Dual Targeting of Oncogenic Activation and Inflammatory Signaling Increases Therapeutic Efficacy in Myeloproliferative Neoplasms
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Genetic and functional studies underscore the central role of JAK/STAT signaling in myeloproliferative neoplasms (MPNs). However, the mechanisms that mediate transformation in MPNs are not fully delineated, and clinically utilized JAK inhibitors have limited ability to reduce disease burden or reverse myelofibrosis. Here we show that MPN progenitor cells are characterized by marked alterations in gene regulation through differential enhancer utilization, and identify nuclear factor κB (NF-κB) signaling as a key pathway activated in malignant and non-malignant cells in MPN. Inhibition of BET bromodomain proteins attenuated NF-κB signaling and reduced cytokine production in vivo. Most importantly, combined JAK/BET inhibition resulted in a marked reduction in the serum levels of inflammatory cytokines, reduced disease burden, and reversed bone marrow fibrosis in vivo.
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Bromodomain inhibitors combined with JAK2 inhibition markedly reduce serum levels of inflammatory cytokines.
“as reported for bromodomain inhibitors, which, when combined with JAK2 inhibition, markedly reduce the serum levels of inflammatory cytokines51.”
From Single-cell multi-omics identifies chronic inflammation as a driver of TP53-mutant leukemic evolution (2023) · cites this paper as [51]
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Subramanian, A., Tamayo, P., Mootha, V. K., Mukherjee, S., Ebert, B. L., Gillette, M. A., Paulovich, A., Pomeroy, S. L., Golub, T. R., Lander, E. S., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506580102 · Cited by 53,625 · see citing works
Cytoscape: A software Environment for integrated models of biomolecular interaction networks
Shannon, P., Markiel, A., Ozier, O., Baliga, N. S., Wang, J. T., Ramage, D., Amin, N., Schwikowski, B., & Ideker, T. (2003) · Genome Research · doi:10.1101/gr.1239303 · Cited by 51,888 · see citing works
BEDTools: a flexible suite of utilities for comparing genomic features
Quinlan, A. R., & Hall, I. M. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq033 · Cited by 27,437 · see citing works
A global reference for human genetic variation
The 1000 Genomes Project Consortium, authors, C., Auton, A., Abecasis, G. R., Steering committee, Altshuler, D. M., Durbin, R. M., Abecasis, G. R., Bentley, D. R., Chakravarti, A., et al. (2015) · Nature · doi:10.1038/nature15393 · Cited by 18,247 · see citing works
Enrichment Map: A Network-Based Method for Gene-Set Enrichment Visualization and Interpretation
Merico, D., Isserlin, R., Stueker, O., Emili, A., & Bader, G. D. (2010) · PLoS ONE · doi:10.1371/journal.pone.0013984 · Cited by 2,235 · see citing works
Somatic Mutations of Calreticulin in Myeloproliferative Neoplasms
Klampfl, T., Gisslinger, H., Harutyunyan, A. S., Nivarthi, H., Rumi, E., Milosevic, J. D., Them, N. C. C., Berg, T., Gisslinger, B., Pietra, D., et al. (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1311347 · Cited by 2,003 · see citing works
Somatic <i>CALR</i> Mutations in Myeloproliferative Neoplasms with Nonmutated <i>JAK2</i>
Nangalia, J., Massie, C. E., Baxter, E. J., Nice, F. L., Gundem, G., Wedge, D. C., Avezov, E., Li, J., Kollmann, K., Kent, D. G., et al. (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1312542 · Cited by 1,756 · see citing works
Ma, C., Fan, R., Ahmad, H., Shi, Q., Comin-Anduix, B., Chodon, T., Koya, R. C., Liu, C.-C., Kwong, G. A., Radu, C. G., et al. (2011) · Nature Medicine · doi:10.1038/nm.2375 · Cited by 441 · see citing works
