proteins as a nexus for metabolic reprogramming in PDA cells. Beyond serving a generic housekeeping role, lysosomes show increased activity in PDA and are critical integrators of major routes for nutrient scavenging and metabolic adaptation, providing an alternate pathway for maintaining intracellular AA stores. These studies also demonstrate activation of clearance pathways converging on the lysosome as a novel hallmark of aggressive malignancy.
Citation Format: Rushika M. Perera, Svetlana Stoykova, Brandon N. Nicolay, Kenneth N. Ross, Julien Fitamant, Myriam Boukhali, Vikram Deshpande, Martin K. Selig, Cristina R. Ferrone, Jeff Settleman, Gregory Stephanopoulos, Nicholas J. Dyson, Roberto Zoncu, Sridhar Ramaswamy, Wilhelm Haas, Nabeel M. Bardeesy. Transcriptional mechanisms for autophagy regulation and metabolic reprogramming in pancreatic cancer. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr NG08. doi:10.1158/1538-7445.AM2015-NG08
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Affiliation(s)
- Rushika M. Perera
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Svetlana Stoykova
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Brandon N. Nicolay
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Kenneth N. Ross
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Julien Fitamant
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Myriam Boukhali
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | | | | | | | - Jeff Settleman
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | | | - Nicholas J. Dyson
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | | | - Sridhar Ramaswamy
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Wilhelm Haas
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Nabeel M. Bardeesy
- 1Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
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Minajigi A, Froberg J, Wei C, Sunwoo H, Kesner B, Colognori D, Lessing D, Payer B, Boukhali M, Haas W, Lee JT. Chromosomes. A comprehensive Xist interactome reveals cohesin repulsion and an RNA-directed chromosome conformation. Science 2015; 349:10.1126/science.aab2276 aab2276. [PMID: 26089354 PMCID: PMC4845908 DOI: 10.1126/science.aab2276] [Citation(s) in RCA: 330] [Impact Index Per Article: 36.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Accepted: 06/04/2015] [Indexed: 12/14/2022]
Abstract
The inactive X chromosome (Xi) serves as a model to understand gene silencing on a global scale. Here, we perform "identification of direct RNA interacting proteins" (iDRiP) to isolate a comprehensive protein interactome for Xist, an RNA required for Xi silencing. We discover multiple classes of interactors-including cohesins, condensins, topoisomerases, RNA helicases, chromatin remodelers, and modifiers-that synergistically repress Xi transcription. Inhibiting two or three interactors destabilizes silencing. Although Xist attracts some interactors, it repels architectural factors. Xist evicts cohesins from the Xi and directs an Xi-specific chromosome conformation. Upon deleting Xist, the Xi acquires the cohesin-binding and chromosomal architecture of the active X. Our study unveils many layers of Xi repression and demonstrates a central role for RNA in the topological organization of mammalian chromosomes.
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Affiliation(s)
- Anand Minajigi
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - John Froberg
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Chunyao Wei
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Hongjae Sunwoo
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Barry Kesner
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - David Colognori
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Derek Lessing
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Bernhard Payer
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center, Charlestown, Boston, MA; Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center, Charlestown, Boston, MA; Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Jeannie T. Lee
- Howard Hughes Medical Institute; Department of Molecular Biology, Massachusetts General Hospital, Boston, MA USA; Department of Genetics, Harvard Medical School, Boston, MA, USA
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Van Rechem C, Black JC, Boukhali M, Aryee MJ, Gräslund S, Haas W, Benes CH, Whetstine JR. Lysine demethylase KDM4A associates with translation machinery and regulates protein synthesis. Cancer Discov 2015; 5:255-63. [PMID: 25564516 DOI: 10.1158/2159-8290.cd-14-1326] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
UNLABELLED Chromatin-modifying enzymes are predominantly nuclear; however, these factors are also localized to the cytoplasm, and very little is known about their role in this compartment. In this report, we reveal a non-chromatin-linked role for the lysine-specific demethylase KDM4A. We demonstrate that KDM4A interacts with the translation initiation complex and affects the distribution of translation initiation factors within polysome fractions. Furthermore, KDM4A depletion reduced protein synthesis and enhanced the protein synthesis suppression observed with mTOR inhibitors, which paralleled an increased sensitivity to these drugs. Finally, we demonstrate that JIB-04, a JmjC demethylase inhibitor, suppresses translation initiation and enhances mTOR inhibitor sensitivity. These data highlight an unexpected cytoplasmic role for KDM4A in regulating protein synthesis and suggest novel potential therapeutic applications for this class of enzyme. SIGNIFICANCE This report documents an unexpected cytoplasmic role for the lysine demethylase KDM4A. We demonstrate that KDM4A interacts with the translation initiation machinery, regulates protein synthesis and, upon coinhibition with mTOR inhibitors, enhances the translation suppression and cell sensitivity to these therapeutics.
