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Mondol RK, Millar EKA, Sowmya A, Meijering E. BioFusionNet: Deep Learning-Based Survival Risk Stratification in ER+ Breast Cancer Through Multifeature and Multimodal Data Fusion. IEEE J Biomed Health Inform 2024; 28:5290-5302. [PMID: 38913518 DOI: 10.1109/jbhi.2024.3418341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
Abstract
Breast cancer is a significant health concern affecting millions of women worldwide. Accurate survival risk stratification plays a crucial role in guiding personalised treatment decisions and improving patient outcomes. Here we present BioFusionNet, a deep learning framework that fuses image-derived features with genetic and clinical data to obtain a holistic profile and achieve survival risk stratification of ER+ breast cancer patients. We employ multiple self-supervised feature extractors (DINO and MoCoV3) pretrained on histopathological patches to capture detailed image features. These features are then fused by a variational autoencoder and fed to a self-attention network generating patient-level features. A co-dual-cross-attention mechanism combines the histopathological features with genetic data, enabling the model to capture the interplay between them. Additionally, clinical data is incorporated using a feed-forward network, further enhancing predictive performance and achieving comprehensive multimodal feature integration. Furthermore, we introduce a weighted Cox loss function, specifically designed to handle imbalanced survival data, which is a common challenge. Our model achieves a mean concordance index of 0.77 and a time-dependent area under the curve of 0.84, outperforming state-of-the-art methods. It predicts risk (high versus low) with prognostic significance for overall survival in univariate analysis (HR=2.99, 95% CI: 1.88-4.78, p 0.005), and maintains independent significance in multivariate analysis incorporating standard clinicopathological variables (HR=2.91, 95% CI: 1.80-4.68, p 0.005).
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2
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Tatsch JM, Furman DP, Nobre RM, Wurzer KM, da Silva LC, Picheth GF, Ramos EA, Acco A, Klassen G. Dulaglutide as a demethylating agent to improve the outcome of breast cancer. Epigenomics 2023; 15:1309-1322. [PMID: 38174426 DOI: 10.2217/epi-2023-0332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024] Open
Abstract
Background: Dulaglutide emerged as a promising therapeutic option for diabetes mellitus Type 2 (DM2). Aims: Owing to epigenetic similarities between the pathophysiology of DM2 and breast cancer (BC), we investigated the antitumor effect of dulaglutide. Materials & methods: To investigate the effect of dulaglutide, we analyzed the expression of methylated gene promoter regions in BC (ESR1, CDH1 and ADAM33). Results: Dulaglutide increased the expression of ESR1, CDH1 and ADAM33 up to fourfold in the MDA-MB-231 lineage by demethylating the gene promoter regions. This effect was translated to in vivo antitumoral activity and revealed significant tumor inhibition by combining the half-dose of methotrexate with dulaglutide. Conclusion: This therapy may mitigate the severe side effects commonly associated with chemotherapy.
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Affiliation(s)
- Júlia M Tatsch
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
| | - Diana P Furman
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
| | - Rodrigo Mb Nobre
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
| | - Karin M Wurzer
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
| | - Liziane Cm da Silva
- Department of Pharmacology, Federal University of Paraná, Curitiba, PR, Brazil
| | - Guilherme F Picheth
- Department of Biochemistry Federal University of Paraná, Curitiba, PR, Brazil
| | - Edneia As Ramos
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
| | - Alexandra Acco
- Department of Pharmacology, Federal University of Paraná, Curitiba, PR, Brazil
| | - Giseli Klassen
- Department of Basic Pathology, Laboratory of Epigenetics, Federal University of Paraná, Curitiba, PR, Brazil
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3
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Gao X, Jin Y, Zhu W, Wu X, Wang J, Guo C. Regulation of Eukaryotic Translation Initiation Factor 4E as a Potential Anticancer Strategy. J Med Chem 2023; 66:12678-12696. [PMID: 37725577 DOI: 10.1021/acs.jmedchem.3c00636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/21/2023]
Abstract
Eukaryotic translation initiation factors (eIFs) are highly expressed in cancer cells, especially eIF4E, the central regulatory node driving cancer cell growth and a potential target for anticancer drugs. eIF4E-targeting strategies primarily focus on inhibiting eIF4E synthesis, interfering with eIF4E/eIF4G interactions, and targeting eIF4E phosphorylation and peptide inhibitors. Although some small-molecule inhibitors are in clinical trials, no eIF4E inhibitors are available for clinical use. We provide an overview of the regulatory mechanisms of eIF4E and summarize the progress in developing and discovering eIF4E inhibitor strategies. We propose that interference with eIF4E/eIF4G interactions will provide a new perspective for the design of eIF4E inhibitors and may be a preferred strategy.