BET Bromodomains Mediate Transcriptional Pause Release in Heart Failure
Anand, P., Brown, J. D., Lin, C. Y., Qi, J., Zhang, R., Artero, P. C., Alaiti, M. A., Bullard, J., Alazem, K., Margulies, K. B., et al. (2013) · Cell · doi:10.1016/j.cell.2013.07.013 · Cited by 406 · see citing works
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Research works printed but not linked: 57
- Alchalby H Zabelina T Stubig T van Biezen A Bornhauser M Di Bartolomeo P Beelen D Cahn JY Dreger P Schroyens W 2014 Allogeneic stem cell transplantation for myelofibrosis with leukemic transformation: a study from the Myeloproliferative Neoplasm Subcommittee of the CMWP of the European Group for Blood and Marrow Transplantation Biol Blood Marrow Transplant 20 279 281 24201159
- Anders S Huber W 2010 Differential expression analysis for sequence count data Genome Biol 11 R106 20979621 PMC3218662
- Atkinson GP Nozell SE Benveniste ET 2010 NF-kappaB and STAT3 signaling in glioma: targets for future therapies Expert Rev Neurother 10 575 586 20367209 PMC3886813
- Bader GD Hogue CW 2003 An automated method for finding molecular complexes in large protein interaction networks BMC Bioinformatics 4 2 12525261 PMC149346
- Baxter EJ Scott LM Campbell PJ East C Fourouclas N Swanton S Vassiliou GS Bench AJ Boyd EM Curtin N 2005 Acquired mutation of the tyrosine kinase JAK2 in human myeloproliferative disorders Lancet 365 1054 1061 15781101
- Bollrath J Greten FR 2009 IKK/NF-kappaB and STAT3 pathways: central signalling hubs in inflammation-mediated tumour promotion and metastasis EMBO Rep 10 1314 1319 19893576 PMC2799209
- Breems DA Van Putten WL De Greef GE Van Zelderen-Bhola SL Gerssen-Schoorl KB Mellink CH Nieuwint A Jotterand M Hagemeijer A Beverloo HB 2008 Monosomal karyotype in acute myeloid leukemia: a better indicator of poor prognosis than a complex karyotype J Clin Oncol 26 4791 4797 18695255
- Brown JD Lin CY Duan Q Griffin G Federation AJ Paranal RM Bair S Newton G Lichtman AH Kung AL 2014 NF-kappaB directs dynamic super enhancer formation in inflammation and atherogenesis Mol Cell 56 219 231 25263595 PMC4224636
- Carlsen H Moskaug JO Fromm SH Blomhoff R 2002 In vivo imaging of NF-kappa B activity J Immunol 168 1441 1446 11801687
- Dawson MA Bannister AJ Gottgens B Foster SD Bartke T Green AR Kouzarides T 2009 JAK2 phosphorylates histone H3Y41 and excludes HP1alpha from chromatin Nature 461 819 822 19783980 PMC3785147
- Dawson MA Kouzarides T 2012 Cancer epigenetics: from mechanism to therapy Cell 150 12 27 22770212
- Dobin A Davis CA Schlesinger F Drenkow J Zaleski C Jha S Batut P Chaisson M Gingeras TR 2013 STAR: ultrafast universal RNA-seq aligner Bioinformatics 29 15 21 23104886 PMC3530905
- Dohner H Estey EH Amadori S Appelbaum FR Buchner T Burnett AK Dombret H Fenaux P Grimwade D Larson RA 2010 Diagnosis and management of acute myeloid leukemia in adults: recommendations from an international expert panel, on behalf of the European LeukemiaNet Blood 115 453 474 19880497
- Filippakopoulos P Qi J Picaud S Shen Y Smith WB Fedorov O Morse EM Keates T Hickman TT Felletar I 2010 Selective inhibition of BET bromodomains Nature 468 1067 1073 20871596 PMC3010259
- Fong CY Morison J Dawson MA 2014 Epigenetics in the hematologic malignancies Haematologica 99 1772 1783 25472952 PMC4258753
- Forbes SA Beare D Boutselakis H Bamford S Bindal N Tate J Cole CG Ward S Dawson E Ponting L 2017 COSMIC: somatic cancer genetics at high-resolution Nucleic Acids Res 45 D777 D783 27899578 PMC5210583
