1
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Koh HYK, Lam UTF, Ban KHK, Chen ES. Machine learning optimized DriverDetect software for high precision prediction of deleterious mutations in human cancers. Sci Rep 2024; 14:22618. [PMID: 39349509 PMCID: PMC11442673 DOI: 10.1038/s41598-024-71422-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2024] [Accepted: 08/28/2024] [Indexed: 10/02/2024] Open
Abstract
The detection of cancer-driving mutations is important for understanding cancer pathology and therapeutics development. Prediction tools have been created to streamline the computation process. However, most tools available have heterogeneous sensitivity or specificity. We built a machine learning-derived algorithm, DriverDetect that combines the outputs of seven pre-existing tools to improve the prediction of candidate driver cancer mutations. The algorithm was trained with cancer gene-specific mutation datasets of cancer patients to identify cancer drivers. DriverDetect performed better than the individual tools or their combinations in the validation test. It has the potential to incorporate future novel prediction algorithms and can be retrained with new datasets, offering an expanded application to pan-cancer analysis for cross-cancer study. (115 words).
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Affiliation(s)
- Herrick Yu Kan Koh
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Ulysses Tsz Fung Lam
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Kenneth Hon-Kim Ban
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- National University Health System (NUHS), Singapore, Singapore.
- NUS Center for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
| | - Ee Sin Chen
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- National University Health System (NUHS), Singapore, Singapore.
- NUS Center for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- Integrative Sciences and Engineering Programme, National University of Singapore, Singapore, Singapore.
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2
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Scarpino S, Leone A, Galafate D, Pepe F, Malapelle U, Villani S, Giarnieri E, Maurizi G, De Vitis C, Mancini R, Mancini M, Di Napoli A, Vecchione A, Pilozzi E. Integrating the Idylla™ System Alongside a Real-Time Polymerase Chain Reaction and Next-Generation Sequencing for Investigating Gene Fusions in Pleural Effusions from Non-Small-Cell Lung Cancer Patients: A Pilot Study. Int J Mol Sci 2024; 25:7594. [PMID: 39062837 PMCID: PMC11277451 DOI: 10.3390/ijms25147594] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 07/04/2024] [Accepted: 07/09/2024] [Indexed: 07/28/2024] Open
Abstract
Malignant pleural effusion (MPE) from patients with advanced non-small-cell lung cancer (NSCLC) has been proven valuable for molecular analysis; however, simultaneous detection of driver fusions in MPE is still challenging. In this study, we investigated the Idylla™ GeneFusion Panel, a stand-alone test in tissue samples, in the evaluation of ALK, ROS1, RET and MET ex14 skipping mutations in MPE and compared its performance with routine reference methods (Real-time-based and Next-generation Sequencing-NGS). The inclusion criteria for sample selection were as follows: advanced NSCLC harboring ALK, ROS1, RET fusions or MET exon-skipping alterations and the availability of MPE collected at diagnosis or disease progression. Molecular alterations have been investigated on tissue by fluorescence in situ hybridization (FISH) or Real-time PCR or NGS. For molecular profiling with the Idylla™ GeneFusion, 200 µL of MPE supernatants combined with 50 µL of RNA Later solution were loaded into the Idylla™ cartridge without cfRNA extraction. The Idylla™ GeneFusion Assay performed on MPEs was able to confirm molecular profile, previously diagnosed with conventional methods, in all cases. Our data confirm that MPE are suitable material for investigating fusion alterations. The Idylla™ GeneFusion, although indicated for investigation of tissue samples, offers the possibility of performing a molecular characterization of supernatants without undertaking the entire cfRNA extraction procedure providing a rapid and reliable strategy for the detection of actionable genetic alterations.
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Affiliation(s)
- Stefania Scarpino
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Alvaro Leone
- Anatomic Pathology Unit, San Camillo-Forlanini Hospitals, 00152 Rome, Italy;
| | - Dino Galafate
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Francesco Pepe
- Department of Public Health, University of Naples Federico II, 80138 Naples, Italy; (F.P.); (U.M.)