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Affiliation(s)
- Xintao Gao
- College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Yonglong Jin
- The Affiliated Hospital of Qingdao University, Qingdao 266000, China
| | - Wenyong Zhu
- Department of Thoracic Surgery, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, 266035, China
| | - Xiaochen Wu
- College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Jing Wang
- Department of Biology Science and Technology, Baotou Teacher's College, Baotou 014030, China
| | - Chuanlong Guo
- College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
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4
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Szczepanek J, Skorupa M, Jarkiewicz-Tretyn J, Cybulski C, Tretyn A. Harnessing Epigenetics for Breast Cancer Therapy: The Role of DNA Methylation, Histone Modifications, and MicroRNA. Int J Mol Sci 2023; 24:ijms24087235. [PMID: 37108398 PMCID: PMC10138995 DOI: 10.3390/ijms24087235] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 03/24/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Breast cancer exhibits various epigenetic abnormalities that regulate gene expression and contribute to tumor characteristics. Epigenetic alterations play a significant role in cancer development and progression, and epigenetic-targeting drugs such as DNA methyltransferase inhibitors, histone-modifying enzymes, and mRNA regulators (such as miRNA mimics and antagomiRs) can reverse these alterations. Therefore, these epigenetic-targeting drugs are promising candidates for cancer treatment. However, there is currently no effective epi-drug monotherapy for breast cancer. Combining epigenetic drugs with conventional therapies has yielded positive outcomes and may be a promising strategy for breast cancer therapy. DNA methyltransferase inhibitors, such as azacitidine, and histone deacetylase inhibitors, such as vorinostat, have been used in combination with chemotherapy to treat breast cancer. miRNA regulators, such as miRNA mimics and antagomiRs, can alter the expression of specific genes involved in cancer development. miRNA mimics, such as miR-34, have been used to inhibit tumor growth, while antagomiRs, such as anti-miR-10b, have been used to inhibit metastasis. The development of epi-drugs that target specific epigenetic changes may lead to more effective monotherapy options in the future.
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Affiliation(s)
- Joanna Szczepanek
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University, 87-100 Torun, Poland
| | - Monika Skorupa
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University, 87-100 Torun, Poland
- Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University, 87-100 Torun, Poland
| | | | - Cezary Cybulski
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University, 70-204 Szczecin, Poland
| | - Andrzej Tretyn
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University, 87-100 Torun, Poland
- Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University, 87-100 Torun, Poland
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5
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Vulin M, Jehanno C, Sethi A, Correia AL, Obradović MMS, Couto JP, Coissieux MM, Diepenbruck M, Preca BT, Volkmann K, der Maur PA, Schmidt A, Münst S, Sauteur L, Kloc M, Palafox M, Britschgi A, Unterreiner V, Galuba O, Claerr I, Lopez-Romero S, Galli GG, Baeschlin D, Okamoto R, Soysal SD, Mechera R, Weber WP, Radimerski T, Bentires-Alj M. A high-throughput drug screen reveals means to differentiate triple-negative breast cancer. Oncogene 2022; 41:4459-4473. [PMID: 36008466 PMCID: PMC9507968 DOI: 10.1038/s41388-022-02429-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 07/25/2022] [Accepted: 07/26/2022] [Indexed: 11/09/2022]
Abstract
Plasticity delineates cancer subtypes with more or less favourable outcomes. In breast cancer, the subtype triple-negative lacks expression of major differentiation markers, e.g., estrogen receptor α (ERα), and its high cellular plasticity results in greater aggressiveness and poorer prognosis than other subtypes. Whether plasticity itself represents a potential vulnerability of cancer cells is not clear. However, we show here that cancer cell plasticity can be exploited to differentiate triple-negative breast cancer (TNBC). Using a high-throughput imaging-based reporter drug screen with 9 501 compounds, we have identified three polo-like kinase 1 (PLK1) inhibitors as major inducers of ERα protein expression and downstream activity in TNBC cells. PLK1 inhibition upregulates a cell differentiation program characterized by increased DNA damage, mitotic arrest, and ultimately cell death. Furthermore, cells surviving PLK1 inhibition have decreased tumorigenic potential, and targeting PLK1 in already established tumours reduces tumour growth both in cell line- and patient-derived xenograft models. In addition, the upregulation of genes upon PLK1 inhibition correlates with their expression in normal breast tissue and with better overall survival in breast cancer patients. Our results indicate that differentiation therapy based on PLK1 inhibition is a potential alternative strategy to treat TNBC.