- Gianelli U Vener C Bossi A Cortinovis I Iurlo A Fracchiolla NS Savi F Moro A Grifoni F De Philippis C 2012 The European Consensus on grading of bone marrow fibrosis allows a better prognostication of patients with primary myelofibrosis Mod Pathol 25 1193 1202 22627739
- Grivennikov S Karin E Terzic J Mucida D Yu GY Vallabhapurapu S Scheller J Rose-John S Cheroutre H Eckmann L 2009 IL-6 and Stat3 are required for survival of intestinal epithelial cells and development of colitis-associated cancer Cancer Cell 15 103 113 19185845 PMC2667107
- Grivennikov SI Karin M 2010 Dangerous liaisons: STAT3 and NF-kappaB collaboration and crosstalk in cancer Cytokine Growth Factor Rev 21 11 19 20018552 PMC2834864
- Harrison C Kiladjian JJ Al-Ali HK Gisslinger H Waltzman R Stalbovskaya V McQuitty M Hunter DS Levy R Knoops L 2012 JAK inhibition with ruxolitinib versus best available therapy for myelofibrosis N Engl J Med 366 787 798 22375970
- Huang B Yang XD Zhou MM Ozato K Chen LF 2009 Brd4 coactivates transcriptional activation of NF-kappaB via specific binding to acetylated RelA Mol Cell Biol 29 1375 1387 19103749 PMC2643823
- Huang da W Sherman BT Lempicki RA 2009 Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources Nat Protoc 4 44 57 19131956
- James C Ugo V Casadevall N Constantinescu SN Vainchenker W 2005 A JAK2 mutation in myeloproliferative disorders: pathogenesis and therapeutic and scientific prospects Trends Mol Med 11 546 554 16271512
- Kleppe M Kwak M Koppikar P Riester M Keller M Bastian L Hricik T Bhagwat N McKenney AS Papalexi E 2015 JAK-STAT pathway activation in malignant and nonmalignant cells contributes to MPN pathogenesis and therapeutic response Cancer discovery 5 316 331 25572172 PMC4355105
- Koppikar P Bhagwat N Kilpivaara O Manshouri T Adli M Hricik T Liu F Saunders LM Mullally A Abdel-Wahab O 2012 Heterodimeric JAK-STAT activation as a mechanism of persistence to JAK2 inhibitor therapy Nature 489 155 159 22820254 PMC3991463
- Kralovics R Passamonti F Buser AS Teo SS Tiedt R Passweg JR Tichelli A Cazzola M Skoda RC 2005 A gain-of-function mutation of JAK2 in myeloproliferative disorders N Engl J Med 352 1779 1790 15858187
- Kroger N Zabelina T Alchalby H Stubig T Wolschke C Ayuk F von Hunerbein N Kvasnicka HM Thiele J Kreipe HH 2014 Dynamic of bone marrow fibrosis regression predicts survival after allogeneic stem cell transplantation for myelofibrosis Biol Blood Marrow Transplant 20 812 815 24589549
- Langmead B Salzberg SL 2012 Fast gapped-read alignment with Bowtie 2 Nat Methods 9 357 359 22388286 PMC3322381
- Law CW Chen Y Shi W Smyth GK 2014 voom: Precision weights unlock linear model analysis tools for RNA-seq read counts Genome Biol 15 R29 24485249 PMC4053721
- Lee H Herrmann A Deng JH Kujawski M Niu G Li Z Forman S Jove R Pardoll DM Yu H 2009 Persistently activated Stat3 maintains constitutive NF-kappaB activity in tumors Cancer Cell 15 283 293 19345327 PMC2777654
- Lek M Karczewski KJ Minikel EV Samocha KE Banks E Fennell T O’Donnell-Luria AH Ware JS Hill AJ Cummings BB 2016 Analysis of protein-coding genetic variation in 60,706 humans Nature 536 285 291 27535533 PMC5018207
- Lekovic D Gotic M Perunicic-Jovanovic M Vidovic A Bogdanovic A Jankovic G Cokic V Milic N 2014 Contribution of comorbidities and grade of bone marrow fibrosis to the prognosis of survival in patients with primary myelofibrosis Med Oncol 31 869 24500865
- Levine RL Wadleigh M Cools J Ebert BL Wernig G Huntly BJ Boggon TJ Wlodarska I Clark JJ Moore S 2005 Activating mutation in the tyrosine kinase JAK2 in polycythemia vera, essential thrombocythemia, and myeloid metaplasia with myelofibrosis Cancer Cell 7 387 397 15837627
- Li H 2012 Exploring single-sample SNP and INDEL calling with whole-genome de novo assembly Bioinformatics 28 1838 1844 22569178 PMC3389770