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, 80138 Naples, Italy; (F.P.); (U.M.)
| | - Sandra Villani
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Enrico Giarnieri
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Giulio Maurizi
- Department of Thoracic Surgery, Sant’ Andrea Hospital, Sapienza University of Rome, 00189 Rome, Italy;
| | - Claudia De Vitis
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Rita Mancini
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Massimiliano Mancini
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Arianna Di Napoli
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Andrea Vecchione
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
| | - Emanuela Pilozzi
- Department of Clinical and Molecular Medicine, Morphologic and Molecular Pathology Unit, St. Andrea University Hospital, Sapienza University of Rome, 00189 Rome, Italy; (D.G.); (S.V.); (E.G.); (C.D.V.); (R.M.); (M.M.); (A.D.N.); (A.V.); (E.P.)
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3
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Xie T, Dickson KA, Yee C, Ma Y, Ford CE, Bowden NA, Marsh DJ. Targeting Homologous Recombination Deficiency in Ovarian Cancer with PARP Inhibitors: Synthetic Lethal Strategies That Impact Overall Survival. Cancers (Basel) 2022; 14:4621. [PMID: 36230543 PMCID: PMC9563432 DOI: 10.3390/cancers14194621] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 09/09/2022] [Accepted: 09/21/2022] [Indexed: 11/23/2022] Open
Abstract
The advent of molecular targeted therapies has made a significant impact on survival of women with ovarian cancer who have defects in homologous recombination repair (HRR). High-grade serous ovarian cancer (HGSOC) is the most common histological subtype of ovarian cancer, with over 50% displaying defective HRR. Poly ADP ribose polymerases (PARPs) are a family of enzymes that catalyse the transfer of ADP-ribose to target proteins, functioning in fundamental cellular processes including transcription, chromatin remodelling and DNA repair. In cells with deficient HRR, PARP inhibitors (PARPis) cause synthetic lethality leading to cell death. Despite the major advances that PARPis have heralded for women with ovarian cancer, questions and challenges remain, including: can the benefits of PARPis be brought to a wider range of women with ovarian cancer; can other drugs in clinical use function in a similar way or with greater efficacy than currently clinically approved PARPis; what can we learn from long-term responders to PARPis; can PARPis sensitise ovarian cancer cells to immunotherapy; and can synthetic lethal strategies be employed more broadly to develop new therapies for women with ovarian cancer. We examine these, and other, questions with focus on improving outcomes for women with ovarian cancer.
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Affiliation(s)
- Tao Xie
- Translational Oncology Group, School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Kristie-Ann Dickson
- Translational Oncology Group, School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Christine Yee
- Translational Oncology Group, School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Yue Ma
- Translational Oncology Group, School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Caroline E. Ford
- School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW 2052, Australia
| | - Nikola A. Bowden
- Centre for Drug Repurposing and Medicines Research, University of Newcastle, Newcastle, NSW 2289, Australia
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2289, Australia
- Hunter Medical Research Institute, Newcastle, NSW 2289, Australia
| | - Deborah J. Marsh
- Translational Oncology Group, School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW 2007, Australia
- Northern Clinical School, Faculty of Medicine and Health, University of Sydney, Camperdown, NSW 2006, Australia
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4
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Molecular mechanisms in governing genomic stability and tumor suppression by the SETD2 H3K36 methyltransferase. Int J Biochem Cell Biol 2022; 144:106155. [PMID: 34990836 DOI: 10.1016/j.biocel.2021.106155] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 12/29/2021] [Accepted: 12/30/2021] [Indexed: 01/15/2023]
Abstract
Epigenetic dysregulation is an important contributor to carcinogenesis. This is not surprising, as chromatin-genomic DNA organized around structural histone scaffolding-serves as the template on which occurs essential nuclear processes, such as transcription, DNA replication and DNA repair. Histone H3 lysine 36 (H3K36) methyltransferases, such as the SET-domain 2 protein (SETD2), have emerged as critical tumor suppressors. Previous work on mammalian SETD2 and its counterpart in model organisms, Set2, has highlighted the role of this protein in governing genomic stability through transcriptional elongation and splicing, as well as in DNA damage response processes and cell cycle progression. A compendium of SETD2 mutations have been documented, garnered from sequenced cancer patient genome data, and these findings underscore the cancer-driving properties of SETD2 loss-of-function. In this review, we consolidate the molecular mechanisms regulated by SETD2/Set2 and discuss evidence of its dysregulation in tumorigenesis. Insight into the genetic interactions that exist between SETD2 and various canonical intracellular signaling pathways has not only empowered pharmacological intervention by taking advantage of synthetic lethality but underscores SETD2 as a druggable target for precision cancer therapy.