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Affiliation(s)
- Milica Vulin
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Charly Jehanno
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Atul Sethi
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland.,Swiss Institute of Bioinformatics, Basel, Switzerland
| | - Ana Luísa Correia
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Milan M S Obradović
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Joana Pinto Couto
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Marie-May Coissieux
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Maren Diepenbruck
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Bogdan-Tiberius Preca
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Katrin Volkmann
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Priska Auf der Maur
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Alexander Schmidt
- Proteomics Core Facility, Biozentrum, University of Basel, Basel, Switzerland
| | - Simone Münst
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Loïc Sauteur
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Michal Kloc
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Swiss Institute of Bioinformatics, Basel, Switzerland
| | - Marta Palafox
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Adrian Britschgi
- Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | | | - Olaf Galuba
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Isabelle Claerr
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | | | - Giorgio G Galli
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | | | - Ryoko Okamoto
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Savas D Soysal
- Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Breast Cancer Center, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Robert Mechera
- Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Breast Cancer Center, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Walter P Weber
- Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland.,Breast Cancer Center, University Hospital Basel, University of Basel, Basel, Switzerland
| | | | - Mohamed Bentires-Alj
- Department of Biomedicine, Department of Surgery, University Hospital Basel, University of Basel, Basel, Switzerland. .,Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland.
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6
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Way H, Roh J, Venteicher B, Chandra S, Thomas AA. Synthesis of ribavirin 1,2,3- and 1,2,4-triazolyl analogs with changes at the amide and cytotoxicity in breast cancer cell lines. NUCLEOSIDES, NUCLEOTIDES & NUCLEIC ACIDS 2022; 42:38-64. [PMID: 35929908 DOI: 10.1080/15257770.2022.2107218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Abstract
We report the synthesis and cytotoxicity in MCF-7 and MDA-MB-231 breast cancer cells of novel 1,2,3- and 1,2,4-triazolyl analogs of ribavirin. We modified ribavirin's carboxamide moiety to test the effects of lipophilic groups. 1-β-D-Ribofuranosyl-1H-1,2,3-triazoles were prepared using Click Chemistry, whereas an unprecedented application of a prior 1,2,4-triazole ring synthesis was used for 1-β-D-ribofuranosyl-1H-1,2,4-triazole analogs. Though cytotoxicity was mediocre and there was no correlation with lipophilicity, we discovered that a structurally similar concentrative nucleoside transporter 2 (CNT2) inhibitor was modestly cytotoxic (MCF-7 IC50 of 42 µM). These syntheses could be used to efficiently investigate variation in the nucleobase.
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Affiliation(s)
- Hannah Way
- Department of Chemistry, University of Nebraska at Kearney, Kearney, Nebraska, USA
| | - Joshua Roh
- Department of Chemistry, University of Nebraska at Kearney, Kearney, Nebraska, USA
| | - Brooklynn Venteicher
- Department of Chemistry, University of Nebraska at Kearney, Kearney, Nebraska, USA
| | - Surabhi Chandra
- Department of Biology, University of Nebraska at Kearney, Kearney, Nebraska, USA
| | - Allen A Thomas
- Department of Chemistry, University of Nebraska at Kearney, Kearney, Nebraska, USA
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7
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Qi M, Liu X, Zhou Y, Wang H, Zhao Y, Ren J, Xiang J. Berberine Inhibits MDA-MB-231 Cells as an Agonist of G Protein-Coupled Estrogen Receptor 1. Int J Mol Sci 2021; 22:ijms222111466. [PMID: 34768896 PMCID: PMC8583996 DOI: 10.3390/ijms222111466] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 10/15/2021] [Accepted: 10/19/2021] [Indexed: 01/18/2023] Open
Abstract
G protein-coupled estrogen receptor 1 (GPER1) is a potential therapeutic target for treating triple-negative breast cancers (TNBC). However, modulators for GPER1 that can be used to treat TNBC have not appeared. Berberine (BBR) is a bioactive isoquinoline alkaloid with high oral safety. In recent years, BBR has shown an inhibitory effect on TNBC tumors such as MDA-MB-231, but the molecular target remains unclear, which hinders related clinical research. Our work proved that BBR is a modulator of GPER1 that can inhibit cell viability, migration, and autophagy of MDA-MB-231 cells. The inhibitory effect of BBR on MDA-MB-231 cells has a dependence on estrogen levels. Although BBR promoted the proteasome, which is a major factor in the degradation of GPER1, it could still induce the protein level of GPER1. Correspondingly, the transcription of cellular communication network factor 2 (CCN2) was promoted. BBR could bind to GPER1 directly and change the secondary structure of GPER1, as in the case of 17β-estradiol (E2). In addition, BBR induced not only a high degree of co-localization of GPER1 and microtubule-associated protein 1 light chain 3 (MAP1LC3), but also the accumulation of sequestosome 1 (SQSTM1/p62) by the inhibition of the nuclear translocation of the nuclear factor-kappa B (NF-κB) subunit (RELA/p65), which indicates NF-κB inhibition and anti-cancer effects. This result proved that the promotional effect of BBR on the GPER1/NF-κB pathway was closely related to its inhibitory effect on autophagy, which may serve as a new mechanism by which to explain the inhibitory effect of BBR on MDA-MB-231 cells and expand our understanding of the function of both BBR and GPER1.