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Affiliation(s)
- Capucine Van Rechem
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Joshua C Black
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Myriam Boukhali
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Martin J Aryee
- Massachusetts General Hospital Department of Pathology and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Susanne Gräslund
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Wilhelm Haas
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Cyril H Benes
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts
| | - Johnathan R Whetstine
- Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Charlestown, Massachusetts.
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Assil S, Bolze PA, Boukhali M, Cariou C, Chauveau L, Chuvin N, Dhondt K, Ducuing A, Dupont JB, Grandin C, Jarre G, Le Douce J, Lebrun D, Lechenet FOX, Luther N, Milivojevic M, Pérès É, Plantamura É, Sanlaville A, Schwob A, Seggio M, Serre JE, Thiébaut PA, Tirmarche S, Tshilenge KT, Vandamme C, Verlhac P, Vinera J, Mahieux R, Journo C. [Human retrovirus XMRV: The end of an exciting story?]. Virologie (Montrouge) 2011; 15:222-234. [PMID: 36151672 DOI: 10.1684/15-4.2011.17299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Viruses represent an important cause of cancer in humans: infections are estimated to account for close to one cancer case out of five.With the ongoing discovery of new infectious agents, this number should be raising in the near future. In 2006, the discovery of a new _-retrovirus in prostate cancer biopsies launched an intense research activity: could this new xenotropic MLV-related virus (XMRV) be the cause of prostate cancer? Five years later, the initial enthusiasm of retrovirologists has dramatically diminished. One by one, arguments favouring the hypothesis of human infection with XMRV are being refuted. The aim of this review article is to present the discovery of XMRV and to analyze recent data arguing against its existence in humans. A synthetic interpretation of XMRV literature will then be suggested.
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Affiliation(s)
- Sonia Assil
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Pierre-Adrien Bolze
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Myriam Boukhali
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Carine Cariou
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Lise Chauveau
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Nicolas Chuvin
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Kévin Dhondt
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Antoine Ducuing
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Jean-Baptiste Dupont
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Clément Grandin
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Guillaume Jarre
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Juliette Le Douce
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Diane Lebrun
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Franc Ois-Xavier Lechenet
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Natascha Luther
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Milica Milivojevic
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Éléonore Pérès
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Émilie Plantamura
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Amélien Sanlaville
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Aurélien Schwob
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Maxime Seggio
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Jean-Emmanuel Serre
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Pierre-Alain Thiébaut
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Samantha Tirmarche
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Kizito-Tshitoko Tshilenge
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Céline Vandamme
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Pauline Verlhac
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Jennifer Vinera
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France
| | - Renaud Mahieux
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France, Oncogenèse rétrovirale, Inserm U758, 46, allée d'Italie, 69007 Lyon, France, École normale supérieure de Lyon, 46, allée d'Italie, 69007 Lyon, France, IFR 128 biosciences Lyon-Gerland, Lyon, France
| | - Chloé Journo
- École normale supérieure de Lyon, département de biologie, master biosciences, 46, allée d'Italie, 69007 Lyon, France, Oncogenèse rétrovirale, Inserm U758, 46, allée d'Italie, 69007 Lyon, France, École normale supérieure de Lyon, 46, allée d'Italie, 69007 Lyon, France, IFR 128 biosciences Lyon-Gerland, Lyon, France
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