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de Matos Simoes R, Shirasaki R, Downey-Kopyscinski SL, Matthews GM, Barwick BG, Gupta VA, Dupéré-Richer D, Yamano S, Hu Y, Sheffer M, Dhimolea E, Dashevsky O, Gandolfi S, Ishiguro K, Meyers RM, Bryan JG, Dharia NV, Hengeveld PJ, Brüggenthies JB, Tang H, Aguirre AJ, Sievers QL, Ebert BL, Glassner BJ, Ott CJ, Bradner JE, Kwiatkowski NP, Auclair D, Levy J, Keats JJ, Groen RWJ, Gray NS, Culhane AC, McFarland JM, Dempster JM, Licht JD, Boise LH, Hahn WC, Vazquez F, Tsherniak A, Mitsiades CS. Genome-scale functional genomics identify genes preferentially essential for multiple myeloma cells compared to other neoplasias. NATURE CANCER 2023; 4:754-773. [PMID: 37237081 PMCID: PMC10918623 DOI: 10.1038/s43018-023-00550-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Accepted: 03/29/2023] [Indexed: 05/28/2023]
Abstract
Clinical progress in multiple myeloma (MM), an incurable plasma cell (PC) neoplasia, has been driven by therapies that have limited applications beyond MM/PC neoplasias and do not target specific oncogenic mutations in MM. Instead, these agents target pathways critical for PC biology yet largely dispensable for malignant or normal cells of most other lineages. Here we systematically characterized the lineage-preferential molecular dependencies of MM through genome-scale clustered regularly interspaced short palindromic repeats (CRISPR) studies in 19 MM versus hundreds of non-MM lines and identified 116 genes whose disruption more significantly affects MM cell fitness compared with other malignancies. These genes, some known, others not previously linked to MM, encode transcription factors, chromatin modifiers, endoplasmic reticulum components, metabolic regulators or signaling molecules. Most of these genes are not among the top amplified, overexpressed or mutated in MM. Functional genomics approaches thus define new therapeutic targets in MM not readily identifiable by standard genomic, transcriptional or epigenetic profiling analyses.
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Affiliation(s)
- Ricardo de Matos Simoes
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Ryosuke Shirasaki
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Sondra L Downey-Kopyscinski
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Geoffrey M Matthews
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Benjamin G Barwick
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Vikas A Gupta
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | - Shizuka Yamano
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Yiguo Hu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Michal Sheffer
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Eugen Dhimolea
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Olga Dashevsky
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Sara Gandolfi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Kazuya Ishiguro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Robin M Meyers
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Jordan G Bryan
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Neekesh V Dharia
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Paul J Hengeveld
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Johanna B Brüggenthies
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Huihui Tang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Andrew J Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Quinlan L Sievers
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Brian J Glassner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Christopher J Ott
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - James E Bradner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Nicholas P Kwiatkowski
- Harvard Medical School, Boston, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - Joan Levy
- Multiple Myeloma Research Foundation, Norwalk, CT, USA
| | | | - Richard W J Groen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Hematology, Amsterdam UMC, VU University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Nathanael S Gray
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Aedin C Culhane
- Department of Data Sciences, Dana-Farber Cancer Institute & Harvard School of Public Health, Boston, MA, USA
- Limerick Digital Cancer Research Center, Health Research Institute, School of Medicine, University of Limerick, Limerick, Ireland
| | - James M McFarland
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Joshua M Dempster
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Jonathan D Licht
- University of Florida Health Cancer Center, Gainesville, FL, USA
| | - Lawrence H Boise
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Francisca Vazquez
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
| | - Aviad Tsherniak
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
| | - Constantine S Mitsiades
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
- Ludwig Center at Harvard, Boston, MA, USA.
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Murugesan A, Lassalle-Claux G, Hogan L, Vaillancourt E, Selka A, Luiker K, Kim MJ, Touaibia M, Reiman T. Antimyeloma Potential of Caffeic Acid Phenethyl Ester and Its Analogues through Sp1 Mediated Downregulation of IKZF1-IRF4-MYC Axis. JOURNAL OF NATURAL PRODUCTS 2020; 83:3526-3535. [PMID: 33210536 DOI: 10.1021/acs.jnatprod.0c00350] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Caffeic acid phenethyl ester (CAPE, 2), a natural compound from propolis, is a well-documented antitumor agent with nuclear factor kappa B (NF-κB) inhibitory activity. Key transcription factors regulated by NF-κB, namely, interferon regulatory factor-4 (IRF4) and octameric binding protein-2 (OCT2), are implicated in the tumorigenesis of multiple myeloma (MM), an incurable bone marrow cancer. Adverse effects and resistance to current chemotherapeutics pose a great challenge for MM treatment. Hence, the structure-activity relationships of CAPE (2) and 21 of its analogues were evaluated for their antimyeloma potential. Preclinical evaluation revealed that CAPE (2) and the 3-phenylpropyl (4), 2,5-dihydroxycinnamic acid 3-phenylpropyl ester (17), and 3,4-dihydroxycinnamic ether (22) analogues inhibited human myeloma cell growth. Analogue 4 surpassed CAPE (2) and lenalidomide in showing strong apoptotic effects with a remarkable decrease in IRF4 levels. The analogue 17 exhibited the most potent anti-MM activity. The downregulation of specificity protein 1 (Sp1) and the IKZF1-IRF4-MYC axis by CAPE (2) analogues 4 and 17 revealed their novel mechanism of action. The analogues showed no adverse cytotoxic effects on normal human cells and exhibited appropriate in silico pharmacokinetic properties and drug-likeness. These findings suggest the promising application of CAPE (2) analogues to target Ikaros (IKZF1)/IRF4 addiction, the so-called Achilles heel of myeloma, for better treatment outcomes.
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Affiliation(s)
- Alli Murugesan
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
- Faculty of Medicine, Halifax, NS, Dalhousie Medicine NB, Saint John, New Brunswick E2L 4L2, Canada
| | - Grégoire Lassalle-Claux
- Department of Chemistry and Biochemistry, Université de Moncton, Moncton, New Brunswick E1A 3E9 Canada
| | - Lauren Hogan
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
| | - Elise Vaillancourt
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
| | - Ayyoub Selka
- Department of Chemistry and Biochemistry, Université de Moncton, Moncton, New Brunswick E1A 3E9 Canada
| | - Katie Luiker
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
| | - Min Ji Kim
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
| | - Mohamed Touaibia
- Department of Chemistry and Biochemistry, Université de Moncton, Moncton, New Brunswick E1A 3E9 Canada
| | - Tony Reiman
- Department of Biology, University of New Brunswick, Saint John, New Brunswick E2L 4L2, Canada
- Faculty of Medicine, Halifax, NS, Dalhousie Medicine NB, Saint John, New Brunswick E2L 4L2, Canada
- Department of Oncology, Saint John Regional Hospital, Saint John, New Brunswick E2L 4L2, Canada
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