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5
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Hoong BYD, Gan YH, Liu H, Chen ES. cGAS-STING pathway in oncogenesis and cancer therapeutics. Oncotarget 2020; 11:2930-2955. [PMID: 32774773 PMCID: PMC7392626 DOI: 10.18632/oncotarget.27673] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 06/20/2020] [Indexed: 02/06/2023] Open
Abstract
The host innate immunity offers the first line of defense against infection. However, recent evidence shows that the host innate immunity is also critical in sensing the presence of cytoplasmic DNA derived from genomic instability events, such as DNA damage and defective cell cycle progression. This is achieved through the cyclic GMP-AMP synthase (cGAS)/Stimulator of interferon (IFN) genes (STING) pathway. Here we discuss recent insights into the regulation of this pathway in cancer immunosurveillance, and the downstream signaling cascades that coordinate immune cell recruitment to the tumor microenvironment to destroy transformed cells through cellular senescence or cell death programs. Its central role in immunosurveillance positions the cGAS-STING pathway as an attractive anti-cancer immunotherapeutic drug target for chemical agonists or vaccine adjuvants and suggests a key node to be targeted in a synthetic lethal approach. We also discuss adaptive mechanisms used by cancer cells to circumvent cGAS-STING signaling and present evidence linking chronic cGAS-STING activation to inflammation-induced carcinogenesis, cautioning against the use of activating the cGAS-STING pathway as an anti-tumor immunotherapy. A deeper mechanistic understanding of the cGAS-STING pathway will aid in the identification of potentially efficacious anti-cancer therapeutic targets.
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Affiliation(s)
- Brandon Yi Da Hoong
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- National University Health System (NUHS), Singapore
- Wong Hock Boon Society, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Yunn Hwen Gan
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- National University Health System (NUHS), Singapore
- NUS Graduate School of Integrative Sciences & Engineering (NGS), National University of Singapore, Singapore
| | - Haiyan Liu
- National University Health System (NUHS), Singapore
- Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Ee Sin Chen
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- National University Health System (NUHS), Singapore
- NUS Graduate School of Integrative Sciences & Engineering (NGS), National University of Singapore, Singapore
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6
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Jing CB, Fu C, Prutsch N, Wang M, He S, Look AT. Synthetic lethal targeting of TET2-mutant hematopoietic stem and progenitor cells (HSPCs) with TOP1-targeted drugs and PARP1 inhibitors. Leukemia 2020; 34:2992-3006. [PMID: 32572188 DOI: 10.1038/s41375-020-0927-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Revised: 05/21/2020] [Accepted: 06/10/2020] [Indexed: 11/09/2022]
Abstract
Inactivating mutations in TET2 serve as an initiating genetic lesion in the transformation of hematopoietic stem and progenitor cells (HSPCs). Thus, effective therapy for this subset of patients would ideally include drugs that are selectively lethal in TET2-mutant HSPCs, at dosages that spare normal HSPCs. In this study, we tested 129 FDA-approved anticancer drugs in a tet2-deficient zebrafish model and showed that topoisomerase 1 (TOP1)-targeted drugs and PARP1 inhibitors selectively kill tet2-mutant HSPCs. We found that Tet2-deficient murine bone marrow progenitors and CRISPR-Cas9-induced TET2-mutant human AML cells were more sensitive to both classes of drugs compared with matched control cells. The mechanism underlying the selective killing of TET2-mutant blood cells by these drugs was due to aberrantly low levels of tyrosyl-DNA phosphodiesterase 1 (TDP1), an enzyme that is important for removing TOP1 cleavage complexes (TOP1cc). Low TDP1 levels yield sensitivity to TOP1-targeted drugs or PARP1 inhibitors and an inability to remove TOP1 cleavage complexes, leading to DNA double-strand breaks and cell death. The finding that TET2 mutations render HSPCs uniquely vulnerable to disruption of TOP1 and PARP1 activity may therefore represent a unique opportunity to use relatively low dosages of these drugs for the "precision therapy" of TET2-mutant myeloid malignancies.