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Affiliation(s)
- Miaomiao Qi
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
| | - Xiang Liu
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
| | - Ying Zhou
- Research Center for Medicine and Structural Biology of Wuhan University, Wuhan University, Wuhan 430071, China;
| | - Haoyu Wang
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
| | - Ying Zhao
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
| | - Jing Ren
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
| | - Jin Xiang
- Key Laboratory of Combinatorial Biosynthesis and Drug Discovery, Ministry of Education, School of Pharmaceutical Sciences, Wuhan University, Wuhan 430071, China; (M.Q.); (X.L.); (H.W.); (Y.Z.); (J.R.)
- Correspondence:
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8
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A longitudinal sampling study of transcriptomic and epigenetic profiles in patients with thrombocytopenia syndrome. Nat Commun 2021; 12:5629. [PMID: 34561445 PMCID: PMC8463551 DOI: 10.1038/s41467-021-25804-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 08/27/2021] [Indexed: 12/13/2022] Open
Abstract
Severe fever with thrombocytopenia syndrome (SFTS) is a novel tick-borne infectious disease caused by a new type of SFTS virus (SFTSV). Here, a longitudinal sampling study is conducted to explore the differences in transcript levels after SFTSV infection, and to characterize the transcriptomic and epigenetic profiles of hospitalized patients. The results reveal significant changes in the mRNA expression of certain genes from onset to recovery. Moreover, m6A-seq reveals that certain genes related with immune regulation may be regulated by m6A. Besides the routine tests such as platelet counts, serum ALT and AST levels testing, distinct changes in myocardial enzymes, coagulation function, and inflammation are well correlated with the clinical data and sequencing data, suggesting that clinical practitioners should monitor the above indicators to track disease progression and guide personalized treatment. In this study, the transcript changes and RNA modification may lend a fresh perspective to our understanding of the SFTSV and play a significant role in the discovery of drugs for effective treatment of this disease.
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9
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Luo W, Ige OO, Beacon TH, Su RC, Huang S, Davie JR, Lakowski TM. The treatment of SARS-CoV2 with antivirals and mitigation of the cytokine storm syndrome: the role of gene expression. Genome 2020; 64:400-415. [PMID: 33197212 DOI: 10.1139/gen-2020-0130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
In the absence of a vaccine, the treatment of SARS-CoV2 has focused on eliminating the virus with antivirals or mitigating the cytokine storm syndrome (CSS) that leads to the most common cause of death: respiratory failure. Herein we discuss the mechanisms of antiviral treatments for SARS-CoV2 and treatment strategies for the CSS. Antivirals that have shown in vitro activity against SARS-CoV2, or the closely related SARS-CoV1 and MERS-CoV, are compared on the enzymatic level and by potency in cells. For treatment of the CSS, we discuss medications that reduce the effects or expression of cytokines involved in the CSS with an emphasis on those that reduce IL-6 because of its central role in the development of the CSS. We show that some of the medications covered influence the activity or expression of enzymes involved in epigenetic processes and specifically those that add or remove modifications to histones or DNA. Where available, the latest clinical data showing the efficacy of the medications is presented. With respect to their mechanisms, we explain why some medications are successful, why others have failed, and why some untested medications may yet prove useful.