- Li H Handsaker B Wysoker A Fennell T Ruan J Homer N Marth G Abecasis G Durbin R Genome Project Data Processing S 2009 The Sequence Alignment/Map format and SAMtools Bioinformatics 25 2078 2079 19505943 PMC2723002
- Love MI Huber W Anders S 2014 Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 Genome Biol 15 550 25516281 PMC4302049
- Mondet J Hussein K Mossuz P 2015 Circulating Cytokine Levels as Markers of Inflammation in Philadelphia Negative Myeloproliferative Neoplasms: Diagnostic and Prognostic Interest Mediators Inflamm 2015 670580 26525644 PMC4617441
- Mullally A Lane SW Ball B Megerdichian C Okabe R Al-Shahrour F Paktinat M Haydu JE Housman E Lord AM 2010 Physiological Jak2V617F expression causes a lethal myeloproliferative neoplasm with differential effects on hematopoietic stem and progenitor cells Cancer cell 17 584 596 20541703 PMC2909585
- Nicodeme E Jeffrey KL Schaefer U Beinke S Dewell S Chung CW Chandwani R Marazzi I Wilson P Coste H 2010 Suppression of inflammation by a synthetic histone mimic Nature 468 1119 1123 21068722 PMC5415086
- Oh ST Simonds EF Jones C Hale MB Goltsev Y Gibbs KD Jr Merker JD Zehnder JL Nolan GP Gotlib J 2010 Novel mutations in the inhibitory adaptor protein LNK drive JAK-STAT signaling in patients with myeloproliferative neoplasms Blood 116 988 992 20404132 PMC2924231
- Papaemmanuil E Gerstung M Bullinger L Gaidzik VI Paschka P Roberts ND Potter NE Heuser M Thol F Bolli N 2016 Genomic Classification and Prognosis in Acute Myeloid Leukemia N Engl J Med 374 2209 2221 27276561 PMC4979995
- Papaemmanuil E Gerstung M Malcovati L Tauro S Gundem G Van Loo P Yoon CJ Ellis P Wedge DC Pellagatti A 2013 Clinical and biological implications of driver mutations in myelodysplastic syndromes Blood 122 3616 3627 quiz 3699 24030381 PMC3837510
- Pikman Y Lee BH Mercher T McDowell E Ebert BL Gozo M Cuker A Wernig G Moore S Galinsky I 2006 MPLW515L is a novel somatic activating mutation in myelofibrosis with myeloid metaplasia PLoS Med 3 e270 16834459 PMC1502153
- Pounds S Morris SW 2003 Estimating the occurrence of false positives and false negatives in microarray studies by approximating and partitioning the empirical distribution of p-values Bioinformatics 19 1236 1242 12835267
- Quintas-Cardama A Kantarjian H Cortes J Verstovsek S 2011 Janus kinase inhibitors for the treatment of myeloproliferative neoplasias and beyond Nat Rev Drug Discov 10 127 140 21283107
- Robinson JT Thorvaldsdottir H Winckler W Guttman M Lander ES Getz G Mesirov JP 2011 Integrative genomics viewer Nat Biotechnol 29 24 26 21221095 PMC3346182
- Rucker FG Schlenk RF Bullinger L Kayser S Teleanu V Kett H Habdank M Kugler CM Holzmann K Gaidzik VI 2012 TP53 alterations in acute myeloid leukemia with complex karyotype correlate with specific copy number alterations, monosomal karyotype, and dismal outcome Blood 119 2114 2121 22186996
- Sashida G Wang C Tomioka T Oshima M Aoyama K Kanai A Mochizuki-Kashio M Harada H Shimoda K Iwama A 2016 The loss of Ezh2 drives the pathogenesis of myelofibrosis and sensitizes tumor-initiating cells to bromodomain inhibition J Exp Med 213 1459 1477 27401345 PMC4986523
- Shlyueva D Stampfel G Stark A 2014 Transcriptional enhancers: from properties to genome-wide predictions Nat Rev Genet 15 272 286 24614317
- Sudmant PH Rausch T Gardner EJ Handsaker RE Abyzov A Huddleston J Zhang Y Ye K Jun G Hsi-Yang Fritz M 2015 An integrated map of structural variation in 2,504 human genomes Nature 526 75 81 26432246 PMC4617611
- Tang X Peng R Phillips JE Deguzman J Ren Y Apparsundaram S Luo Q Bauer CM Fuentes ME DeMartino JA 2013 Assessment of Brd4 inhibition in idiopathic pulmonary fibrosis lung fibroblasts and in vivo models of lung fibrosis Am J Pathol 183 470 479 23759512