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Affiliation(s)
- Chang-Bin Jing
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Cong Fu
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Nicole Prutsch
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Meng Wang
- Department of Dermatology and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA, USA
| | - Shuning He
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - A Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
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7
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Bagnolini G, Milano D, Manerba M, Schipani F, Ortega JA, Gioia D, Falchi F, Balboni A, Farabegoli F, De Franco F, Robertson J, Pellicciari R, Pallavicini I, Peri S, Minucci S, Girotto S, Di Stefano G, Roberti M, Cavalli A. Synthetic Lethality in Pancreatic Cancer: Discovery of a New RAD51-BRCA2 Small Molecule Disruptor That Inhibits Homologous Recombination and Synergizes with Olaparib. J Med Chem 2020; 63:2588-2619. [PMID: 32037829 PMCID: PMC7997579 DOI: 10.1021/acs.jmedchem.9b01526] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
![]()
Synthetic lethality
is an innovative framework for discovering
novel anticancer drug candidates. One example is the use of PARP inhibitors
(PARPi) in oncology patients with BRCA mutations.
Here, we exploit a new paradigm based on the possibility of triggering
synthetic lethality using only small organic molecules (dubbed “fully
small-molecule-induced synthetic lethality”). We exploited
this paradigm to target pancreatic cancer, one of the major unmet
needs in oncology. We discovered a dihydroquinolone pyrazoline-based
molecule (35d) that disrupts the RAD51-BRCA2 protein–protein
interaction, thus mimicking the effect of BRCA2 mutation. 35d inhibits the homologous recombination in a human pancreatic
adenocarcinoma cell line. In addition, it synergizes with olaparib
(a PARPi) to trigger synthetic lethality. This strategy aims to widen
the use of PARPi in BRCA-competent and olaparib-resistant
cancers, making fully small-molecule-induced synthetic lethality an
innovative approach toward unmet oncological needs.
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Affiliation(s)
- Greta Bagnolini
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy.,Department of Pharmacy and Biotechnology, University of Bologna, Via Belmeloro 6, 40126 Bologna, Italy
| | - Domenico Milano
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Marcella Manerba
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Fabrizio Schipani
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Jose Antonio Ortega
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Dario Gioia
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Federico Falchi
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Andrea Balboni
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy.,Department of Pharmacy and Biotechnology, University of Bologna, Via Belmeloro 6, 40126 Bologna, Italy
| | - Fulvia Farabegoli
- Department of Pharmacy and Biotechnology, University of Bologna, Via Belmeloro 6, 40126 Bologna, Italy
| | - Francesca De Franco
- TES Pharma S.r.l., Via Palmiro Togliatti 22bis, I-06073 Corciano, Perugia, Italy
| | - Janet Robertson
- TES Pharma S.r.l., Via Palmiro Togliatti 22bis, I-06073 Corciano, Perugia, Italy
| | - Roberto Pellicciari
- TES Pharma S.r.l., Via Palmiro Togliatti 22bis, I-06073 Corciano, Perugia, Italy
| | - Isabella Pallavicini
- Department of Experimental Oncology at the IEO, European Institute of Oncology IRCCS, IFOM-IEO Campus, Via Adamello 16, 20100 Milan, Italy
| | - Sebastiano Peri
- Department of Experimental Oncology at the IEO, European Institute of Oncology IRCCS, IFOM-IEO Campus, Via Adamello 16, 20100 Milan, Italy
| | - Saverio Minucci
- Department of Biosciences, University of Milan, Via Celoria 26, 20100 Milan, Italy.,Department of Experimental Oncology at the IEO, European Institute of Oncology IRCCS, IFOM-IEO Campus, Via Adamello 16, 20100 Milan, Italy
| | - Stefania Girotto