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Affiliation(s)
- Wenxia Luo
- Pharmaceutical Analysis Laboratory, College of Pharmacy, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
| | - Olufola O Ige
- Pharmaceutical Analysis Laboratory, College of Pharmacy, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
| | - Tasnim H Beacon
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB R3E 0J9, Canada
| | - Ruey-Chyi Su
- National HIV and Retrovirology Laboratory, JC Wilt Infectious Disease Research Centre, Winnipeg, MB R3E 3R2, Canada
| | - Shujun Huang
- Pharmaceutical Analysis Laboratory, College of Pharmacy, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
| | - James R Davie
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB R3E 0J9, Canada
| | - Ted M Lakowski
- Pharmaceutical Analysis Laboratory, College of Pharmacy, University of Manitoba, Winnipeg, MB R3E 0T5, Canada
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10
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Kaushik I, Ramachandran S, Prasad S, Srivastava SK. Drug rechanneling: A novel paradigm for cancer treatment. Semin Cancer Biol 2020; 68:279-290. [PMID: 32437876 DOI: 10.1016/j.semcancer.2020.03.011] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 01/15/2020] [Accepted: 03/18/2020] [Indexed: 12/13/2022]
Abstract
Cancer continues to be one of the leading contributors towards global disease burden. According to NIH, cancer incidence rate per year will increase to 23.6 million by 2030. Even though cancer continues to be a major proportion of the disease burden worldwide, it has the lowest clinical trial success rate amongst other diseases. Hence, there is an unmet need for novel, affordable and effective anti-neoplastic medications. As a result, a growing interest has sparkled amongst researchers towards drug repurposing. Drug repurposing follows the principle of polypharmacology, which states, "any drug with multiple targets or off targets can present several modes of action". Drug repurposing also known as drug rechanneling, or drug repositioning is an economic and reliable approach that identifies new disease treatment of already approved drugs. Repurposing guarantees expedited access of drugs to the patients as these drugs are already FDA approved and their safety and toxicity profile is completely established. Epidemiological studies have identified the decreased occurrence of oncological or non-oncological conditions in patients undergoing treatment with FDA approved drugs. Data from multiple experimental studies and clinical observations have depicted that several non-neoplastic drugs have potential anticancer activity. In this review, we have summarized the potential anti-cancer effects of anti-psychotic, anti-malarial, anti-viral and anti-emetic drugs with a brief overview on their mechanism and pathways in different cancer types. This review highlights promising evidences for the repurposing of drugs in oncology.
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Affiliation(s)
- Itishree Kaushik
- Department of Immunotherapeutics and Biotechnology, and Center for Tumor Immunology and Targeted Cancer Therapy, Texas Tech University Health Sciences Center, Abilene, TX 79601, USA
| | - Sharavan Ramachandran
- Department of Immunotherapeutics and Biotechnology, and Center for Tumor Immunology and Targeted Cancer Therapy, Texas Tech University Health Sciences Center, Abilene, TX 79601, USA
| | - Sahdeo Prasad
- Department of Immunotherapeutics and Biotechnology, and Center for Tumor Immunology and Targeted Cancer Therapy, Texas Tech University Health Sciences Center, Abilene, TX 79601, USA
| | - Sanjay K Srivastava
- Department of Immunotherapeutics and Biotechnology, and Center for Tumor Immunology and Targeted Cancer Therapy, Texas Tech University Health Sciences Center, Abilene, TX 79601, USA.
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11
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Kiełbus M, Czapiński J, Odrzywolski A, Stasiak G, Szymańska K, Kałafut J, Kos M, Giannopoulos K, Stepulak A, Rivero-Müller A. Optogenetics in cancer drug discovery. Expert Opin Drug Discov 2018; 13:459-472. [DOI: 10.1080/17460441.2018.1437138] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Michał Kiełbus
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Jakub Czapiński
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
- Postgraduate School of Molecular Medicine, Medical University of Warsaw, Warsaw, Poland
| | - Adrian Odrzywolski
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Grażyna Stasiak
- Department of Experimental Haematooncology, Medical University of Lublin, Lublin, Poland
| | - Kamila Szymańska
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Joanna Kałafut
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Michał Kos
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Krzysztof Giannopoulos
- Department of Experimental Haematooncology, Medical University of Lublin, Lublin, Poland
- Department of Hematology, St. John’s Cancer Center, Lublin, Poland
| | - Andrzej Stepulak
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
| | - Adolfo Rivero-Müller
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, Poland
- Cell Biology, Faculty of Science and Engineering, Åbo Akademi University, Turku, Finland
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12
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Abstract
PURPOSE OF REVIEW The current overview will summarize some of the developments in the area of protein translation, including their relation to the therapeutic targeting of prostate cancer. RECENT FINDINGS Translational control, mediated by the rate-limiting eukaryotic translation initiation factor 4E (eIF4E), drives selective translation of several oncogenic proteins, thereby contributing to tumor growth, metastasis, and treatment resistance in various cancers, including prostate cancer. As an essential regulatory hub, several oncogenic hyperactive signaling pathways appear to converge on eIF4E to promote tumorigenesis. Several approaches that target the eIF4E-dependent protein translation network are being actively studied, and it is likely that some may ultimately emerge as promising anticancer therapeutics. SUMMARY An array of inhibitors has shown promise in targeting specific components of the translational machinery in several preclinical models of prostate cancer. It is hoped that some of these approaches may ultimately have relevance in improving the clinical outcomes of patients with advanced prostate cancer.