- Tefferi A Vaidya R Caramazza D Finke C Lasho T Pardanani A 2011 Circulating interleukin (IL)-8, IL-2R, IL-12, and IL-15 levels are independently prognostic in primary myelofibrosis: a comprehensive cytokine profiling study J Clin Oncol 29 1356 1363 21300928
- Vardiman JW Thiele J Arber DA Brunning RD Borowitz MJ Porwit A Harris NL Le Beau MM Hellstrom-Lindberg E Tefferi A 2009 The 2008 revision of the World Health Organization (WHO) classification of myeloid neoplasms and acute leukemia: rationale and important changes Blood 114 937 951 19357394
- Wyspianska BS Bannister AJ Barbieri I Nangalia J Godfrey A Calero-Nieto FJ Robson S Rioja I Li J Wiese M 2014 BET protein inhibition shows efficacy against JAK2V617F-driven neoplasms Leukemia 28 88 97 23929215
- Yasmin R Siraj S Hassan A Khan AR Abbasi R Ahmad N 2015 Epigenetic regulation of inflammatory cytokines and associated genes in human malignancies Mediators Inflamm 2015 201703 25814785 PMC4359879
- Yu G Wang LG He QY 2015 ChIPseeker: an R/Bioconductor package for ChIP peak annotation, comparison and visualization Bioinformatics 31 2382 2383 25765347
- Zhang Y Liu T Meyer CA Eeckhoute J Johnson DS Bernstein BE Nusbaum C Myers RM Brown M Li W 2008 Model-based analysis of ChIP-Seq (MACS) Genome Biol 9 R137 18798982 PMC2592715
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“reduce serum levels of inflammatory cytokines, accompanied by reduction in disease burden, and reversal of bone marrow fibrosis in preclinical models (Kleppe et al., 2018).”
BackgroundThe BET family in immunity and disease
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- Authors
- Kleppe, M., Koche, R., Zou, L., van Galen, P., Hill, C. E., Dong, L., De Groote, S., Papalexi, E., Hanasoge Somasundara, A. V., Cordner, K., Keller, M., Farnoud, N., Medina, J., McGovern, E., Reyes, J., Roberts, J., Witkin, M., Rapaport, F., Teruya-Feldstein, J., Qi, J., Rampal, R., Bernstein, B. E., Bradner, J. E., & Levine, R. L.
- Affiliations
- Memorial Sloan Kettering Cancer Center (US)
- Dana-Farber Cancer Institute (US)
- Broad Institute (US)
- Corresponding author
- Bradner, James E.
- Levine, Ross L.
- ORCID
- Venue
- Cancer Cell
- Publisher
- Elsevier BV
- Published
- 2018-01
- Volume
- 33
- Issue
- 1
- Pages
- 29-43.e7
- ISSN
- 1535-6108 (ISSN-L)
- PMC
- PMC5760343
- OpenAlex
- W2773899764
- Cited by
- 279
- References
- 9
- Citations by year
- 2026: 15 · 2025: 22 · 2024: 31 · 2023: 38 · 2022: 32 · 2021: 64 · 2020: 41 · 2019: 23 · 2018: 12
- FWCI
- 11.94
- Type
- journal article
- Language
- en
- Update notices
- erratum (2018-04-09)
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cancer Cell (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NCI (R01CA151949, CA173636, R35197594, K99 HL122503-01A1)
- Janus Project
- LLS SCOR
- Starr Cancer Consortium
- MSKCC (P30 CA008748)
- Topics
- Health Sciences › Medicine › Genetics › Myeloproliferative Neoplasms: Diagnosis and Treatment
- Health Sciences › Medicine › Hematology › Acute Myeloid Leukemia Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Degradation and Inhibitors
- Keywords
- myeloproliferative neoplasms, JAK/STAT signaling, NF-κB signaling, BET proteins, enhancer regulation, myelofibrosis, inflammatory cytokines, bone marrow fibrosis
- MeSH terms
- Animals, Gene Expression Regulation, Inflammation, Mice, Transgenic, Mutation, Myeloproliferative Disorders, Neoplasms, Signal Transduction, Cytokines, NF-kappa B, Protein Kinase Inhibitors, Janus Kinase 2
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