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Giuseppina Di Stefano
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Via S. Giacomo 14, 40126 Bologna, Italy
| | - Marinella Roberti
- Department of Pharmacy and Biotechnology, University of Bologna, Via Belmeloro 6, 40126 Bologna, Italy
| | - Andrea Cavalli
- Computational and Chemical Biology, Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy.,Department of Pharmacy and Biotechnology, University of Bologna, Via Belmeloro 6, 40126 Bologna, Italy
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8
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Regulation of centromeric heterochromatin in the cell cycle by phosphorylation of histone H3 tyrosine 41. Curr Genet 2019; 65:829-836. [DOI: 10.1007/s00294-019-00962-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 03/25/2019] [Accepted: 03/26/2019] [Indexed: 12/23/2022]
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9
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Interplay between Epigenetics, Expression of Estrogen Receptor- α, HER2/ERBB2 and Sensitivity of Triple Negative Breast Cancer Cells to Hormonal Therapy. Cancers (Basel) 2018; 11:cancers11010013. [PMID: 30583472 PMCID: PMC6356506 DOI: 10.3390/cancers11010013] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Revised: 12/12/2018] [Accepted: 12/19/2018] [Indexed: 12/28/2022] Open
Abstract
Triple negative breast cancer (TNBC) cells are resistant to hormonal/targeted therapies. This study aims to investigate epigenetic differences between TNBC and other types of breast cancer and the effect of epigenetic modulation on the response of TNBC cells to hormonal therapy. Thus, we investigated (i) the expression of different epigenetic markers, (ii) the effect of epigenetic modifying agents on the expression of ERα and HER2/ERBB2 and (iii) the effect on the response to tamoxifen in four breast cancer cell lines with different hormonal receptor status. Our results revealed a differential expression patterns of epigenetic markers in the four breast cancer cells. In TNBC cells, histone deacetylases (HDAC) 1 and 2 were less expressed, whereas HDACs 4 and 6 were overexpressed. Interestingly, treatment with epigenetic modifiers resulted in (i) a pronounced increase in the expression of ERα and HER2/ERBB2 along with (ii) an increase in the sensitivity of TNBC cells to tamoxifen. Collectively, this study indicates a different epigenetic background for TNBC cells, which represses the expression of ERα and HER2/ERBB2. Furthermore, we provide here the rationale for the use of epigenetic modifiers to enhance the response of TNBC to hormonal therapy through upregulation of ERα.
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10
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Precision Medicine in Pediatric Cancer: Current Applications and Future Prospects. High Throughput 2018; 7:ht7040039. [PMID: 30551569 PMCID: PMC6306856 DOI: 10.3390/ht7040039] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 12/05/2018] [Accepted: 12/07/2018] [Indexed: 12/14/2022] Open
Abstract
Precision oncologic medicine is an emerging approach for cancer treatment that has recently taken giant steps in solid clinical practice. Recent advances in molecular diagnostics that can analyze the individual tumor’s variability in genes have provided greater understanding and additional strategies to treat cancers. Although tumors can be tested by several molecular methods, the use of next-generation sequencing (NGS) has greatly facilitated our understanding of pediatric cancer and identified additional therapeutic opportunities. Pediatric tumors have a different genetic make-up, with a fewer number of actionable targets than adult tumors. Nevertheless, precision oncology in the pediatric population has greatly improved the survival of patients with leukemia and solid tumors. This review discusses the current status of pediatric precision oncology and the different clinical scenarios in which it can be effectively applied.
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