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Teveroni E, Pellegrino M, Sacconi S, Calandra P, Cascino I, Farioli-Vecchioli S, Puma A, Garibaldi M, Morosetti R, Tasca G, Ricci E, Trevisan CP, Galluzzi G, Pontecorvi A, Crescenzi M, Deidda G, Moretti F. Estrogens enhance myoblast differentiation in facioscapulohumeral muscular dystrophy by antagonizing DUX4 activity. J Clin Invest 2017; 127:1531-1545. [PMID: 28263188 DOI: 10.1172/jci89401] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2016] [Accepted: 01/12/2017] [Indexed: 01/28/2023] Open
Abstract
Facioscapulohumeral muscular dystrophy (FSHD) is an autosomal dominant neuromuscular disorder that is characterized by extreme variability in symptoms, with females being less severely affected than males and presenting a higher proportion of asymptomatic carriers. The sex-related factors involved in the disease are not known. Here, we have utilized myoblasts isolated from FSHD patients (FSHD myoblasts) to investigate the effect of estrogens on muscle properties. Our results demonstrated that estrogens counteract the differentiation impairment of FSHD myoblasts without affecting cell proliferation or survival. Estrogen effects are mediated by estrogen receptor β (ERβ), which reduces chromatin occupancy and transcriptional activity of double homeobox 4 (DUX4), a protein whose aberrant expression has been implicated in FSHD pathogenesis. During myoblast differentiation, we observed that the levels and activity of DUX4 increased progressively and were associated with its enhanced recruitment in the nucleus. ERβ interfered with this recruitment by relocalizing DUX4 in the cytoplasm. This work identifies estrogens as a potential disease modifier that underlie sex-related differences in FSHD by protecting against myoblast differentiation impairments in this disease.
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Sirchia SM, Faversani A, Rovina D, Russo MV, Paganini L, Savi F, Augello C, Rosso L, Del Gobbo A, Tabano S, Bosari S, Miozzo M. Epigenetic effects of chromatin remodeling agents on organotypic cultures. Epigenomics 2016; 8:341-58. [PMID: 26949823 DOI: 10.2217/epi.15.111] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Tumor epigenetic defects are of increasing relevance to clinical practice, because they are 'druggable' targets for cancer therapy using chromatin-remodeling agents (CRAs). New evidences highlight the importance of the microenvironment on the epigenome regulation and the need to use culture models able to preserve tissue morphology, to better understand the action of CRAs. Methods & methods: We studied the epigenetic response induced by culturing and CRAs in a preclinical model, preserving ex vivo the original tissue microenvironment and morphology, assessing different epigenetic signatures. Our overall findings suggest that culturing and CRAs cause heterogeneous effects on the genes methylation; CRAs affect the global DNA methylation and can trigger an active DNA demethylation; the culture induces alterations in the histone deacetylase expression. CONCLUSION Despite the limited number of cases, these findings can be considered a proof of concept of the possibility to test CRAs epigenetic effects on ex vivo tissues maintained in their native tissue architecture.
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Affiliation(s)
- Silvia M Sirchia
- Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, 20142 Milano, Italy
| | - Alice Faversani
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Davide Rovina
- Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, 20142 Milano, Italy
| | - Maria V Russo
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Leda Paganini
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy.,Department of Pathophysiology & Transplantation, Università degli Studi di Milano, 20122 Milano, Italy
| | - Federica Savi
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Claudia Augello
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy.,Department of Pathophysiology & Transplantation, Università degli Studi di Milano, 20122 Milano, Italy
| | - Lorenzo Rosso
- Division of Thoracic Surgery & Lung Transplantation, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Alessandro Del Gobbo
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Silvia Tabano
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy.,Department of Pathophysiology & Transplantation, Università degli Studi di Milano, 20122 Milano, Italy
| | - Silvano Bosari
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy.,Department of Pathophysiology & Transplantation, Università degli Studi di Milano, 20122 Milano, Italy
| | - Monica Miozzo
- Division of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy.,Department of Pathophysiology & Transplantation, Università degli Studi di Milano, 20122 Milano, Italy
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15
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Abstract
The translation initiation factor eIF4E mediates a rate-limiting process that drives selective translation of many oncongenic proteins such as cyclin D1, survivin and VEGF, thereby contributing to tumour growth, metastasis and therapy resistance. As an essential regulatory hub in cancer signalling network, many oncogenic signalling pathways appear to converge on eIF4E. Therefore, targeting eIF4E-mediated cap-dependent translation is considered a promising anticancer strategy. This paper reviews the strategies that can be used to target eIF4E, highlighting agents that target eIF4E activity at each distinct level.
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16
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Romagnolo DF, Papoutsis AJ, Laukaitis C, Selmin OI. Constitutive expression of AhR and BRCA-1 promoter CpG hypermethylation as biomarkers of ERα-negative breast tumorigenesis. BMC Cancer 2015; 15:1026. [PMID: 26715507 PMCID: PMC4696163 DOI: 10.1186/s12885-015-2044-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2015] [Accepted: 12/23/2015] [Indexed: 12/15/2022] Open
Abstract
Background Only 5–10 % of breast cancer cases is linked to germline mutations in the BRCA-1 gene and occurs early in life. Conversely, sporadic breast tumors, which represent 90-95 % of breast malignancies, have lower BRCA-1 expression, but not mutated BRCA-1 gene, and tend to occur later in life in combination with other genetic alterations and/or environmental exposures. The latter may include environmental and dietary factors that activate the aromatic hydrocarbon receptor (AhR). Therefore, understanding if changes in expression and/or activation of the AhR are associated with somatic inactivation of the BRCA-1 gene may provide clues for breast cancer therapy. Methods We evaluated Brca-1 CpG promoter methylation and expression in mammary tumors induced in Sprague–Dawley rats with the AhR agonist and mammary carcinogen 7,12-dimethyl-benzo(a)anthracene (DMBA). Also, we tested in human estrogen receptor (ER)α-negative sporadic UACC-3199 and ERα-positive MCF-7 breast cancer cells carrying respectively, hyper- and hypomethylated BRCA-1 gene, if the treatment with the AhR antagonist α-naphthoflavone (αNF) modulated BRCA-1 and ERα expression. Finally, we examined the association between expression of AhR and BRCA-1 promoter CpG methylation in human triple-negative (TNBC), luminal-A (LUM-A), LUM-B, and epidermal growth factor receptor-2 (HER-2)-positive breast tumor samples. Results Mammary tumors induced with DMBA had reduced BRCA-1 and ERα expression; higher Brca-1 promoter CpG methylation; increased expression of Ahr and its downstream target Cyp1b1; and higher proliferation markers Ccnd1 (cyclin D1) and Cdk4. In human UACC-3199 cells, low BRCA-1 was paralleled by constitutive high AhR expression; the treatment with αNF rescued BRCA-1 and ERα, while enhancing preferential expression of CYP1A1 compared to CYP1B1. Conversely, in MCF-7 cells, αNF antagonized estradiol-dependent activation of BRCA-1 without effects on expression of ERα. TNBC exhibited increased basal AhR and BRCA-1 promoter CpG methylation compared to LUM-A, LUM-B, and HER-2-positive breast tumors. Conclusions Constitutive AhR expression coupled to BRCA-1 promoter CpG hypermethylation may be predictive markers of ERα-negative breast tumor development. Regimens based on selected AhR modulators (SAhRMs) may be useful for therapy against ERα-negative tumors, and possibly, TNBC with increased AhR and hypermethylated BRCA-1 gene.
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Affiliation(s)
- Donato F Romagnolo
- Department of Nutritional Sciences, The University of Arizona, 303 Shantz Bldg, Tucson, AZ, 85721-0038, USA. .,The University of Arizona Cancer Center, 1515 N. Campbell Avenue, 3999A, Tucson, AZ, 85724-5024, USA.
| | - Andreas J Papoutsis
- Department of Nutritional Sciences, The University of Arizona, 303 Shantz Bldg, Tucson, AZ, 85721-0038, USA.
| | - Christina Laukaitis
- Department of Nutritional Sciences, The University of Arizona, 303 Shantz Bldg, Tucson, AZ, 85721-0038, USA. .,The University of Arizona Cancer Center, 1515 N. Campbell Avenue, 3999A, Tucson, AZ, 85724-5024, USA. .,Department of Medicine, University of Arizona College of Medicine, The University of Arizona, Tucson, AZ, USA.
| | - Ornella I Selmin
- Department of Nutritional Sciences, The University of Arizona, 303 Shantz Bldg, Tucson, AZ, 85721-0038, USA. .,The University of Arizona Cancer Center, 1515 N. Campbell Avenue, 3999A, Tucson, AZ, 85724-5024, USA.
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17
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Falahi F, van Kruchten M, Martinet N, Hospers GAP, Rots MG. Current and upcoming approaches to exploit the reversibility of epigenetic mutations in breast cancer. Breast Cancer Res 2014; 16:412. [PMID: 25410383 PMCID: PMC4303227 DOI: 10.1186/s13058-014-0412-z] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2013] [Accepted: 07/11/2014] [Indexed: 01/02/2023] Open
Abstract
DNA methylation and histone modifications are important epigenetic modifications associated with gene (dys)regulation. The epigenetic modifications are balanced by epigenetic enzymes, so-called writers and erasers, such as DNA (de)methylases and histone (de)acetylases. Aberrant epigenetic alterations have been associated with various diseases, including breast cancer. Since aberrant epigenetic modifications are potentially reversible, they might represent targets for breast cancer therapy. Indeed, several drugs have been designed to inhibit epigenetic enzymes (epi-drugs), thereby reversing epigenetic modifications. US Food and Drug Administration approval has been obtained for some epi-drugs for hematological malignancies. However, these drugs have had very modest anti-tumor efficacy in phase I and II clinical trials in breast cancer patients as monotherapy. Therefore, current clinical trials focus on the combination of epi-drugs with other therapies to enhance or restore the sensitivity to such therapies. This approach has yielded some promising results in early phase II trials. The disadvantage of epi-drugs, however, is genome-wide effects, which may cause unwanted upregulation of, for example, pro-metastatic genes. Development of gene-targeted epigenetic modifications (epigenetic editing) in breast cancer can provide a novel approach to prevent such unwanted events. In this context, identification of crucial epigenetic modifications regulating key genes in breast cancer is of critical importance. In this review, we first describe aberrant DNA methylation and histone modifications as two important classes of epigenetic mutations in breast cancer. Then we focus on the preclinical and clinical epigenetic-based therapies currently being explored for breast cancer. Finally, we describe epigenetic editing as a promising new approach for possible applications towards more targeted breast cancer treatment.
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Manavathi B, Dey O, Gajulapalli VNR, Bhatia RS, Bugide S, Kumar R. Derailed estrogen signaling and breast cancer: an authentic couple. Endocr Rev 2013; 34:1-32. [PMID: 22947396 PMCID: PMC3565105 DOI: 10.1210/er.2011-1057] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2011] [Accepted: 07/09/2012] [Indexed: 02/06/2023]
Abstract
Estrogen or 17β-estradiol, a steroid hormone, plays a critical role in the development of mammary gland via acting through specific receptors. In particular, estrogen receptor-α (ERα) acts as a transcription factor and/or a signal transducer while participating in the development of mammary gland and breast cancer. Accumulating evidence suggests that the transcriptional activity of ERα is altered by the action of nuclear receptor coregulators and might be responsible, at least in part, for the development of breast cancer. In addition, this process is driven by various posttranslational modifications of ERα, implicating active participation of the upstream receptor modifying enzymes in breast cancer progression. Emerging studies suggest that the biological outcome of breast cancer cells is also influenced by the cross talk between microRNA and ERα signaling, as well as by breast cancer stem cells. Thus, multiple regulatory controls of ERα render mammary epithelium at risk for transformation upon deregulation of normal homeostasis. Given the importance that ERα signaling has in breast cancer development, here we will highlight how the activity of ERα is controlled by various regulators in a spatial and temporal manner, impacting the progression of the disease. We will also discuss the possible therapeutic value of ERα modulators as alternative drug targets to retard the progression of breast cancer.
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Affiliation(s)
- Bramanandam Manavathi
- Department of Biochemistry, School of Life Sciences, Gachibowli, Prof. CR Rao Road, University of Hyderabad, Hyderabad 500046, India.
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